SlideShare a Scribd company logo
1 of 9
Download to read offline
http://www.iaeme.com/IJCIET/index.asp 173 editor@iaeme.com
International Journal of Civil Engineering and Technology (IJCIET)
Volume 8, Issue 2, February 2017, pp. 173–181 Article ID: IJCIET_08_02_019
Available online at http://www.iaeme.com/IJCIET/issues.asp?JType=IJCIET&VType=8&IType=2
ISSN Print: 0976-6308 and ISSN Online: 0976-6316
© IAEME Publication Scopus Indexed
ANALYSIS OF RAINFALL PATTERN AND
TEMPERATURE VARIATIONS IN THREE REGIONS
OF SULTANATE OF OMAN
Dr. K. H. Jonathan and Dr. P. Suvarna Raju
Department of Health, Safety and Environmental Management,
International College of Engineering and Management, Seeb, Muscat, Sultanate of Oman
ABSTRACT
Rainfall and temperature are important parameters that determine the climatic condition
of a region andis a growing concern in the current situation. Growing industrialization and
increasing use of fossil fuels are putting pressure and effecting the regional and global
temperatures that are subsequently influencing the overall precipitation levels. GCC and Arab
countries are mostly dominated by dry climate and hot winds for most part of the year with
little or no rainfall in most regions. In Middle east, specifically GCC countries economy
depends on oil and gas production, processing, and exports, and these resources are used for
electricity generation across all the six countries. This practice invariably is releasing more of
greenhouse gases coupled with industrial emissions annually from industrialized zones.
Among the six GCC nations, Oman has the second largest land area next to Saudi Arabia and
has significant quantities of oil and gas resources and limited ground water resources.
Scarcity of ground water poses serious problems for farming and potable water that cannot be
supported by scanty or less rainfall annually. In absence of considerable data on rainfall
pattern and temperature deviations, this paper is focused to highlight the rainfall scenario over
temperature changes by studying the rainfall patterns over three designated regions for a
certain duration. In Oman rainfall patterns and temperatures are stimulated by the weather
changes and mostly by heavy industrialization in the recent past. Precipitation data and
temperature profiles are two dependent parameters that are analyzed to achieve the objectives
of the study. Regression analysis is performed to understand the trend in the rainfall pattern
with changes in temperature in the three designated regions of Oman using the data of 14
years. The study revealed significant outcomes indicating distinct relationship between rainfall
and temperature. Changing ambient temperatures in each region has shown to influence the
rainfall pattern differently in Muscat region contrasting the Maseira and Sur region of the
study area. The trend in rainfall pattern with one unit temperature variations are not uniform
across all the three study regions that show apparent variations due the differently
contributing factors such as topography, wind speed, direction, mountain ranges, relative
humidity, and proximity to sea etc. that would govern the precipitation rates.
Key words: Climate change, GCC, precipitation, regression, rainfall, temperature.
Analysis of Rainfall Pattern and Temperature Variations in Three Regions of Sultanate of Oman
http://www.iaeme.com/IJCIET/index.asp 174 editor@iaeme.com
Cite this Article: Dr. K. H. Jonathan, Dr. P. Suvarna Raju, Analysis of Rainfall Pattern and
Temperature Variations in Three Regions of Sultanate of Oman. International Journal of Civil
Engineering and Technology, 8(2), 2017, pp. 173–181.
http://www.iaeme.com/IJCIET/issues.asp?JType=IJCIET&VType=8&IType=2
1. INTRODUCTION
Global rainfall patterns associated with changing temperatures globally are growing cause of concern
that are becoming vital indicators for climate change currently [1]. Climatic factors predominantly
precipitation rate facilitate the growth and development of civilizations and leads to habitat
development. Rainfall patterns and rate over a region are reliant on the ambient and global water
evaporation and to significant extent on altitude, latitude, and level of humidity [2]. Earth’s mixture of
contributing gases aid in facilitating the overall phenomena of precipitation and the variation in the
gaseous composition leads to disruption in the atmospheric events and weather phenomena [3].
Warmer conditions apparently brought out from increased emissions of greenhouse gases though
industrialization causes evaporation and precipitation with varying degree of intensity on individual
regions [4]. In this paper, the rainfall rate and patterns of three prominent regions in the sultanate of
Oman is studied with relation to temperature and to estimate the rainfall decline rates from periodical
temperature surges. Three principal locations viz, Maseira (island), Sur (Ash Sharqiyah region) and
Muscat in (Muscat governate) Sultanate of Oman are chosen for the study [13].
1.1. Study Area
Sultanate of Oman is located in the south eastern corner of Arabian peninsula in south west Asia
covering an area of 309,500 km2
, lies between latitudes 16° and 28° N, and longitudes 52° and 60° E
[5]. The country borders United Arab Emirates in the north west, Saudi Arabia in the west and Yemen
in the south west [1]displayed in Fig. 1.
The climate is arid to semi-arid with very little annual rainfall of <100 mm compared to the global
average of 1123 mm [6]. Oman has coastline of 1700 km from the north to south and some parts of the
coast, particularly near the island of Masirah, sometimes receive zero rainfall within the course of a
year [7]. The climate in general is hot with temperatures reaching around 50 °C (122.0 °F) peak in the
hot season, from May to September and winter temperatures 15 ºC to 23 ºC from October to February
[1].
1.2. Climate Dynamics
Climate change globally is an extensive effect of anthropogenic pollutants released from various
human activities and natural causes to a lesser extent. The Earth's climate has changed many times in
response to natural causes, however, evidences elsewhere indicate that climate change has commenced
primarily by natural causes over human activities [8]. However, [9], [10] commends that human
activities are principal factors contributing to global climate change that have eventually led to
environmental pollution and increasing ambient temperatures. Increased use and combustion of fossil
fuels through automobiles and industries are resulting in prevailing heat waves and inconsistent
evaporation from aquatic ecosystems.
Aerosols and particulate pollutants from fossil fuel combustion traps heat from the incoming solar
radiation and influences the temperature of a region causing higher level of weather variability,
frequent occurrences of extreme weather events, shorter winters, and drier and hotter summers [11],
[12]. Studies in middle east show that winter period (cold days) have reduced from 1970’s with
corresponding increase in warmer days from 1990’s, though in Arab countries the ambient
temperatures have increased from 2º C to 5.5º C and precipitation rate declined by 0-20%.
Dr. K. H. Jonathan, Dr. P. Suvarna Raju
http://www.iaeme.com/IJCIET/index.asp 175 editor@iaeme.com
2. METHODOLOGY
The relationship between temperature and precipitation are examined based on the data fromMinistry
of National Economy [MoNE] and Ministry of Environment and Climate Affairs (MECA).
Information from local people in the three regions; Fig 1. Masirah, Sur and Muscat is also gathered to
assess the temperature and precipitation phenomena during the study period (1996-2009). A rainfall
and temperature detail for the study is collected from multiple sources such as national centre for
statistics and information (NCSI), statistical year book 2010.
Figure 1 Regions of study [13].
Line histogram chart displays the rainfall and temperature relationship data to indicate trend over
time. Minitab 14 version program software is performed to analyze the relationship between the two
variables; rainfall and temperature. The magnitude of trend in a time series is determined either using
regression analysis [parametric test] or using Sen’s estimator method (non-parametric method).
Though these methods assume a linear trend in the time series [14], in this study simple regression
model is used to evaluate the rainfall/temperature indicators of the three designated regions.
Simple linear regression formula for evaluating the relationship between the two variables is used
for all the three designated regions. The main emphasis of regression analysis is done to ascertain the
causal effect of one variable upon another. Temperature [T] as independent variable and rainfall rate
[R] as dependent variables are used for the selected three regions; Masirah, Sur, and Muscat to relate
abnormal temperature influence on precipitation proportion.
3. RESULTS AND DISCUSSIONS
Analysis of the rainfall data in the designated regions of Oman [1996-2009], reveals that the
precipitation is decreasing inconsistently with insignificant pattern, like the observations confirmed
during the study period 1977-2003 [7]. The annual average rainfall during the latter period was 117.0
mm recorded for 31 stations in Oman, with varying levels of precipitation amongst recorded stations.
Reduced condensation and cloud formation influences such fluctuations and low precipitation rate
locally due to the prevailing heat wave conditions during most of the year in Oman.
Analysis of Rainfall Pattern and Temperature Variations in Three Regions of Sultanate of Oman
http://www.iaeme.com/IJCIET/index.asp 176 editor@iaeme.com
This probably remains as the main factor for declining rainfall rate in Oman. Accordingly,
increasing accumulation of greenhouse gases eventually builds more surface heat that would bring
major shifts in precipitation rates most likely from slight alterations in temperature. Arab countries in
the Middle East region would experience an increase in temperature of 2ºC to 5.5ºC with project
decrease of 0-20% precipitation by the end of 21st
century [15]. Fig.2 shows the gradual decrease of
rainfall rate in Oman from 1996-2003 that forecasts a significant relationship between temperature and
precipitation of each region.
3.1. Simple Regression Model
The association between temperature and precipitation in the three designated regions are identified by
using simple linear regression model as this is an effective statistical tool for studying the relationship
between variables. The below formula is used to examine the relationship between temperature and
precipitation.
Simple regression formula for analysis of temperature and rainfall
R = β + β T
Where, R= Rainfall = Dependent value and;
T= Temperature = Independent value
From the above equation, the anonymous of β and β need to be determined for calculation by
using the steps;
β = Σ [(Ti- T) (Ri - R)] / Σ [ (Ti - T)2
]
β = -605.6/19 = -31.9
Ti = Mean value of temperature
Ri= Mean value of rainfall
Later, ‘β = Ri - β * Ti’ formula will be used to calculate β anonymous as below equation
The calculation shows below:
β = Ri - β * Ti
β = 36.9 - (-31.9) (41.7) = 1367.13
As the anonymous β and β are now identified, the values will be directly substituted to the
simple linear regression formula to find the values.
R = β + β T
R= 1367.1 + -31.9T
The results of the regression analysis for the three designated regions are shown in Table1. The
table 2. below shows the temperature and rainfall values of the first region [Masirah] in a period of 14
years.
Table 1 Regression analysis of temperature variable at levels (Dependent Variable: Rainfall)
[1] R-Sq value calculated using ‘MINITAB 14’ program (approximate values)
[2] S value calculated using ‘MINITAB 14’ program (approximate values)
Region Equation Constant (b0) value [1] R-Sq (The
square of the
correlation)
[2] Standard
Deviation (S)
Maseira R= 1367.1 - 31.9 T 1367.13 -31.9 64.7 % 27.2721
Sur R= 365.6 -6.3 T 365.6 -6.3 1.5 % 85.1152
Muscat R= 156.5 - 1.38 T 156.5 -1.38 0.1 % 88.3327
Dr. K. H. Jonathan, Dr. P. Suvarna Raju
http://www.iaeme.com/IJCIET/index.asp 177 editor@iaeme.com
95
117
13 12
6
1
6
127
10
24
55
35
6 8
1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009
0
20
40
60
80
100
120
140
Years
Rainfall(mm)
Table 2 Rainfall and temperature indicators of Maseira region in a period of 14 years
1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009
Top of Form
Temperature
(T) ºC
41 39 43 42 43 42 43 40 41 41 42 42 43 42
Top of Form
Rainfall
(R) mm
95 117 13 12 6 1 6 127 10 24 55 35 6 8
3.2. Regression Analysis of Maseira and the Rest Two Regions
Regression analysis of temperature and rainfall variables in Maseira region implies that, rise of 1ºC in
temperature resulted in 31.9mm decrease in rainfall amount in specific period of study. Since β =
1367.13 has positive value, the mean of rainfall to be 1367.13mm when temperature equals 0. In this
case, since ‘0’ is not within the range, the β is insignificant. While β is-31.9 has negative value, thus
the mean rainfall amount decrease would be 31.9mm for every 1ºCincrease in temperature.
By using the same methods of evaluation, the results of Sur and Muscat regions are calculated and
described in the following sections table. Results in Tables 3-5 confirms the amount of rainfall change
due to increase or decrease of temperature in the three regions of the study. The highest degree of
temperature is assumed as reference value to ascertain the point at which rainfall becomes zero
amounts.
Table 3 Equation analysis of Maseira rainfall rate in standard temperature
Region Equation Rainfall Rate= Ŷ (mm)
When T=41 ºC When T=42 ºC When T=43 ºC
Maseira R= 1367.1 - 31.9T 59.2 27.3 -4.6
However, at a temperature of 43 ºC in Maseira region, the regression analysis reveals -4.6 mm of
rainfall, indicating a negative relationship between temperature and rainfall variable in Maseira region
in Fig 2. The average temperature in Maseira region ranged between 39 ºC to 43 ºC in 1997 and 1998
respectively, that recorded the highest rainfall amount of 117 mm and 129 mm in 1997 and 2003
correspondingly at temperature of 40 ºC as presented in Table 6.
Figure 2 Rainfall pattern of Maseira Region
Analysis of Rainfall Pattern and Temperature Variations in Three Regions of Sultanate of Oman
http://www.iaeme.com/IJCIET/index.asp 178 editor@iaeme.com
49 50 51 52 53 54 55 56 57 58
56.9 50.6 44.3
38
31.7
25.4
19.1
12.8
6.5
0.2
0
20
40
60
80
100
120
56.9 50.6 44.3 38 31.7 25.4 19.1 12.8 6.5 0.2
Temperature°C
Rainfall (mm)
Rainfall
Temperature
Table 4 Equation analysis of Sur rainfall rate in standard temperature
In Sur region, an increase of 1 ºC of temperature would reduce the rainfall amount by 6.3 mm. The
table 4imply prevailing lesser temperatures over the Sur region possibly enables more precipitation
contemplating the temperature variable remaining constant.
In Fig 3. The precipitation rates recorded under temperatures exceeding 58 ºC is insignificant
amount with only 0.2 mm which is marginal in comparison to Maseira and Muscat region.
Figure 3 The relationship between temperature and rainfall in Sur region
Table 5 Analysis of Muscat equation and rainfall rate in a certain temperature
Region Equation Rainfall Rate= Ŷ (mm)
When T=49 ºC When T=50 ºC When T=51 ºC
Muscat R= 156.5 - 1.38T 88.88 87.5 86.12
In Muscat region with increase in temperature the rainfall decreases slightly. Unlike the trend
observed in Maseira and Sur regions, an increase of 1 ºC in temperature in Muscat region reduces
precipitation rate by 1.38 mm, considerably less proportion than the other two designated regions
because Muscat receives more sunlight due to uniform topography, resulting in higher temperature
prevailing for longer periods coupled by increased emission of greenhouse gases from the adjoining
industrial areas. Whilst rainfall rates in Muscat region are uncommon unlike the precipitation patterns
observed in other two regions.
From the analysis, it reveals that in all the three study areas rainfall tends to decrease with increase
in temperatures, deducing that consistent declining of rainfall rate in Oman is a result of gradual
increase of slight temperatures during most part of the period.
Region Equation Rainfall Rate= Ŷ (mm)
When T=49 ºC When T=50 ºC When T=51 ºC
Sur R= 365.6 -6.3T 56.9 50.6 44.3
Dr. K. H. Jonathan, Dr. P. Suvarna Raju
http://www.iaeme.com/IJCIET/index.asp 179 editor@iaeme.com
43
237
79
61
18 17
33
85
52 44
100
308
29
109
1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009
0
50
100
150
200
250
300
350
Year
Rainfall(mm)
Figure 4 The Mean of the Rainfall of 9 Different Regions of Oman
It is apparent from the study that high proportion of rainfall reduction occurred due to slight
increase of temperature (1ºC) and in the event of extreme changes in precipitation, the temperature
indicators showed slight alteration. Regression analysis on the variables revealed an inverse
relationship between temperature and precipitation and implies that the temperature of most regions
showed slight gradual increase since 1996 because of the constant decrease of rainfall rate as revealed
in shown in Fig. 4.The rainfall rate in Maseira recorded at temperatures reaching 43 ºC is 0-10 mm
and ceases beyond these temperatures. A surface temperature in conjunction with geographical
location and prospective wind direction passively contributes to the fluctuations in temperature and
subsequently influence rainfall pattern within a region.
In Maseira region, an increase of 1 ºC in temperature would reduce the rainfall amount by 31.9
mm approximately as shown in Table 3. While the rainfall rate from 1997 and 1998 have decreased
by 104 mm as referred in statistical data shown in table 6. In contrast, during the above period the
temperature increased by 4 ºC.
Table 6 Temperature and rainfall records of Maseira region during 1997-1998
Region TemperatureºC Rainfall (mm)
1997 1998 1997 1998
Masirah 39 43 117 13
Figure 5 Rainfall pattern in Muscat region
0
50
100
150
200
250
300
1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009
Rainfall(mm)
Year
Analysis of Rainfall Pattern and Temperature Variations in Three Regions of Sultanate of Oman
http://www.iaeme.com/IJCIET/index.asp 180 editor@iaeme.com
In Muscat region, the rainfall rate decreased slightly in a period of 14 years from 1996 to 2009,
with recorded low rate during 1999 to 2006 and sudden increase in 2007 and declined thereafter as
shown in shown in Fig 5. In the year 2007, Muscat region received the highest rainfall amount because
of cyclone ‘Gonu’ that has impacted most part of the Oman coast.
4. CONCLUSION
From the analysis of the three regions, the rainfall rate and pattern during the study period are
influenced by the ambient temperatures and intermittent fluctuations would affect in changes in the
rainfall rate. The net rainfall amount decreased in Muscat region is less compared to Maseira and Sur
region with increase in temperature, while there is significant decrease in rainfall rate with temperature
increase in the latter two locations. Topography, absence of major mountain ranges, prevalence of
industrial zones etc. in Muscat region, cause less fluctuations in temperature that are resulting in
insignificant reduction in rainfall amount.
In addition, increase use of fossil fuel and combustion from growing industrialization locally and
globally are affecting precipitation rates as greenhouse gases gradually increases surface temperatures
which this more prevalent in urbanized environments such as Muscat. Hence, further studies
extensively are required to establish correlation between surface temperatures and rainfall rate to
understand the contributing factors that govern the precipitation pattern across the sultanate.
5. ACKNOWLEDGEMENTS
The authors thank Mr. Affan K Al Akhzami, Managing Director and Chief Executive, International
College of Engineering, and Management (ICEM), Muscat for his encouragement and support. We are
indebted to the Dean Dr. Ali Al Lawati (ICEM) for his moral support and guidance at all the stages of
this work. Thanks to Dr. Angayar, Head of the Department for facilitating this work.
REFERENCES
[1] P. Stephanie Ogbur. 2013, November. Climate change is altering rainfall patterns worldwide,
Scientific American, Available: http://www.scientificamerican.com/article/climate-change-is-
altering-rainfall-patterns-worldwide/
[2] J. K. Nayak and J. A. Prajapati. 2006, May. Handbook on energy conscious buildings, pilot edition,
Available: http://www.mnre.gov.in/solar-energy/ch2.pdf
[3] J. James McCarthy, F. Osvaldo Canziani, A. Neil Leary, J. David Dokken, and S. Kasey White,
Climate change 2001: impacts, adaptation and vulnerability, Cambridge University Press, IPCC
working group-II, 2001, 1-767.
[4] H. Stephen Schneider, The greenhouse effect: science and policy, Science, 243, February 1989,
771-781.
[5] Y. Al Charaabi and S. Al-Yahyai, Projection of Future Changes in Rainfall and Temperature
Patterns in Oman, Journal of Earth Science and Climate Change,4, 2013, 154.
[6] N. Luminda Gunawardhana and A. Ghazi Al Rawas, Trends in extreme temperature and
precipitation in Muscat, Oman, Evolving Water Resources Systems: Understanding, Predicting and
Managing Water–Society Interactions, IAHS Publications 2014, 57-63.
[7] Y. Andy Kwarteng, S. Atsu Dorvlo, and T. Ganiga Vijay Kumar, Analysis of a 27-year rainfall data
(1977-2003) in the sultanate of Oman, International Journal of Climatology, 2008 July; 29, 605–
617.
[8] Climate change science overview, United States Environmental Protection Agency, 2012.
Available: http://www.epa.gov/climatechange/science/overview.html
Dr. K. H. Jonathan, Dr. P. Suvarna Raju
http://www.iaeme.com/IJCIET/index.asp 181 editor@iaeme.com
[9] Y. K. Leung, K. H. Yeung, E. W. L. Ginn, and W. M. Leung. 2004, February. Global climate
change: cause of climate change by human activities. Hong Kong Observatory. No. 107. Available:
http://www.weather.gov.hk/publica/tn/tn107.pdf
[10] Global climate change: a blanket around the world, National Aeronautics, and Space
Administration. 2017. Available: http://climate.nasa.gov/causes /
[11] J. Lean, J. Beer, and R. Bradley, “Reconstruction of solar irradiance since 1610: implications of
climate change, Geophysical. Research. Letters, 1995 December; 22, 3195-3198.
[12] R. David, and O. Jonathan, “Hypothesized causes of decade-to-century-scale climate variability:
Climate model results, Quaternary science reviews,1993 January; 12, 357-374.
[13] Vidiani. 2017, Oman detailed relief and political map. Available: http://www.vidiani.com/detailed-
relief-and-political-map-of-oman/
[14] K. Sharad Jain, and V. Kumar, Trend analysis of rainfall and temperature data for india, Current
Science, 2012 January; 102(1), 37-49.
[15] M. Medany. 2008, Impact of climate change on Arab countries. Available:
http://www.afedonline.org/afedreport/english/book9.pdf
[16] Mohamed Ayman El Salawy, Tamer Ali Elgohary, Amir Mohamed Akl Mobasher and Mai
Mahmmoud Abd El Aziz , Impact of Climate Change on Resrevior Operation Policies – The Case
of Aswan High Dam Reservoir, International Journal of Civil Engineering and Technology, 7(2),
2016, pp. 107–116
[17] Zainab Ali Omran, Design a Hydraulic Structure Using the Rainfall Intensity-Duration- Frequency
Relationship in Iraq, International Journal of Civil Engineering and Technology (IJCIET), 6(3),
2015, pp. 62–72

More Related Content

What's hot

Key Message - The physical science basis
Key Message - The physical science basisKey Message - The physical science basis
Key Message - The physical science basisipcc-media
 
Factors of climate extremes hyperactivity: a study on MENA
Factors of climate extremes hyperactivity: a study on MENAFactors of climate extremes hyperactivity: a study on MENA
Factors of climate extremes hyperactivity: a study on MENAPremier Publishers
 
Global Warming and the Sudan: Variation of Air Temperature over Sudan and So...
Global Warming and the Sudan: Variation of Air Temperature  over Sudan and So...Global Warming and the Sudan: Variation of Air Temperature  over Sudan and So...
Global Warming and the Sudan: Variation of Air Temperature over Sudan and So...Sryahwa Publications
 
Temperature and rainfall trend analysis in eastern bhutan
Temperature and rainfall trend analysis in eastern bhutanTemperature and rainfall trend analysis in eastern bhutan
Temperature and rainfall trend analysis in eastern bhutanLoday Phuntsho
 
A global dataset of Palmer drought severity index for 1870-2002
A global dataset of Palmer drought severity index for 1870-2002A global dataset of Palmer drought severity index for 1870-2002
A global dataset of Palmer drought severity index for 1870-2002SimoneBoccuccia
 
11.relation between some metrological parameters in ilorin,
11.relation between some metrological parameters in ilorin,11.relation between some metrological parameters in ilorin,
11.relation between some metrological parameters in ilorin,Alexander Decker
 
MDIA p3-14 RISK ... Climate Change (IPPC-2013) ...150806
MDIA p3-14 RISK ... Climate Change (IPPC-2013) ...150806MDIA p3-14 RISK ... Climate Change (IPPC-2013) ...150806
MDIA p3-14 RISK ... Climate Change (IPPC-2013) ...150806Peter Burgess
 
Goswami Climate Change And Indian Monsoon Cse Workshop
Goswami  Climate Change And Indian Monsoon Cse WorkshopGoswami  Climate Change And Indian Monsoon Cse Workshop
Goswami Climate Change And Indian Monsoon Cse Workshopequitywatch
 
Wfhc mekong waterresourcesassessment
Wfhc mekong waterresourcesassessmentWfhc mekong waterresourcesassessment
Wfhc mekong waterresourcesassessmentPisan Chueachatchai
 
THEME – 1 Anticipated dryland expansion in scenarios of global warming
THEME – 1 Anticipated dryland expansion in scenarios of global warmingTHEME – 1 Anticipated dryland expansion in scenarios of global warming
THEME – 1 Anticipated dryland expansion in scenarios of global warmingICARDA
 
Evaluation of Monthly Maximum, Minimum and Average Temperature Changes Observ...
Evaluation of Monthly Maximum, Minimum and Average Temperature Changes Observ...Evaluation of Monthly Maximum, Minimum and Average Temperature Changes Observ...
Evaluation of Monthly Maximum, Minimum and Average Temperature Changes Observ...Premier Publishers
 
Weather Research & Forecasting (WRF-Chem) Model
Weather Research & Forecasting (WRF-Chem) ModelWeather Research & Forecasting (WRF-Chem) Model
Weather Research & Forecasting (WRF-Chem) ModelHara Bhara Pakistan
 
global disaster trends- emerging risks of disaster- climate change
global disaster trends- emerging risks of disaster- climate changeglobal disaster trends- emerging risks of disaster- climate change
global disaster trends- emerging risks of disaster- climate changeNitin Vadhel
 
climate change impact : An over view & methodology related to analysis of cli...
climate change impact : An over view & methodology related to analysis of cli...climate change impact : An over view & methodology related to analysis of cli...
climate change impact : An over view & methodology related to analysis of cli...Chandra Vanshi Thakur
 
Contribution of greenhouse gas emissions: animal agriculture in perspective
Contribution of greenhouse gas emissions: animal agriculture in perspectiveContribution of greenhouse gas emissions: animal agriculture in perspective
Contribution of greenhouse gas emissions: animal agriculture in perspectiveLPE Learning Center
 
29 report spatial_temporal_distribution_of_temperature_crop_agriculture_full
29 report spatial_temporal_distribution_of_temperature_crop_agriculture_full29 report spatial_temporal_distribution_of_temperature_crop_agriculture_full
29 report spatial_temporal_distribution_of_temperature_crop_agriculture_fullcaltec
 
The Causes of Unequal Distribution of Rainfall in the Earth and Prediction Pe...
The Causes of Unequal Distribution of Rainfall in the Earth and Prediction Pe...The Causes of Unequal Distribution of Rainfall in the Earth and Prediction Pe...
The Causes of Unequal Distribution of Rainfall in the Earth and Prediction Pe...IJERA Editor
 

What's hot (18)

Key Message - The physical science basis
Key Message - The physical science basisKey Message - The physical science basis
Key Message - The physical science basis
 
B1060612
B1060612B1060612
B1060612
 
Factors of climate extremes hyperactivity: a study on MENA
Factors of climate extremes hyperactivity: a study on MENAFactors of climate extremes hyperactivity: a study on MENA
Factors of climate extremes hyperactivity: a study on MENA
 
Global Warming and the Sudan: Variation of Air Temperature over Sudan and So...
Global Warming and the Sudan: Variation of Air Temperature  over Sudan and So...Global Warming and the Sudan: Variation of Air Temperature  over Sudan and So...
Global Warming and the Sudan: Variation of Air Temperature over Sudan and So...
 
Temperature and rainfall trend analysis in eastern bhutan
Temperature and rainfall trend analysis in eastern bhutanTemperature and rainfall trend analysis in eastern bhutan
Temperature and rainfall trend analysis in eastern bhutan
 
A global dataset of Palmer drought severity index for 1870-2002
A global dataset of Palmer drought severity index for 1870-2002A global dataset of Palmer drought severity index for 1870-2002
A global dataset of Palmer drought severity index for 1870-2002
 
11.relation between some metrological parameters in ilorin,
11.relation between some metrological parameters in ilorin,11.relation between some metrological parameters in ilorin,
11.relation between some metrological parameters in ilorin,
 
MDIA p3-14 RISK ... Climate Change (IPPC-2013) ...150806
MDIA p3-14 RISK ... Climate Change (IPPC-2013) ...150806MDIA p3-14 RISK ... Climate Change (IPPC-2013) ...150806
MDIA p3-14 RISK ... Climate Change (IPPC-2013) ...150806
 
Goswami Climate Change And Indian Monsoon Cse Workshop
Goswami  Climate Change And Indian Monsoon Cse WorkshopGoswami  Climate Change And Indian Monsoon Cse Workshop
Goswami Climate Change And Indian Monsoon Cse Workshop
 
Wfhc mekong waterresourcesassessment
Wfhc mekong waterresourcesassessmentWfhc mekong waterresourcesassessment
Wfhc mekong waterresourcesassessment
 
THEME – 1 Anticipated dryland expansion in scenarios of global warming
THEME – 1 Anticipated dryland expansion in scenarios of global warmingTHEME – 1 Anticipated dryland expansion in scenarios of global warming
THEME – 1 Anticipated dryland expansion in scenarios of global warming
 
Evaluation of Monthly Maximum, Minimum and Average Temperature Changes Observ...
Evaluation of Monthly Maximum, Minimum and Average Temperature Changes Observ...Evaluation of Monthly Maximum, Minimum and Average Temperature Changes Observ...
Evaluation of Monthly Maximum, Minimum and Average Temperature Changes Observ...
 
Weather Research & Forecasting (WRF-Chem) Model
Weather Research & Forecasting (WRF-Chem) ModelWeather Research & Forecasting (WRF-Chem) Model
Weather Research & Forecasting (WRF-Chem) Model
 
global disaster trends- emerging risks of disaster- climate change
global disaster trends- emerging risks of disaster- climate changeglobal disaster trends- emerging risks of disaster- climate change
global disaster trends- emerging risks of disaster- climate change
 
climate change impact : An over view & methodology related to analysis of cli...
climate change impact : An over view & methodology related to analysis of cli...climate change impact : An over view & methodology related to analysis of cli...
climate change impact : An over view & methodology related to analysis of cli...
 
Contribution of greenhouse gas emissions: animal agriculture in perspective
Contribution of greenhouse gas emissions: animal agriculture in perspectiveContribution of greenhouse gas emissions: animal agriculture in perspective
Contribution of greenhouse gas emissions: animal agriculture in perspective
 
29 report spatial_temporal_distribution_of_temperature_crop_agriculture_full
29 report spatial_temporal_distribution_of_temperature_crop_agriculture_full29 report spatial_temporal_distribution_of_temperature_crop_agriculture_full
29 report spatial_temporal_distribution_of_temperature_crop_agriculture_full
 
The Causes of Unequal Distribution of Rainfall in the Earth and Prediction Pe...
The Causes of Unequal Distribution of Rainfall in the Earth and Prediction Pe...The Causes of Unequal Distribution of Rainfall in the Earth and Prediction Pe...
The Causes of Unequal Distribution of Rainfall in the Earth and Prediction Pe...
 

Viewers also liked

FLUID FLOW ANALYSIS IN AIR DUCT FLOW WITH AND WITHOUT INTERNAL THREADS USING ...
FLUID FLOW ANALYSIS IN AIR DUCT FLOW WITH AND WITHOUT INTERNAL THREADS USING ...FLUID FLOW ANALYSIS IN AIR DUCT FLOW WITH AND WITHOUT INTERNAL THREADS USING ...
FLUID FLOW ANALYSIS IN AIR DUCT FLOW WITH AND WITHOUT INTERNAL THREADS USING ...IAEME Publication
 
CRITICAL REVIEW ON STRUCTURAL LIGHT WEIGHT CONCRETE
CRITICAL REVIEW ON STRUCTURAL LIGHT WEIGHT CONCRETE CRITICAL REVIEW ON STRUCTURAL LIGHT WEIGHT CONCRETE
CRITICAL REVIEW ON STRUCTURAL LIGHT WEIGHT CONCRETE IAEME Publication
 
DESIGN AND ANALYSIS OF GATE VALVE BODY AND SEAT RING
  DESIGN AND ANALYSIS OF GATE VALVE BODY AND SEAT RING  DESIGN AND ANALYSIS OF GATE VALVE BODY AND SEAT RING
DESIGN AND ANALYSIS OF GATE VALVE BODY AND SEAT RINGIAEME Publication
 
STRENGTH CHARACTERIZATION OF GLASSCARON HYBRID REINFORCEMENTS - AN EXPERIMENT...
STRENGTH CHARACTERIZATION OF GLASSCARON HYBRID REINFORCEMENTS - AN EXPERIMENT...STRENGTH CHARACTERIZATION OF GLASSCARON HYBRID REINFORCEMENTS - AN EXPERIMENT...
STRENGTH CHARACTERIZATION OF GLASSCARON HYBRID REINFORCEMENTS - AN EXPERIMENT...IAEME Publication
 
EXPERIMENTAL STUDY ON FLEXURAL BEHAVIOURS OF ECC AND CONCRETE COMPOSITE REINF...
EXPERIMENTAL STUDY ON FLEXURAL BEHAVIOURS OF ECC AND CONCRETE COMPOSITE REINF...EXPERIMENTAL STUDY ON FLEXURAL BEHAVIOURS OF ECC AND CONCRETE COMPOSITE REINF...
EXPERIMENTAL STUDY ON FLEXURAL BEHAVIOURS OF ECC AND CONCRETE COMPOSITE REINF...IAEME Publication
 
STUDY OF MACRO LEVEL PROPERTIES OF SCC USING SILICA FUME AND FLY ASH BY USING...
STUDY OF MACRO LEVEL PROPERTIES OF SCC USING SILICA FUME AND FLY ASH BY USING...STUDY OF MACRO LEVEL PROPERTIES OF SCC USING SILICA FUME AND FLY ASH BY USING...
STUDY OF MACRO LEVEL PROPERTIES OF SCC USING SILICA FUME AND FLY ASH BY USING...IAEME Publication
 
SEISMIC ISOLATION OF RC FRAMED STRUCTURE WITH AND WITHOUT INFILLS
SEISMIC ISOLATION OF RC FRAMED STRUCTURE WITH AND WITHOUT INFILLSSEISMIC ISOLATION OF RC FRAMED STRUCTURE WITH AND WITHOUT INFILLS
SEISMIC ISOLATION OF RC FRAMED STRUCTURE WITH AND WITHOUT INFILLSIAEME Publication
 
RAIN WATER HARVESTING SYSTEM FOR DOMESTIC USE IN SBIT ENGINEERING COLLEGE, KH...
RAIN WATER HARVESTING SYSTEM FOR DOMESTIC USE IN SBIT ENGINEERING COLLEGE, KH...RAIN WATER HARVESTING SYSTEM FOR DOMESTIC USE IN SBIT ENGINEERING COLLEGE, KH...
RAIN WATER HARVESTING SYSTEM FOR DOMESTIC USE IN SBIT ENGINEERING COLLEGE, KH...IAEME Publication
 
MINING OPINIONS ABOUT TRAFFIC STATUS USING TWITTER MESSAGES
MINING OPINIONS ABOUT TRAFFIC STATUS USING TWITTER MESSAGESMINING OPINIONS ABOUT TRAFFIC STATUS USING TWITTER MESSAGES
MINING OPINIONS ABOUT TRAFFIC STATUS USING TWITTER MESSAGESIAEME Publication
 
COMPARISON OF LABVIEW WITH SAP2000 AND NONLIN FOR STRUCTURAL DYNAMICS PROBLEMS
COMPARISON OF LABVIEW WITH SAP2000 AND NONLIN FOR STRUCTURAL DYNAMICS PROBLEMSCOMPARISON OF LABVIEW WITH SAP2000 AND NONLIN FOR STRUCTURAL DYNAMICS PROBLEMS
COMPARISON OF LABVIEW WITH SAP2000 AND NONLIN FOR STRUCTURAL DYNAMICS PROBLEMSIAEME Publication
 
SEISMIC PROTECTION OF RC FRAMES USING FRICTION DAMPERS
SEISMIC PROTECTION OF RC FRAMES USING FRICTION DAMPERSSEISMIC PROTECTION OF RC FRAMES USING FRICTION DAMPERS
SEISMIC PROTECTION OF RC FRAMES USING FRICTION DAMPERSIAEME Publication
 
BUILDING MATERIALS ASSESSMENT FOR SUSTAINABLE CONSTRUCTION BASED ON FIGURE OF...
BUILDING MATERIALS ASSESSMENT FOR SUSTAINABLE CONSTRUCTION BASED ON FIGURE OF...BUILDING MATERIALS ASSESSMENT FOR SUSTAINABLE CONSTRUCTION BASED ON FIGURE OF...
BUILDING MATERIALS ASSESSMENT FOR SUSTAINABLE CONSTRUCTION BASED ON FIGURE OF...IAEME Publication
 
LABOUR MANAGEMENT IN CONSTRUCTION MANAGEMENT IN THE DEVELOPING COUNTRIES
LABOUR MANAGEMENT IN CONSTRUCTION MANAGEMENT IN THE DEVELOPING COUNTRIESLABOUR MANAGEMENT IN CONSTRUCTION MANAGEMENT IN THE DEVELOPING COUNTRIES
LABOUR MANAGEMENT IN CONSTRUCTION MANAGEMENT IN THE DEVELOPING COUNTRIESIAEME Publication
 
DESIGN, CONSTRUCTION AND EVALUATION OF RAIN WATER HARVESTING SYSTEM FOR SBIT ...
DESIGN, CONSTRUCTION AND EVALUATION OF RAIN WATER HARVESTING SYSTEM FOR SBIT ...DESIGN, CONSTRUCTION AND EVALUATION OF RAIN WATER HARVESTING SYSTEM FOR SBIT ...
DESIGN, CONSTRUCTION AND EVALUATION OF RAIN WATER HARVESTING SYSTEM FOR SBIT ...IAEME Publication
 
STUDY OF BEHAVIOUR OF GEO-POLYMER CONCRETE WITH RESPECT TO ITS MECHANICAL PRO...
STUDY OF BEHAVIOUR OF GEO-POLYMER CONCRETE WITH RESPECT TO ITS MECHANICAL PRO...STUDY OF BEHAVIOUR OF GEO-POLYMER CONCRETE WITH RESPECT TO ITS MECHANICAL PRO...
STUDY OF BEHAVIOUR OF GEO-POLYMER CONCRETE WITH RESPECT TO ITS MECHANICAL PRO...IAEME Publication
 
A REVIEW PAPER ON STRENGTH AND DURABILITY STUDIES ON CONCRETE FINE AGGREGATE ...
A REVIEW PAPER ON STRENGTH AND DURABILITY STUDIES ON CONCRETE FINE AGGREGATE ...A REVIEW PAPER ON STRENGTH AND DURABILITY STUDIES ON CONCRETE FINE AGGREGATE ...
A REVIEW PAPER ON STRENGTH AND DURABILITY STUDIES ON CONCRETE FINE AGGREGATE ...IAEME Publication
 
EVALUATION OFTENSILE PROPERTIESOF EPOXY RESIN BASED COMPOSITES REINFORCED WIT...
EVALUATION OFTENSILE PROPERTIESOF EPOXY RESIN BASED COMPOSITES REINFORCED WIT...EVALUATION OFTENSILE PROPERTIESOF EPOXY RESIN BASED COMPOSITES REINFORCED WIT...
EVALUATION OFTENSILE PROPERTIESOF EPOXY RESIN BASED COMPOSITES REINFORCED WIT...IAEME Publication
 
COMPARATIVE LIFE CYCLE ASSESSMENT OF DIFFERENT MUNICIPAL SOLID WASTE MANAGEME...
COMPARATIVE LIFE CYCLE ASSESSMENT OF DIFFERENT MUNICIPAL SOLID WASTE MANAGEME...COMPARATIVE LIFE CYCLE ASSESSMENT OF DIFFERENT MUNICIPAL SOLID WASTE MANAGEME...
COMPARATIVE LIFE CYCLE ASSESSMENT OF DIFFERENT MUNICIPAL SOLID WASTE MANAGEME...IAEME Publication
 
POTENTIAL HEALTH RISK ASSESSMENT FOR SOIL AND AIR HEAVY METAL CONTAMINATION I...
POTENTIAL HEALTH RISK ASSESSMENT FOR SOIL AND AIR HEAVY METAL CONTAMINATION I...POTENTIAL HEALTH RISK ASSESSMENT FOR SOIL AND AIR HEAVY METAL CONTAMINATION I...
POTENTIAL HEALTH RISK ASSESSMENT FOR SOIL AND AIR HEAVY METAL CONTAMINATION I...IAEME Publication
 
AN EXPERIMENTAL INVESTIGATION ON THE PERFORMANCE OF HIGH VOLUME GROUND GRANUL...
AN EXPERIMENTAL INVESTIGATION ON THE PERFORMANCE OF HIGH VOLUME GROUND GRANUL...AN EXPERIMENTAL INVESTIGATION ON THE PERFORMANCE OF HIGH VOLUME GROUND GRANUL...
AN EXPERIMENTAL INVESTIGATION ON THE PERFORMANCE OF HIGH VOLUME GROUND GRANUL...IAEME Publication
 

Viewers also liked (20)

FLUID FLOW ANALYSIS IN AIR DUCT FLOW WITH AND WITHOUT INTERNAL THREADS USING ...
FLUID FLOW ANALYSIS IN AIR DUCT FLOW WITH AND WITHOUT INTERNAL THREADS USING ...FLUID FLOW ANALYSIS IN AIR DUCT FLOW WITH AND WITHOUT INTERNAL THREADS USING ...
FLUID FLOW ANALYSIS IN AIR DUCT FLOW WITH AND WITHOUT INTERNAL THREADS USING ...
 
CRITICAL REVIEW ON STRUCTURAL LIGHT WEIGHT CONCRETE
CRITICAL REVIEW ON STRUCTURAL LIGHT WEIGHT CONCRETE CRITICAL REVIEW ON STRUCTURAL LIGHT WEIGHT CONCRETE
CRITICAL REVIEW ON STRUCTURAL LIGHT WEIGHT CONCRETE
 
DESIGN AND ANALYSIS OF GATE VALVE BODY AND SEAT RING
  DESIGN AND ANALYSIS OF GATE VALVE BODY AND SEAT RING  DESIGN AND ANALYSIS OF GATE VALVE BODY AND SEAT RING
DESIGN AND ANALYSIS OF GATE VALVE BODY AND SEAT RING
 
STRENGTH CHARACTERIZATION OF GLASSCARON HYBRID REINFORCEMENTS - AN EXPERIMENT...
STRENGTH CHARACTERIZATION OF GLASSCARON HYBRID REINFORCEMENTS - AN EXPERIMENT...STRENGTH CHARACTERIZATION OF GLASSCARON HYBRID REINFORCEMENTS - AN EXPERIMENT...
STRENGTH CHARACTERIZATION OF GLASSCARON HYBRID REINFORCEMENTS - AN EXPERIMENT...
 
EXPERIMENTAL STUDY ON FLEXURAL BEHAVIOURS OF ECC AND CONCRETE COMPOSITE REINF...
EXPERIMENTAL STUDY ON FLEXURAL BEHAVIOURS OF ECC AND CONCRETE COMPOSITE REINF...EXPERIMENTAL STUDY ON FLEXURAL BEHAVIOURS OF ECC AND CONCRETE COMPOSITE REINF...
EXPERIMENTAL STUDY ON FLEXURAL BEHAVIOURS OF ECC AND CONCRETE COMPOSITE REINF...
 
STUDY OF MACRO LEVEL PROPERTIES OF SCC USING SILICA FUME AND FLY ASH BY USING...
STUDY OF MACRO LEVEL PROPERTIES OF SCC USING SILICA FUME AND FLY ASH BY USING...STUDY OF MACRO LEVEL PROPERTIES OF SCC USING SILICA FUME AND FLY ASH BY USING...
STUDY OF MACRO LEVEL PROPERTIES OF SCC USING SILICA FUME AND FLY ASH BY USING...
 
SEISMIC ISOLATION OF RC FRAMED STRUCTURE WITH AND WITHOUT INFILLS
SEISMIC ISOLATION OF RC FRAMED STRUCTURE WITH AND WITHOUT INFILLSSEISMIC ISOLATION OF RC FRAMED STRUCTURE WITH AND WITHOUT INFILLS
SEISMIC ISOLATION OF RC FRAMED STRUCTURE WITH AND WITHOUT INFILLS
 
RAIN WATER HARVESTING SYSTEM FOR DOMESTIC USE IN SBIT ENGINEERING COLLEGE, KH...
RAIN WATER HARVESTING SYSTEM FOR DOMESTIC USE IN SBIT ENGINEERING COLLEGE, KH...RAIN WATER HARVESTING SYSTEM FOR DOMESTIC USE IN SBIT ENGINEERING COLLEGE, KH...
RAIN WATER HARVESTING SYSTEM FOR DOMESTIC USE IN SBIT ENGINEERING COLLEGE, KH...
 
MINING OPINIONS ABOUT TRAFFIC STATUS USING TWITTER MESSAGES
MINING OPINIONS ABOUT TRAFFIC STATUS USING TWITTER MESSAGESMINING OPINIONS ABOUT TRAFFIC STATUS USING TWITTER MESSAGES
MINING OPINIONS ABOUT TRAFFIC STATUS USING TWITTER MESSAGES
 
COMPARISON OF LABVIEW WITH SAP2000 AND NONLIN FOR STRUCTURAL DYNAMICS PROBLEMS
COMPARISON OF LABVIEW WITH SAP2000 AND NONLIN FOR STRUCTURAL DYNAMICS PROBLEMSCOMPARISON OF LABVIEW WITH SAP2000 AND NONLIN FOR STRUCTURAL DYNAMICS PROBLEMS
COMPARISON OF LABVIEW WITH SAP2000 AND NONLIN FOR STRUCTURAL DYNAMICS PROBLEMS
 
SEISMIC PROTECTION OF RC FRAMES USING FRICTION DAMPERS
SEISMIC PROTECTION OF RC FRAMES USING FRICTION DAMPERSSEISMIC PROTECTION OF RC FRAMES USING FRICTION DAMPERS
SEISMIC PROTECTION OF RC FRAMES USING FRICTION DAMPERS
 
BUILDING MATERIALS ASSESSMENT FOR SUSTAINABLE CONSTRUCTION BASED ON FIGURE OF...
BUILDING MATERIALS ASSESSMENT FOR SUSTAINABLE CONSTRUCTION BASED ON FIGURE OF...BUILDING MATERIALS ASSESSMENT FOR SUSTAINABLE CONSTRUCTION BASED ON FIGURE OF...
BUILDING MATERIALS ASSESSMENT FOR SUSTAINABLE CONSTRUCTION BASED ON FIGURE OF...
 
LABOUR MANAGEMENT IN CONSTRUCTION MANAGEMENT IN THE DEVELOPING COUNTRIES
LABOUR MANAGEMENT IN CONSTRUCTION MANAGEMENT IN THE DEVELOPING COUNTRIESLABOUR MANAGEMENT IN CONSTRUCTION MANAGEMENT IN THE DEVELOPING COUNTRIES
LABOUR MANAGEMENT IN CONSTRUCTION MANAGEMENT IN THE DEVELOPING COUNTRIES
 
DESIGN, CONSTRUCTION AND EVALUATION OF RAIN WATER HARVESTING SYSTEM FOR SBIT ...
DESIGN, CONSTRUCTION AND EVALUATION OF RAIN WATER HARVESTING SYSTEM FOR SBIT ...DESIGN, CONSTRUCTION AND EVALUATION OF RAIN WATER HARVESTING SYSTEM FOR SBIT ...
DESIGN, CONSTRUCTION AND EVALUATION OF RAIN WATER HARVESTING SYSTEM FOR SBIT ...
 
STUDY OF BEHAVIOUR OF GEO-POLYMER CONCRETE WITH RESPECT TO ITS MECHANICAL PRO...
STUDY OF BEHAVIOUR OF GEO-POLYMER CONCRETE WITH RESPECT TO ITS MECHANICAL PRO...STUDY OF BEHAVIOUR OF GEO-POLYMER CONCRETE WITH RESPECT TO ITS MECHANICAL PRO...
STUDY OF BEHAVIOUR OF GEO-POLYMER CONCRETE WITH RESPECT TO ITS MECHANICAL PRO...
 
A REVIEW PAPER ON STRENGTH AND DURABILITY STUDIES ON CONCRETE FINE AGGREGATE ...
A REVIEW PAPER ON STRENGTH AND DURABILITY STUDIES ON CONCRETE FINE AGGREGATE ...A REVIEW PAPER ON STRENGTH AND DURABILITY STUDIES ON CONCRETE FINE AGGREGATE ...
A REVIEW PAPER ON STRENGTH AND DURABILITY STUDIES ON CONCRETE FINE AGGREGATE ...
 
EVALUATION OFTENSILE PROPERTIESOF EPOXY RESIN BASED COMPOSITES REINFORCED WIT...
EVALUATION OFTENSILE PROPERTIESOF EPOXY RESIN BASED COMPOSITES REINFORCED WIT...EVALUATION OFTENSILE PROPERTIESOF EPOXY RESIN BASED COMPOSITES REINFORCED WIT...
EVALUATION OFTENSILE PROPERTIESOF EPOXY RESIN BASED COMPOSITES REINFORCED WIT...
 
COMPARATIVE LIFE CYCLE ASSESSMENT OF DIFFERENT MUNICIPAL SOLID WASTE MANAGEME...
COMPARATIVE LIFE CYCLE ASSESSMENT OF DIFFERENT MUNICIPAL SOLID WASTE MANAGEME...COMPARATIVE LIFE CYCLE ASSESSMENT OF DIFFERENT MUNICIPAL SOLID WASTE MANAGEME...
COMPARATIVE LIFE CYCLE ASSESSMENT OF DIFFERENT MUNICIPAL SOLID WASTE MANAGEME...
 
POTENTIAL HEALTH RISK ASSESSMENT FOR SOIL AND AIR HEAVY METAL CONTAMINATION I...
POTENTIAL HEALTH RISK ASSESSMENT FOR SOIL AND AIR HEAVY METAL CONTAMINATION I...POTENTIAL HEALTH RISK ASSESSMENT FOR SOIL AND AIR HEAVY METAL CONTAMINATION I...
POTENTIAL HEALTH RISK ASSESSMENT FOR SOIL AND AIR HEAVY METAL CONTAMINATION I...
 
AN EXPERIMENTAL INVESTIGATION ON THE PERFORMANCE OF HIGH VOLUME GROUND GRANUL...
AN EXPERIMENTAL INVESTIGATION ON THE PERFORMANCE OF HIGH VOLUME GROUND GRANUL...AN EXPERIMENTAL INVESTIGATION ON THE PERFORMANCE OF HIGH VOLUME GROUND GRANUL...
AN EXPERIMENTAL INVESTIGATION ON THE PERFORMANCE OF HIGH VOLUME GROUND GRANUL...
 

Similar to ANALYSIS OF RAINFALL PATTERN AND TEMPERATURE VARIATIONS IN THREE REGIONS OF SULTANATE OF OMAN

ANALYSIS ON INTERDEPENDENCE OF WEATHER PARAMETERS USING SPSS SOFTWARE
ANALYSIS ON INTERDEPENDENCE OF WEATHER PARAMETERS USING SPSS SOFTWAREANALYSIS ON INTERDEPENDENCE OF WEATHER PARAMETERS USING SPSS SOFTWARE
ANALYSIS ON INTERDEPENDENCE OF WEATHER PARAMETERS USING SPSS SOFTWAREIRJET Journal
 
Climate change in Sudan and related tasks for the science, Extreme events and...
Climate change in Sudan and related tasks for the science, Extreme events and...Climate change in Sudan and related tasks for the science, Extreme events and...
Climate change in Sudan and related tasks for the science, Extreme events and...ipcc-media
 
Impact of Climate Change on Agriculture in Semi-Arid Region of Algeria
Impact of Climate Change on Agriculture in Semi-Arid Region of AlgeriaImpact of Climate Change on Agriculture in Semi-Arid Region of Algeria
Impact of Climate Change on Agriculture in Semi-Arid Region of AlgeriaConferenceproceedings
 
Impact of Future Climate Change on water availability in Kupang City
Impact of Future Climate Change on water availability in Kupang CityImpact of Future Climate Change on water availability in Kupang City
Impact of Future Climate Change on water availability in Kupang CityWillem Sidharno
 
wb_gfdrr_climate_change_country_profile_for_MOZ
wb_gfdrr_climate_change_country_profile_for_MOZwb_gfdrr_climate_change_country_profile_for_MOZ
wb_gfdrr_climate_change_country_profile_for_MOZAnupam Anand
 
PROJECT OF THE TITLE PROPOSAL FINL FOR COFFE
PROJECT OF THE TITLE PROPOSAL FINL FOR COFFEPROJECT OF THE TITLE PROPOSAL FINL FOR COFFE
PROJECT OF THE TITLE PROPOSAL FINL FOR COFFEterefa1234
 
Trend analysis of seasonal rainfall and temperature pattern in Kalahandi, Bol...
Trend analysis of seasonal rainfall and temperature pattern in Kalahandi, Bol...Trend analysis of seasonal rainfall and temperature pattern in Kalahandi, Bol...
Trend analysis of seasonal rainfall and temperature pattern in Kalahandi, Bol...DEGU ZEWDU
 
Spatial and seasonal variations in rainfall and temperature across Nigeria | ...
Spatial and seasonal variations in rainfall and temperature across Nigeria | ...Spatial and seasonal variations in rainfall and temperature across Nigeria | ...
Spatial and seasonal variations in rainfall and temperature across Nigeria | ...Innspub Net
 
A synoptic/statistical analysis of dense fog event near the Caspian Sea
A synoptic/statistical analysis of dense fog event near the Caspian SeaA synoptic/statistical analysis of dense fog event near the Caspian Sea
A synoptic/statistical analysis of dense fog event near the Caspian SeaPremier Publishers
 
Assessment of climate change impact on water availability of bilate watershed...
Assessment of climate change impact on water availability of bilate watershed...Assessment of climate change impact on water availability of bilate watershed...
Assessment of climate change impact on water availability of bilate watershed...Alexander Decker
 
PM10 CONCENTRATION CHANGES AS A RESULT OF WIDESPRING PRECIPITATION IN AGRA
PM10 CONCENTRATION CHANGES AS A RESULT OF WIDESPRING PRECIPITATION IN AGRAPM10 CONCENTRATION CHANGES AS A RESULT OF WIDESPRING PRECIPITATION IN AGRA
PM10 CONCENTRATION CHANGES AS A RESULT OF WIDESPRING PRECIPITATION IN AGRAIRJET Journal
 
Effects of Climate Change on Agriculture Particularly in Semi 2008
Effects of Climate Change on Agriculture Particularly in Semi 2008Effects of Climate Change on Agriculture Particularly in Semi 2008
Effects of Climate Change on Agriculture Particularly in Semi 2008Almaz Demessie
 
Quantifying trends of rainfall and temperature extremes over Central Tanzania...
Quantifying trends of rainfall and temperature extremes over Central Tanzania...Quantifying trends of rainfall and temperature extremes over Central Tanzania...
Quantifying trends of rainfall and temperature extremes over Central Tanzania...africa-rising
 
Effect of Rainfall Trend on Yam Yield in Mokwa Local Government Area of Niger...
Effect of Rainfall Trend on Yam Yield in Mokwa Local Government Area of Niger...Effect of Rainfall Trend on Yam Yield in Mokwa Local Government Area of Niger...
Effect of Rainfall Trend on Yam Yield in Mokwa Local Government Area of Niger...CrimsonpublishersEAES
 

Similar to ANALYSIS OF RAINFALL PATTERN AND TEMPERATURE VARIATIONS IN THREE REGIONS OF SULTANATE OF OMAN (20)

ANALYSIS ON INTERDEPENDENCE OF WEATHER PARAMETERS USING SPSS SOFTWARE
ANALYSIS ON INTERDEPENDENCE OF WEATHER PARAMETERS USING SPSS SOFTWAREANALYSIS ON INTERDEPENDENCE OF WEATHER PARAMETERS USING SPSS SOFTWARE
ANALYSIS ON INTERDEPENDENCE OF WEATHER PARAMETERS USING SPSS SOFTWARE
 
B1303010612
B1303010612B1303010612
B1303010612
 
Climate change in Sudan and related tasks for the science, Extreme events and...
Climate change in Sudan and related tasks for the science, Extreme events and...Climate change in Sudan and related tasks for the science, Extreme events and...
Climate change in Sudan and related tasks for the science, Extreme events and...
 
Impact of Climate Change on Agriculture in Semi-Arid Region of Algeria
Impact of Climate Change on Agriculture in Semi-Arid Region of AlgeriaImpact of Climate Change on Agriculture in Semi-Arid Region of Algeria
Impact of Climate Change on Agriculture in Semi-Arid Region of Algeria
 
Overview of climate variability and climate change in GMS
Overview of climate variability and climate change in GMSOverview of climate variability and climate change in GMS
Overview of climate variability and climate change in GMS
 
Meteorology assignment
Meteorology assignmentMeteorology assignment
Meteorology assignment
 
Impact of Future Climate Change on water availability in Kupang City
Impact of Future Climate Change on water availability in Kupang CityImpact of Future Climate Change on water availability in Kupang City
Impact of Future Climate Change on water availability in Kupang City
 
wb_gfdrr_climate_change_country_profile_for_MOZ
wb_gfdrr_climate_change_country_profile_for_MOZwb_gfdrr_climate_change_country_profile_for_MOZ
wb_gfdrr_climate_change_country_profile_for_MOZ
 
Nwp final paper
Nwp final paperNwp final paper
Nwp final paper
 
Modeling the water food-energy nexus in the arab world
Modeling the water food-energy nexus in the arab worldModeling the water food-energy nexus in the arab world
Modeling the water food-energy nexus in the arab world
 
PROJECT OF THE TITLE PROPOSAL FINL FOR COFFE
PROJECT OF THE TITLE PROPOSAL FINL FOR COFFEPROJECT OF THE TITLE PROPOSAL FINL FOR COFFE
PROJECT OF THE TITLE PROPOSAL FINL FOR COFFE
 
Ganji-ID-5305
Ganji-ID-5305Ganji-ID-5305
Ganji-ID-5305
 
Trend analysis of seasonal rainfall and temperature pattern in Kalahandi, Bol...
Trend analysis of seasonal rainfall and temperature pattern in Kalahandi, Bol...Trend analysis of seasonal rainfall and temperature pattern in Kalahandi, Bol...
Trend analysis of seasonal rainfall and temperature pattern in Kalahandi, Bol...
 
Spatial and seasonal variations in rainfall and temperature across Nigeria | ...
Spatial and seasonal variations in rainfall and temperature across Nigeria | ...Spatial and seasonal variations in rainfall and temperature across Nigeria | ...
Spatial and seasonal variations in rainfall and temperature across Nigeria | ...
 
A synoptic/statistical analysis of dense fog event near the Caspian Sea
A synoptic/statistical analysis of dense fog event near the Caspian SeaA synoptic/statistical analysis of dense fog event near the Caspian Sea
A synoptic/statistical analysis of dense fog event near the Caspian Sea
 
Assessment of climate change impact on water availability of bilate watershed...
Assessment of climate change impact on water availability of bilate watershed...Assessment of climate change impact on water availability of bilate watershed...
Assessment of climate change impact on water availability of bilate watershed...
 
PM10 CONCENTRATION CHANGES AS A RESULT OF WIDESPRING PRECIPITATION IN AGRA
PM10 CONCENTRATION CHANGES AS A RESULT OF WIDESPRING PRECIPITATION IN AGRAPM10 CONCENTRATION CHANGES AS A RESULT OF WIDESPRING PRECIPITATION IN AGRA
PM10 CONCENTRATION CHANGES AS A RESULT OF WIDESPRING PRECIPITATION IN AGRA
 
Effects of Climate Change on Agriculture Particularly in Semi 2008
Effects of Climate Change on Agriculture Particularly in Semi 2008Effects of Climate Change on Agriculture Particularly in Semi 2008
Effects of Climate Change on Agriculture Particularly in Semi 2008
 
Quantifying trends of rainfall and temperature extremes over Central Tanzania...
Quantifying trends of rainfall and temperature extremes over Central Tanzania...Quantifying trends of rainfall and temperature extremes over Central Tanzania...
Quantifying trends of rainfall and temperature extremes over Central Tanzania...
 
Effect of Rainfall Trend on Yam Yield in Mokwa Local Government Area of Niger...
Effect of Rainfall Trend on Yam Yield in Mokwa Local Government Area of Niger...Effect of Rainfall Trend on Yam Yield in Mokwa Local Government Area of Niger...
Effect of Rainfall Trend on Yam Yield in Mokwa Local Government Area of Niger...
 

More from IAEME Publication

IAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdfIAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdfIAEME Publication
 
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...IAEME Publication
 
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURSA STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURSIAEME Publication
 
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURSBROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURSIAEME Publication
 
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONSDETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONSIAEME Publication
 
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONSANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONSIAEME Publication
 
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINOVOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINOIAEME Publication
 
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...IAEME Publication
 
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMYVISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMYIAEME Publication
 
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...IAEME Publication
 
GANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICEGANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICEIAEME Publication
 
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...IAEME Publication
 
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...IAEME Publication
 
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...IAEME Publication
 
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...IAEME Publication
 
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...IAEME Publication
 
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...IAEME Publication
 
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...IAEME Publication
 
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...IAEME Publication
 
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENTA MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENTIAEME Publication
 

More from IAEME Publication (20)

IAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdfIAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdf
 
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
 
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURSA STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
 
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURSBROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
 
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONSDETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
 
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONSANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
 
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINOVOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
 
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
 
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMYVISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
 
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
 
GANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICEGANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICE
 
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
 
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
 
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
 
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
 
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
 
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
 
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
 
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
 
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENTA MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
 

Recently uploaded

Call Girls Delhi {Jodhpur} 9711199012 high profile service
Call Girls Delhi {Jodhpur} 9711199012 high profile serviceCall Girls Delhi {Jodhpur} 9711199012 high profile service
Call Girls Delhi {Jodhpur} 9711199012 high profile servicerehmti665
 
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidmain PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidNikhilNagaraju
 
Correctly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleCorrectly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleAlluxio, Inc.
 
Biology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxBiology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxDeepakSakkari2
 
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)dollysharma2066
 
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.eptoze12
 
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsyncWhy does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsyncssuser2ae721
 
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdfCCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdfAsst.prof M.Gokilavani
 
8251 universal synchronous asynchronous receiver transmitter
8251 universal synchronous asynchronous receiver transmitter8251 universal synchronous asynchronous receiver transmitter
8251 universal synchronous asynchronous receiver transmitterShivangiSharma879191
 
Electronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdfElectronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdfme23b1001
 
What are the advantages and disadvantages of membrane structures.pptx
What are the advantages and disadvantages of membrane structures.pptxWhat are the advantages and disadvantages of membrane structures.pptx
What are the advantages and disadvantages of membrane structures.pptxwendy cai
 
Past, Present and Future of Generative AI
Past, Present and Future of Generative AIPast, Present and Future of Generative AI
Past, Present and Future of Generative AIabhishek36461
 
Risk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfRisk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfROCENODodongVILLACER
 
computer application and construction management
computer application and construction managementcomputer application and construction management
computer application and construction managementMariconPadriquez1
 
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...srsj9000
 
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionSachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionDr.Costas Sachpazis
 
Heart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxHeart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxPoojaBan
 
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerStudy on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerAnamika Sarkar
 
Arduino_CSE ece ppt for working and principal of arduino.ppt
Arduino_CSE ece ppt for working and principal of arduino.pptArduino_CSE ece ppt for working and principal of arduino.ppt
Arduino_CSE ece ppt for working and principal of arduino.pptSAURABHKUMAR892774
 

Recently uploaded (20)

Call Girls Delhi {Jodhpur} 9711199012 high profile service
Call Girls Delhi {Jodhpur} 9711199012 high profile serviceCall Girls Delhi {Jodhpur} 9711199012 high profile service
Call Girls Delhi {Jodhpur} 9711199012 high profile service
 
young call girls in Green Park🔝 9953056974 🔝 escort Service
young call girls in Green Park🔝 9953056974 🔝 escort Serviceyoung call girls in Green Park🔝 9953056974 🔝 escort Service
young call girls in Green Park🔝 9953056974 🔝 escort Service
 
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidmain PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfid
 
Correctly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleCorrectly Loading Incremental Data at Scale
Correctly Loading Incremental Data at Scale
 
Biology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxBiology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptx
 
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
 
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.
 
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsyncWhy does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
 
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdfCCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
 
8251 universal synchronous asynchronous receiver transmitter
8251 universal synchronous asynchronous receiver transmitter8251 universal synchronous asynchronous receiver transmitter
8251 universal synchronous asynchronous receiver transmitter
 
Electronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdfElectronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdf
 
What are the advantages and disadvantages of membrane structures.pptx
What are the advantages and disadvantages of membrane structures.pptxWhat are the advantages and disadvantages of membrane structures.pptx
What are the advantages and disadvantages of membrane structures.pptx
 
Past, Present and Future of Generative AI
Past, Present and Future of Generative AIPast, Present and Future of Generative AI
Past, Present and Future of Generative AI
 
Risk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfRisk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdf
 
computer application and construction management
computer application and construction managementcomputer application and construction management
computer application and construction management
 
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
 
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionSachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
 
Heart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxHeart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptx
 
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerStudy on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
 
Arduino_CSE ece ppt for working and principal of arduino.ppt
Arduino_CSE ece ppt for working and principal of arduino.pptArduino_CSE ece ppt for working and principal of arduino.ppt
Arduino_CSE ece ppt for working and principal of arduino.ppt
 

ANALYSIS OF RAINFALL PATTERN AND TEMPERATURE VARIATIONS IN THREE REGIONS OF SULTANATE OF OMAN

  • 1. http://www.iaeme.com/IJCIET/index.asp 173 editor@iaeme.com International Journal of Civil Engineering and Technology (IJCIET) Volume 8, Issue 2, February 2017, pp. 173–181 Article ID: IJCIET_08_02_019 Available online at http://www.iaeme.com/IJCIET/issues.asp?JType=IJCIET&VType=8&IType=2 ISSN Print: 0976-6308 and ISSN Online: 0976-6316 © IAEME Publication Scopus Indexed ANALYSIS OF RAINFALL PATTERN AND TEMPERATURE VARIATIONS IN THREE REGIONS OF SULTANATE OF OMAN Dr. K. H. Jonathan and Dr. P. Suvarna Raju Department of Health, Safety and Environmental Management, International College of Engineering and Management, Seeb, Muscat, Sultanate of Oman ABSTRACT Rainfall and temperature are important parameters that determine the climatic condition of a region andis a growing concern in the current situation. Growing industrialization and increasing use of fossil fuels are putting pressure and effecting the regional and global temperatures that are subsequently influencing the overall precipitation levels. GCC and Arab countries are mostly dominated by dry climate and hot winds for most part of the year with little or no rainfall in most regions. In Middle east, specifically GCC countries economy depends on oil and gas production, processing, and exports, and these resources are used for electricity generation across all the six countries. This practice invariably is releasing more of greenhouse gases coupled with industrial emissions annually from industrialized zones. Among the six GCC nations, Oman has the second largest land area next to Saudi Arabia and has significant quantities of oil and gas resources and limited ground water resources. Scarcity of ground water poses serious problems for farming and potable water that cannot be supported by scanty or less rainfall annually. In absence of considerable data on rainfall pattern and temperature deviations, this paper is focused to highlight the rainfall scenario over temperature changes by studying the rainfall patterns over three designated regions for a certain duration. In Oman rainfall patterns and temperatures are stimulated by the weather changes and mostly by heavy industrialization in the recent past. Precipitation data and temperature profiles are two dependent parameters that are analyzed to achieve the objectives of the study. Regression analysis is performed to understand the trend in the rainfall pattern with changes in temperature in the three designated regions of Oman using the data of 14 years. The study revealed significant outcomes indicating distinct relationship between rainfall and temperature. Changing ambient temperatures in each region has shown to influence the rainfall pattern differently in Muscat region contrasting the Maseira and Sur region of the study area. The trend in rainfall pattern with one unit temperature variations are not uniform across all the three study regions that show apparent variations due the differently contributing factors such as topography, wind speed, direction, mountain ranges, relative humidity, and proximity to sea etc. that would govern the precipitation rates. Key words: Climate change, GCC, precipitation, regression, rainfall, temperature.
  • 2. Analysis of Rainfall Pattern and Temperature Variations in Three Regions of Sultanate of Oman http://www.iaeme.com/IJCIET/index.asp 174 editor@iaeme.com Cite this Article: Dr. K. H. Jonathan, Dr. P. Suvarna Raju, Analysis of Rainfall Pattern and Temperature Variations in Three Regions of Sultanate of Oman. International Journal of Civil Engineering and Technology, 8(2), 2017, pp. 173–181. http://www.iaeme.com/IJCIET/issues.asp?JType=IJCIET&VType=8&IType=2 1. INTRODUCTION Global rainfall patterns associated with changing temperatures globally are growing cause of concern that are becoming vital indicators for climate change currently [1]. Climatic factors predominantly precipitation rate facilitate the growth and development of civilizations and leads to habitat development. Rainfall patterns and rate over a region are reliant on the ambient and global water evaporation and to significant extent on altitude, latitude, and level of humidity [2]. Earth’s mixture of contributing gases aid in facilitating the overall phenomena of precipitation and the variation in the gaseous composition leads to disruption in the atmospheric events and weather phenomena [3]. Warmer conditions apparently brought out from increased emissions of greenhouse gases though industrialization causes evaporation and precipitation with varying degree of intensity on individual regions [4]. In this paper, the rainfall rate and patterns of three prominent regions in the sultanate of Oman is studied with relation to temperature and to estimate the rainfall decline rates from periodical temperature surges. Three principal locations viz, Maseira (island), Sur (Ash Sharqiyah region) and Muscat in (Muscat governate) Sultanate of Oman are chosen for the study [13]. 1.1. Study Area Sultanate of Oman is located in the south eastern corner of Arabian peninsula in south west Asia covering an area of 309,500 km2 , lies between latitudes 16° and 28° N, and longitudes 52° and 60° E [5]. The country borders United Arab Emirates in the north west, Saudi Arabia in the west and Yemen in the south west [1]displayed in Fig. 1. The climate is arid to semi-arid with very little annual rainfall of <100 mm compared to the global average of 1123 mm [6]. Oman has coastline of 1700 km from the north to south and some parts of the coast, particularly near the island of Masirah, sometimes receive zero rainfall within the course of a year [7]. The climate in general is hot with temperatures reaching around 50 °C (122.0 °F) peak in the hot season, from May to September and winter temperatures 15 ºC to 23 ºC from October to February [1]. 1.2. Climate Dynamics Climate change globally is an extensive effect of anthropogenic pollutants released from various human activities and natural causes to a lesser extent. The Earth's climate has changed many times in response to natural causes, however, evidences elsewhere indicate that climate change has commenced primarily by natural causes over human activities [8]. However, [9], [10] commends that human activities are principal factors contributing to global climate change that have eventually led to environmental pollution and increasing ambient temperatures. Increased use and combustion of fossil fuels through automobiles and industries are resulting in prevailing heat waves and inconsistent evaporation from aquatic ecosystems. Aerosols and particulate pollutants from fossil fuel combustion traps heat from the incoming solar radiation and influences the temperature of a region causing higher level of weather variability, frequent occurrences of extreme weather events, shorter winters, and drier and hotter summers [11], [12]. Studies in middle east show that winter period (cold days) have reduced from 1970’s with corresponding increase in warmer days from 1990’s, though in Arab countries the ambient temperatures have increased from 2º C to 5.5º C and precipitation rate declined by 0-20%.
  • 3. Dr. K. H. Jonathan, Dr. P. Suvarna Raju http://www.iaeme.com/IJCIET/index.asp 175 editor@iaeme.com 2. METHODOLOGY The relationship between temperature and precipitation are examined based on the data fromMinistry of National Economy [MoNE] and Ministry of Environment and Climate Affairs (MECA). Information from local people in the three regions; Fig 1. Masirah, Sur and Muscat is also gathered to assess the temperature and precipitation phenomena during the study period (1996-2009). A rainfall and temperature detail for the study is collected from multiple sources such as national centre for statistics and information (NCSI), statistical year book 2010. Figure 1 Regions of study [13]. Line histogram chart displays the rainfall and temperature relationship data to indicate trend over time. Minitab 14 version program software is performed to analyze the relationship between the two variables; rainfall and temperature. The magnitude of trend in a time series is determined either using regression analysis [parametric test] or using Sen’s estimator method (non-parametric method). Though these methods assume a linear trend in the time series [14], in this study simple regression model is used to evaluate the rainfall/temperature indicators of the three designated regions. Simple linear regression formula for evaluating the relationship between the two variables is used for all the three designated regions. The main emphasis of regression analysis is done to ascertain the causal effect of one variable upon another. Temperature [T] as independent variable and rainfall rate [R] as dependent variables are used for the selected three regions; Masirah, Sur, and Muscat to relate abnormal temperature influence on precipitation proportion. 3. RESULTS AND DISCUSSIONS Analysis of the rainfall data in the designated regions of Oman [1996-2009], reveals that the precipitation is decreasing inconsistently with insignificant pattern, like the observations confirmed during the study period 1977-2003 [7]. The annual average rainfall during the latter period was 117.0 mm recorded for 31 stations in Oman, with varying levels of precipitation amongst recorded stations. Reduced condensation and cloud formation influences such fluctuations and low precipitation rate locally due to the prevailing heat wave conditions during most of the year in Oman.
  • 4. Analysis of Rainfall Pattern and Temperature Variations in Three Regions of Sultanate of Oman http://www.iaeme.com/IJCIET/index.asp 176 editor@iaeme.com This probably remains as the main factor for declining rainfall rate in Oman. Accordingly, increasing accumulation of greenhouse gases eventually builds more surface heat that would bring major shifts in precipitation rates most likely from slight alterations in temperature. Arab countries in the Middle East region would experience an increase in temperature of 2ºC to 5.5ºC with project decrease of 0-20% precipitation by the end of 21st century [15]. Fig.2 shows the gradual decrease of rainfall rate in Oman from 1996-2003 that forecasts a significant relationship between temperature and precipitation of each region. 3.1. Simple Regression Model The association between temperature and precipitation in the three designated regions are identified by using simple linear regression model as this is an effective statistical tool for studying the relationship between variables. The below formula is used to examine the relationship between temperature and precipitation. Simple regression formula for analysis of temperature and rainfall R = β + β T Where, R= Rainfall = Dependent value and; T= Temperature = Independent value From the above equation, the anonymous of β and β need to be determined for calculation by using the steps; β = Σ [(Ti- T) (Ri - R)] / Σ [ (Ti - T)2 ] β = -605.6/19 = -31.9 Ti = Mean value of temperature Ri= Mean value of rainfall Later, ‘β = Ri - β * Ti’ formula will be used to calculate β anonymous as below equation The calculation shows below: β = Ri - β * Ti β = 36.9 - (-31.9) (41.7) = 1367.13 As the anonymous β and β are now identified, the values will be directly substituted to the simple linear regression formula to find the values. R = β + β T R= 1367.1 + -31.9T The results of the regression analysis for the three designated regions are shown in Table1. The table 2. below shows the temperature and rainfall values of the first region [Masirah] in a period of 14 years. Table 1 Regression analysis of temperature variable at levels (Dependent Variable: Rainfall) [1] R-Sq value calculated using ‘MINITAB 14’ program (approximate values) [2] S value calculated using ‘MINITAB 14’ program (approximate values) Region Equation Constant (b0) value [1] R-Sq (The square of the correlation) [2] Standard Deviation (S) Maseira R= 1367.1 - 31.9 T 1367.13 -31.9 64.7 % 27.2721 Sur R= 365.6 -6.3 T 365.6 -6.3 1.5 % 85.1152 Muscat R= 156.5 - 1.38 T 156.5 -1.38 0.1 % 88.3327
  • 5. Dr. K. H. Jonathan, Dr. P. Suvarna Raju http://www.iaeme.com/IJCIET/index.asp 177 editor@iaeme.com 95 117 13 12 6 1 6 127 10 24 55 35 6 8 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 0 20 40 60 80 100 120 140 Years Rainfall(mm) Table 2 Rainfall and temperature indicators of Maseira region in a period of 14 years 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 Top of Form Temperature (T) ºC 41 39 43 42 43 42 43 40 41 41 42 42 43 42 Top of Form Rainfall (R) mm 95 117 13 12 6 1 6 127 10 24 55 35 6 8 3.2. Regression Analysis of Maseira and the Rest Two Regions Regression analysis of temperature and rainfall variables in Maseira region implies that, rise of 1ºC in temperature resulted in 31.9mm decrease in rainfall amount in specific period of study. Since β = 1367.13 has positive value, the mean of rainfall to be 1367.13mm when temperature equals 0. In this case, since ‘0’ is not within the range, the β is insignificant. While β is-31.9 has negative value, thus the mean rainfall amount decrease would be 31.9mm for every 1ºCincrease in temperature. By using the same methods of evaluation, the results of Sur and Muscat regions are calculated and described in the following sections table. Results in Tables 3-5 confirms the amount of rainfall change due to increase or decrease of temperature in the three regions of the study. The highest degree of temperature is assumed as reference value to ascertain the point at which rainfall becomes zero amounts. Table 3 Equation analysis of Maseira rainfall rate in standard temperature Region Equation Rainfall Rate= Ŷ (mm) When T=41 ºC When T=42 ºC When T=43 ºC Maseira R= 1367.1 - 31.9T 59.2 27.3 -4.6 However, at a temperature of 43 ºC in Maseira region, the regression analysis reveals -4.6 mm of rainfall, indicating a negative relationship between temperature and rainfall variable in Maseira region in Fig 2. The average temperature in Maseira region ranged between 39 ºC to 43 ºC in 1997 and 1998 respectively, that recorded the highest rainfall amount of 117 mm and 129 mm in 1997 and 2003 correspondingly at temperature of 40 ºC as presented in Table 6. Figure 2 Rainfall pattern of Maseira Region
  • 6. Analysis of Rainfall Pattern and Temperature Variations in Three Regions of Sultanate of Oman http://www.iaeme.com/IJCIET/index.asp 178 editor@iaeme.com 49 50 51 52 53 54 55 56 57 58 56.9 50.6 44.3 38 31.7 25.4 19.1 12.8 6.5 0.2 0 20 40 60 80 100 120 56.9 50.6 44.3 38 31.7 25.4 19.1 12.8 6.5 0.2 Temperature°C Rainfall (mm) Rainfall Temperature Table 4 Equation analysis of Sur rainfall rate in standard temperature In Sur region, an increase of 1 ºC of temperature would reduce the rainfall amount by 6.3 mm. The table 4imply prevailing lesser temperatures over the Sur region possibly enables more precipitation contemplating the temperature variable remaining constant. In Fig 3. The precipitation rates recorded under temperatures exceeding 58 ºC is insignificant amount with only 0.2 mm which is marginal in comparison to Maseira and Muscat region. Figure 3 The relationship between temperature and rainfall in Sur region Table 5 Analysis of Muscat equation and rainfall rate in a certain temperature Region Equation Rainfall Rate= Ŷ (mm) When T=49 ºC When T=50 ºC When T=51 ºC Muscat R= 156.5 - 1.38T 88.88 87.5 86.12 In Muscat region with increase in temperature the rainfall decreases slightly. Unlike the trend observed in Maseira and Sur regions, an increase of 1 ºC in temperature in Muscat region reduces precipitation rate by 1.38 mm, considerably less proportion than the other two designated regions because Muscat receives more sunlight due to uniform topography, resulting in higher temperature prevailing for longer periods coupled by increased emission of greenhouse gases from the adjoining industrial areas. Whilst rainfall rates in Muscat region are uncommon unlike the precipitation patterns observed in other two regions. From the analysis, it reveals that in all the three study areas rainfall tends to decrease with increase in temperatures, deducing that consistent declining of rainfall rate in Oman is a result of gradual increase of slight temperatures during most part of the period. Region Equation Rainfall Rate= Ŷ (mm) When T=49 ºC When T=50 ºC When T=51 ºC Sur R= 365.6 -6.3T 56.9 50.6 44.3
  • 7. Dr. K. H. Jonathan, Dr. P. Suvarna Raju http://www.iaeme.com/IJCIET/index.asp 179 editor@iaeme.com 43 237 79 61 18 17 33 85 52 44 100 308 29 109 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 0 50 100 150 200 250 300 350 Year Rainfall(mm) Figure 4 The Mean of the Rainfall of 9 Different Regions of Oman It is apparent from the study that high proportion of rainfall reduction occurred due to slight increase of temperature (1ºC) and in the event of extreme changes in precipitation, the temperature indicators showed slight alteration. Regression analysis on the variables revealed an inverse relationship between temperature and precipitation and implies that the temperature of most regions showed slight gradual increase since 1996 because of the constant decrease of rainfall rate as revealed in shown in Fig. 4.The rainfall rate in Maseira recorded at temperatures reaching 43 ºC is 0-10 mm and ceases beyond these temperatures. A surface temperature in conjunction with geographical location and prospective wind direction passively contributes to the fluctuations in temperature and subsequently influence rainfall pattern within a region. In Maseira region, an increase of 1 ºC in temperature would reduce the rainfall amount by 31.9 mm approximately as shown in Table 3. While the rainfall rate from 1997 and 1998 have decreased by 104 mm as referred in statistical data shown in table 6. In contrast, during the above period the temperature increased by 4 ºC. Table 6 Temperature and rainfall records of Maseira region during 1997-1998 Region TemperatureºC Rainfall (mm) 1997 1998 1997 1998 Masirah 39 43 117 13 Figure 5 Rainfall pattern in Muscat region 0 50 100 150 200 250 300 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 Rainfall(mm) Year
  • 8. Analysis of Rainfall Pattern and Temperature Variations in Three Regions of Sultanate of Oman http://www.iaeme.com/IJCIET/index.asp 180 editor@iaeme.com In Muscat region, the rainfall rate decreased slightly in a period of 14 years from 1996 to 2009, with recorded low rate during 1999 to 2006 and sudden increase in 2007 and declined thereafter as shown in shown in Fig 5. In the year 2007, Muscat region received the highest rainfall amount because of cyclone ‘Gonu’ that has impacted most part of the Oman coast. 4. CONCLUSION From the analysis of the three regions, the rainfall rate and pattern during the study period are influenced by the ambient temperatures and intermittent fluctuations would affect in changes in the rainfall rate. The net rainfall amount decreased in Muscat region is less compared to Maseira and Sur region with increase in temperature, while there is significant decrease in rainfall rate with temperature increase in the latter two locations. Topography, absence of major mountain ranges, prevalence of industrial zones etc. in Muscat region, cause less fluctuations in temperature that are resulting in insignificant reduction in rainfall amount. In addition, increase use of fossil fuel and combustion from growing industrialization locally and globally are affecting precipitation rates as greenhouse gases gradually increases surface temperatures which this more prevalent in urbanized environments such as Muscat. Hence, further studies extensively are required to establish correlation between surface temperatures and rainfall rate to understand the contributing factors that govern the precipitation pattern across the sultanate. 5. ACKNOWLEDGEMENTS The authors thank Mr. Affan K Al Akhzami, Managing Director and Chief Executive, International College of Engineering, and Management (ICEM), Muscat for his encouragement and support. We are indebted to the Dean Dr. Ali Al Lawati (ICEM) for his moral support and guidance at all the stages of this work. Thanks to Dr. Angayar, Head of the Department for facilitating this work. REFERENCES [1] P. Stephanie Ogbur. 2013, November. Climate change is altering rainfall patterns worldwide, Scientific American, Available: http://www.scientificamerican.com/article/climate-change-is- altering-rainfall-patterns-worldwide/ [2] J. K. Nayak and J. A. Prajapati. 2006, May. Handbook on energy conscious buildings, pilot edition, Available: http://www.mnre.gov.in/solar-energy/ch2.pdf [3] J. James McCarthy, F. Osvaldo Canziani, A. Neil Leary, J. David Dokken, and S. Kasey White, Climate change 2001: impacts, adaptation and vulnerability, Cambridge University Press, IPCC working group-II, 2001, 1-767. [4] H. Stephen Schneider, The greenhouse effect: science and policy, Science, 243, February 1989, 771-781. [5] Y. Al Charaabi and S. Al-Yahyai, Projection of Future Changes in Rainfall and Temperature Patterns in Oman, Journal of Earth Science and Climate Change,4, 2013, 154. [6] N. Luminda Gunawardhana and A. Ghazi Al Rawas, Trends in extreme temperature and precipitation in Muscat, Oman, Evolving Water Resources Systems: Understanding, Predicting and Managing Water–Society Interactions, IAHS Publications 2014, 57-63. [7] Y. Andy Kwarteng, S. Atsu Dorvlo, and T. Ganiga Vijay Kumar, Analysis of a 27-year rainfall data (1977-2003) in the sultanate of Oman, International Journal of Climatology, 2008 July; 29, 605– 617. [8] Climate change science overview, United States Environmental Protection Agency, 2012. Available: http://www.epa.gov/climatechange/science/overview.html
  • 9. Dr. K. H. Jonathan, Dr. P. Suvarna Raju http://www.iaeme.com/IJCIET/index.asp 181 editor@iaeme.com [9] Y. K. Leung, K. H. Yeung, E. W. L. Ginn, and W. M. Leung. 2004, February. Global climate change: cause of climate change by human activities. Hong Kong Observatory. No. 107. Available: http://www.weather.gov.hk/publica/tn/tn107.pdf [10] Global climate change: a blanket around the world, National Aeronautics, and Space Administration. 2017. Available: http://climate.nasa.gov/causes / [11] J. Lean, J. Beer, and R. Bradley, “Reconstruction of solar irradiance since 1610: implications of climate change, Geophysical. Research. Letters, 1995 December; 22, 3195-3198. [12] R. David, and O. Jonathan, “Hypothesized causes of decade-to-century-scale climate variability: Climate model results, Quaternary science reviews,1993 January; 12, 357-374. [13] Vidiani. 2017, Oman detailed relief and political map. Available: http://www.vidiani.com/detailed- relief-and-political-map-of-oman/ [14] K. Sharad Jain, and V. Kumar, Trend analysis of rainfall and temperature data for india, Current Science, 2012 January; 102(1), 37-49. [15] M. Medany. 2008, Impact of climate change on Arab countries. Available: http://www.afedonline.org/afedreport/english/book9.pdf [16] Mohamed Ayman El Salawy, Tamer Ali Elgohary, Amir Mohamed Akl Mobasher and Mai Mahmmoud Abd El Aziz , Impact of Climate Change on Resrevior Operation Policies – The Case of Aswan High Dam Reservoir, International Journal of Civil Engineering and Technology, 7(2), 2016, pp. 107–116 [17] Zainab Ali Omran, Design a Hydraulic Structure Using the Rainfall Intensity-Duration- Frequency Relationship in Iraq, International Journal of Civil Engineering and Technology (IJCIET), 6(3), 2015, pp. 62–72