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Article ECORFAN-Bolivia Journal
Resources December 2015 Vol.2 No. 3 160-164
Statistical analysis of climatological variables Case: Puente Campuzano, Taxco -
Guerrero
ALANÍS-NAVARRO-J. Andrés†', RIVERA-ROMÁN, Ó. Misael', BAHENA-LANDA, M. Yuridia'
'Universidad Politécnica del Estado de Guerrero Departamento de Ingeniería en Energía., Comunidad de Puente
Campuzano km 105, Taxco de Alarcón Guerrero, C.P. 40321.
Received June 1, 2015; Accepted October 28, 2015
___________________________________________________________________________________________________
Abstract
It is presented an analysis of weather variables of Puente Campuzano's community, located at Taxco -
Guerrero. The weather station is located in the Polytechnic University of Guerrero State, specifically at
geographical coordinates: 18.44°, -99.58°. A descriptive statistics analysis is realized of the main
variables utilized for design of greenhouse, photovoltaic systems, to implement bioclimatic architecture
approaches, and other real applications. The analyzed variables are: environmental temperature, surface
temperature, solar irradiance and wind velocity. Location and dispersion values were obtained of each
physical parameter. Is presented the histograms of data distribution of temperature, irradiance and wind
velocity, and also a summary of the main statistical characteristics of the different data distribution. All
the data distribution have a left asymmetry, and only the surface temperature has a mode of 45.50 °C.
Monthly irradiance mean is 634.02 W/m2
, the mean wind velocity is 2.75 m/s, and the mean of
environmental and surface temperature are: 26.67 °C y 31.30 °C, respectively.
Weather station, descriptive statistics.
___________________________________________________________________________________________________
Citation: ALANÍS-NAVARRO-J. Andrés, RIVERA-ROMÁN, Ó. Misael, BAHENA-LANDA, M. Yuridia. Statistical
analysis of climatological variables Case: Puente Campuzano, Taxco - Guerrero. ECORFAN Journal-Bolivia 2015, 2-3:
160-164
___________________________________________________________________________________________________
___________________________________________________________________________________________________
† Researcher contributing first author.
* Correspondence to Author: aalanis@upeg.edu.mx
© ECORFAN Journal-Bolivia www.ecorfan.org/bolivia
161
Article ECORFAN-Bolivia Journal
Resources December 2015 Vol.2 No. 3 160-164
ISSN:2410-4191
ECORFAN®
All rights reserved.
ALANÍS-NAVARRO-J. Andrés, RIVERA-ROMÁN, Ó. Misael, BAHENA-LANDA, M.
Yuridia. Statistical analysis of climatological variables Case: Puente Campuzano, Taxco -
Guerrero. ECORFAN Journal-Bolivia 2015, 2-3: 160-164
Introduction
Currently, in the state of Guerrero you have
access to the use of reliable climatological
variables that allow for design and / or sizing of
environmental and solar systems: solar dryers,
greenhouses, home design room considering
aspects of bioclimatic architecture, etc.
However, weather stations are located in
specific areas, and it is not feasible to use
information from a remote area of the site of
interest. In the state of Guerrero, the civil
protection system has 34 automatic weather
stations (EMAs) [SMA, 2015], of which only
one is located in the municipality of Taxco
Guerrero, specifically in the coordinates: 18 °
32'53 "99 ° 36'10", at an altitude of 1654 masl
(meters above sea level). In this paper the
information of some climatic variables in the
southern area of Taxco, which is presented by
geographical location (18.44 °, -99.58 °) are
similar to the conditions of Iguala de la
Independencia, among other communities as
Naranjo, and Taxco.
Goals
Form a database of climatological variables that
serve as reference for the design of
environmental and solar systems, in the
southern part of the municipality of Taxco -
Guerrero.
Understand, from a statistical
standpoint, the variation of some physical
parameters used in climatology.
Methodology
automated measurements were conducted
during 2014 and 2015 of the variables:
irradiance, wind speed, ambient temperature,
and temperature of a surface selective
absorption with an absorption coefficient of ~
87%.
The measurements were systematically
performed every 10 minutes from 6:00 to 23:50
h. Due to the large amount of data, this study
only the information of March this year
presented.
The system used for the acquisition of
climatological variables is "SMA Sunny sensor
box", which includes an anemometer cups and a
calibrated cell to measure solar irradiance,
expressed as a solar power per unit area (W /
m2) or energy transfer per unit area and unit
time (J / (m2s)). In Figure 1 a photograph of the
data acquisition system is shown.
Figure 1 Reference cell and anemometer used
to measure wind speed and irradiance
respectively.
The next step was to perform a
statistical analysis of physical variables. An
analysis was performed to determine the
measures of central tendency and measures of
location and dispersion measurements using the
computer program OriginPro 8. The measures
of central tendency calculated are: i) the
average, ii) medium, and iii) fashion; while
dispersion measures analyzed are: iv) range, v)
standard deviation (s), vi) bias or obliquity (sk:
skewness) and vii) the coefficient of variation
(CV) [Levin, 2004; Devore, 2008].
162
Article ECORFAN-Bolivia Journal
Resources December 2015 Vol.2 No. 3 160-164
ISSN:2410-4191
ECORFAN®
All rights reserved.
ALANÍS-NAVARRO-J. Andrés, RIVERA-ROMÁN, Ó. Misael, BAHENA-LANDA, M.
Yuridia. Statistical analysis of climatological variables Case: Puente Campuzano, Taxco -
Guerrero. ECORFAN Journal-Bolivia 2015, 2-3: 160-164
Results
The solar irradiance data, the surface
temperature and ambient temperature is shown
in Figure 1. It is possible to observe that
reaches near the irradiance 1150 W / m2 values,
while the surface temperature exceeds 45 ° C,
with a temperature of 14 ° C, on the other hand,
ambient temperature is between 21 ° C and 32 °
C.
Figure 1 Irradiance, surface ambient
temperature and a function of time.
The variation of velocity versus time is
shown in Figure 2, which is compared with the
temperature variation of the selective
absorption surface. One can see that both
physical variables follow a trend.
Figure 2 Wind speed and surface temperature
versus time.
Data analysis using descriptive statistics
Due to the large amount of information of the
variables analyzed, we chose to conduct an
analysis of descriptive statistics, which includes
the calculation of measures of central tendency:
mean, median and mode, as well as measures of
dispersion: range, deviation standard, bias, and
coefficient of variation. In Figure 3, the
histogram data solar irradiance occurs.
Irradiance data do not present fashion, have an
average of 634.02 W / m2, a medium is 737.92
W / m2, the range is 1131.98 W / m2 and a
coefficient of variation of 0.6. Graph 4 the
histogram data presented wind speed. The wind
speed data is an average of 2.75 m / s, a median
of 3.04 m / s and no fashion; It has a range of
4.33 m / s and a coefficient of variation of 0.44.
Regarding the room temperature in Figure 5
shows the histogram. The average data is 26.67
° C, a median of 27.07 ° C and no fashion; It
has a range of 14.19 ° C and a coefficient of
variation of 0.14. Finally, Figure 6 shows the
results of analysis of surface temperature data
shown are as follows: an average of 31.30 ° C,
a median of 32.10 ° C, and a mode of 45.50 °
C; It presents a range of 32.6 ° C and a
coefficient of variation of 0.34.
163
Article ECORFAN-Bolivia Journal
Resources December 2015 Vol.2 No. 3 160-164
ISSN:2410-4191
ECORFAN®
All rights reserved.
ALANÍS-NAVARRO-J. Andrés, RIVERA-ROMÁN, Ó. Misael, BAHENA-LANDA, M.
Yuridia. Statistical analysis of climatological variables Case: Puente Campuzano, Taxco -
Guerrero. ECORFAN Journal-Bolivia 2015, 2-3: 160-164
Figure 3 Histogram irradiance data.
Figure 4 Histogram of the wind speed.
Figure 6 Histogram of surface temperature.
Figure 5 Histogram room temperature.
Table 1 summarizes the main measures of
central tendency and dispersion measurements
of physical variables studied in this work is
presented.
Table 1 Summary of measures of central
tendency and dispersion of the variables
analyzed.
Conclusions
Wind energy, greenhouse design, natural
heating, heaters and solar dryers, power
generation from energy: a statistical analysis of
some useful climatological variables for the
design and development of projects related to
renewable energy and the environment is
presented solar, among other applications. This
information is useful to the south of the city of
Taxco, Guerrero. The distribution of the data of
the four physical variables have a left
asymmetry, and only the surface temperature
presents a fashion, which is 45.5 ° C. The
average irradiance variables, wind speed,
ambient temperature and surface are: 634.02 W
/ m2, 2.75 m / s, 26.67 and 31.30 ° C ° C,
respectively.
164
Article ECORFAN-Bolivia Journal
Resources December 2015 Vol.2 No. 3 160-164
ISSN:2410-4191
ECORFAN®
All rights reserved.
ALANÍS-NAVARRO-J. Andrés, RIVERA-ROMÁN, Ó. Misael, BAHENA-LANDA, M.
Yuridia. Statistical analysis of climatological variables Case: Puente Campuzano, Taxco -
Guerrero. ECORFAN Journal-Bolivia 2015, 2-3: 160-164
Solar irradiance data having a higher
heterogeneity (60%) compared with the other
variables. The ambient temperature is the
parameter of greater homogeneity, introducing
a coefficient of variation of 14%.
In this paper partial information of a
larger study shows, however, information is
available for consultation.
Thanks
A Polytechnic State University Guerrero and
Engineering Department in Energy and
Environmental Technology for providing
climatological data.
References
Devore Jay L. (2008). Probabilidad y
Estadística para Ingeniería y Ciencias.
México D.F.: CENGAGE Learning.
Richard Levin I., y Rubin, David S.. (2004).
Estadística para administración y economía.
México: Pearson Educación.
SMN. (2015). Estaciones climatológicas
automáticas (EMAs). 26/08/2015, de Servicio
Meteorológico Nacional Sitio web:
http://smn.cna.gob.mx/emas/catalogoe.html

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Statistical analysis of climatological variables Case: Puente Campuzano, Taxco - Guerrero

  • 1. 160 Article ECORFAN-Bolivia Journal Resources December 2015 Vol.2 No. 3 160-164 Statistical analysis of climatological variables Case: Puente Campuzano, Taxco - Guerrero ALANÍS-NAVARRO-J. Andrés†', RIVERA-ROMÁN, Ó. Misael', BAHENA-LANDA, M. Yuridia' 'Universidad Politécnica del Estado de Guerrero Departamento de Ingeniería en Energía., Comunidad de Puente Campuzano km 105, Taxco de Alarcón Guerrero, C.P. 40321. Received June 1, 2015; Accepted October 28, 2015 ___________________________________________________________________________________________________ Abstract It is presented an analysis of weather variables of Puente Campuzano's community, located at Taxco - Guerrero. The weather station is located in the Polytechnic University of Guerrero State, specifically at geographical coordinates: 18.44°, -99.58°. A descriptive statistics analysis is realized of the main variables utilized for design of greenhouse, photovoltaic systems, to implement bioclimatic architecture approaches, and other real applications. The analyzed variables are: environmental temperature, surface temperature, solar irradiance and wind velocity. Location and dispersion values were obtained of each physical parameter. Is presented the histograms of data distribution of temperature, irradiance and wind velocity, and also a summary of the main statistical characteristics of the different data distribution. All the data distribution have a left asymmetry, and only the surface temperature has a mode of 45.50 °C. Monthly irradiance mean is 634.02 W/m2 , the mean wind velocity is 2.75 m/s, and the mean of environmental and surface temperature are: 26.67 °C y 31.30 °C, respectively. Weather station, descriptive statistics. ___________________________________________________________________________________________________ Citation: ALANÍS-NAVARRO-J. Andrés, RIVERA-ROMÁN, Ó. Misael, BAHENA-LANDA, M. Yuridia. Statistical analysis of climatological variables Case: Puente Campuzano, Taxco - Guerrero. ECORFAN Journal-Bolivia 2015, 2-3: 160-164 ___________________________________________________________________________________________________ ___________________________________________________________________________________________________ † Researcher contributing first author. * Correspondence to Author: aalanis@upeg.edu.mx © ECORFAN Journal-Bolivia www.ecorfan.org/bolivia
  • 2. 161 Article ECORFAN-Bolivia Journal Resources December 2015 Vol.2 No. 3 160-164 ISSN:2410-4191 ECORFAN® All rights reserved. ALANÍS-NAVARRO-J. Andrés, RIVERA-ROMÁN, Ó. Misael, BAHENA-LANDA, M. Yuridia. Statistical analysis of climatological variables Case: Puente Campuzano, Taxco - Guerrero. ECORFAN Journal-Bolivia 2015, 2-3: 160-164 Introduction Currently, in the state of Guerrero you have access to the use of reliable climatological variables that allow for design and / or sizing of environmental and solar systems: solar dryers, greenhouses, home design room considering aspects of bioclimatic architecture, etc. However, weather stations are located in specific areas, and it is not feasible to use information from a remote area of the site of interest. In the state of Guerrero, the civil protection system has 34 automatic weather stations (EMAs) [SMA, 2015], of which only one is located in the municipality of Taxco Guerrero, specifically in the coordinates: 18 ° 32'53 "99 ° 36'10", at an altitude of 1654 masl (meters above sea level). In this paper the information of some climatic variables in the southern area of Taxco, which is presented by geographical location (18.44 °, -99.58 °) are similar to the conditions of Iguala de la Independencia, among other communities as Naranjo, and Taxco. Goals Form a database of climatological variables that serve as reference for the design of environmental and solar systems, in the southern part of the municipality of Taxco - Guerrero. Understand, from a statistical standpoint, the variation of some physical parameters used in climatology. Methodology automated measurements were conducted during 2014 and 2015 of the variables: irradiance, wind speed, ambient temperature, and temperature of a surface selective absorption with an absorption coefficient of ~ 87%. The measurements were systematically performed every 10 minutes from 6:00 to 23:50 h. Due to the large amount of data, this study only the information of March this year presented. The system used for the acquisition of climatological variables is "SMA Sunny sensor box", which includes an anemometer cups and a calibrated cell to measure solar irradiance, expressed as a solar power per unit area (W / m2) or energy transfer per unit area and unit time (J / (m2s)). In Figure 1 a photograph of the data acquisition system is shown. Figure 1 Reference cell and anemometer used to measure wind speed and irradiance respectively. The next step was to perform a statistical analysis of physical variables. An analysis was performed to determine the measures of central tendency and measures of location and dispersion measurements using the computer program OriginPro 8. The measures of central tendency calculated are: i) the average, ii) medium, and iii) fashion; while dispersion measures analyzed are: iv) range, v) standard deviation (s), vi) bias or obliquity (sk: skewness) and vii) the coefficient of variation (CV) [Levin, 2004; Devore, 2008].
  • 3. 162 Article ECORFAN-Bolivia Journal Resources December 2015 Vol.2 No. 3 160-164 ISSN:2410-4191 ECORFAN® All rights reserved. ALANÍS-NAVARRO-J. Andrés, RIVERA-ROMÁN, Ó. Misael, BAHENA-LANDA, M. Yuridia. Statistical analysis of climatological variables Case: Puente Campuzano, Taxco - Guerrero. ECORFAN Journal-Bolivia 2015, 2-3: 160-164 Results The solar irradiance data, the surface temperature and ambient temperature is shown in Figure 1. It is possible to observe that reaches near the irradiance 1150 W / m2 values, while the surface temperature exceeds 45 ° C, with a temperature of 14 ° C, on the other hand, ambient temperature is between 21 ° C and 32 ° C. Figure 1 Irradiance, surface ambient temperature and a function of time. The variation of velocity versus time is shown in Figure 2, which is compared with the temperature variation of the selective absorption surface. One can see that both physical variables follow a trend. Figure 2 Wind speed and surface temperature versus time. Data analysis using descriptive statistics Due to the large amount of information of the variables analyzed, we chose to conduct an analysis of descriptive statistics, which includes the calculation of measures of central tendency: mean, median and mode, as well as measures of dispersion: range, deviation standard, bias, and coefficient of variation. In Figure 3, the histogram data solar irradiance occurs. Irradiance data do not present fashion, have an average of 634.02 W / m2, a medium is 737.92 W / m2, the range is 1131.98 W / m2 and a coefficient of variation of 0.6. Graph 4 the histogram data presented wind speed. The wind speed data is an average of 2.75 m / s, a median of 3.04 m / s and no fashion; It has a range of 4.33 m / s and a coefficient of variation of 0.44. Regarding the room temperature in Figure 5 shows the histogram. The average data is 26.67 ° C, a median of 27.07 ° C and no fashion; It has a range of 14.19 ° C and a coefficient of variation of 0.14. Finally, Figure 6 shows the results of analysis of surface temperature data shown are as follows: an average of 31.30 ° C, a median of 32.10 ° C, and a mode of 45.50 ° C; It presents a range of 32.6 ° C and a coefficient of variation of 0.34.
  • 4. 163 Article ECORFAN-Bolivia Journal Resources December 2015 Vol.2 No. 3 160-164 ISSN:2410-4191 ECORFAN® All rights reserved. ALANÍS-NAVARRO-J. Andrés, RIVERA-ROMÁN, Ó. Misael, BAHENA-LANDA, M. Yuridia. Statistical analysis of climatological variables Case: Puente Campuzano, Taxco - Guerrero. ECORFAN Journal-Bolivia 2015, 2-3: 160-164 Figure 3 Histogram irradiance data. Figure 4 Histogram of the wind speed. Figure 6 Histogram of surface temperature. Figure 5 Histogram room temperature. Table 1 summarizes the main measures of central tendency and dispersion measurements of physical variables studied in this work is presented. Table 1 Summary of measures of central tendency and dispersion of the variables analyzed. Conclusions Wind energy, greenhouse design, natural heating, heaters and solar dryers, power generation from energy: a statistical analysis of some useful climatological variables for the design and development of projects related to renewable energy and the environment is presented solar, among other applications. This information is useful to the south of the city of Taxco, Guerrero. The distribution of the data of the four physical variables have a left asymmetry, and only the surface temperature presents a fashion, which is 45.5 ° C. The average irradiance variables, wind speed, ambient temperature and surface are: 634.02 W / m2, 2.75 m / s, 26.67 and 31.30 ° C ° C, respectively.
  • 5. 164 Article ECORFAN-Bolivia Journal Resources December 2015 Vol.2 No. 3 160-164 ISSN:2410-4191 ECORFAN® All rights reserved. ALANÍS-NAVARRO-J. Andrés, RIVERA-ROMÁN, Ó. Misael, BAHENA-LANDA, M. Yuridia. Statistical analysis of climatological variables Case: Puente Campuzano, Taxco - Guerrero. ECORFAN Journal-Bolivia 2015, 2-3: 160-164 Solar irradiance data having a higher heterogeneity (60%) compared with the other variables. The ambient temperature is the parameter of greater homogeneity, introducing a coefficient of variation of 14%. In this paper partial information of a larger study shows, however, information is available for consultation. Thanks A Polytechnic State University Guerrero and Engineering Department in Energy and Environmental Technology for providing climatological data. References Devore Jay L. (2008). Probabilidad y Estadística para Ingeniería y Ciencias. México D.F.: CENGAGE Learning. Richard Levin I., y Rubin, David S.. (2004). Estadística para administración y economía. México: Pearson Educación. SMN. (2015). Estaciones climatológicas automáticas (EMAs). 26/08/2015, de Servicio Meteorológico Nacional Sitio web: http://smn.cna.gob.mx/emas/catalogoe.html