SlideShare a Scribd company logo
1 of 6
Download to read offline
Ikram Loukili et al Int. Journal of Engineering Research and Applications www.ijera.com 
ISSN : 2248-9622, Vol. 4, Issue 8( Version 5), August 2014, pp.19-24 
www.ijera.com 19|P a g e 
Gisand Remote Sensing Applied To Land Use ChangeOf The Prefecture Of CASABLANCA, Morocco From 1986 Until 2011 Ikram Loukili¹,², Saida El Moutaki¹, Abdessamad Ghafiri¹, Mustapha El Hakdaoui¹ ¹(Laboratory of applied geology geomatics and environment,University Hassan II- Mohammedia). ²(Prefecture of Sidi Othmane-Moulay Rachid, Casablanca). ABSTRACT The population and urbanization of Morocco are increasing very rapidly. They have risenin large cities due to heavy immigration rate from rural areas to accessjob opportunities, better education, and better health facilities. Casablanca has the most affected land use changes in Morocco because of the immigration. This paper presents anintegrated study of land use change in this city from 1986 until 2011 using topographic map sheets (1986) and satellite image (2011). The layers of landuse map (1986) were obtainedby digitization technique in ARCGIS 9.3 software. Supervised classification methodology has been employed using maximum likelihood technique in ERDAS IMAGINE (2011) to extract from the satellite image four classes which were categorized into, built-up area, public green spaces, agricultural land and water bodies. The totalarea of each class was estimated by using geometry tools of ArcGISsoftware to compare land use changes between 1986 and 2011. 
Keywords: land use change, Remote sensing, GIS, Casablanca. 
I. INTRODUCTION 
Casablanca or "Casa" in the ordinary sense is the metropolis of the kingdom, Morocco's economic capital and the engine of the nation. According to the High Commission of Planning this city alone had 21,3 % of the national GDP in 2004, more than that Casablanca is considered the gateway to modernity with an industrial share of 32% from the sector and 49% of overall sales[1]. Its port plays a major role in the national economy with a transit value of goods estimated at 100 billion dirhams per year [2] and its international airport is considered the first in the countrywith approximately 7 million passengers passing through the airport each year[3]. 
That’s whyCasablanca is the biggest and the most populated city in Morocco. Its geographical position and its economic activities attract more and more foreign, urban and rural population. In 1900 the population of Casablanca represented by the old Medina was about 20 000 inhabitants dispatched on a space of 47 ha [4] while its population is about 3.3 million people in 2004 [5].That’s why Casablanca has known a very big change in the land use but the researches about these changes haven’t began just recently, they have been based on GIS and REMOTE SENSING and they didn’t touch just a particular points.In 2010 Bachir Alami et al have simulated the flood risk of Bouskoura river which is integrated in the Casablanca city on the segment of Nassim- Azbane[6].GADAL has worked about Urbanization and population Dynamics of Casablanca between 1994 and 2002[7].Rhinane et al, in 2011 identified and qualified slums in Casablanca in an attempt to facilitate the monitoring and mapping tasks of Cities without Slums, a Moroccan government program launched in 2005[8]. Another time, Rhinane et al. in 2012 estimated the ground temperature in order to identify theformation of is- lands of warmth or coolness which occur in the urban municipalities of Casablanca[9]. The purpose of this work is to qualify and quantify the land use changes of Casablanca between 1986 and 2011 (Built-up areas, Green spaces, Water bodies, Agricultural grounds and careers) using as the projects below GIS and REMOTE SENSING. 
II. STUDY AREA 
The prefecture of Casablanca is the central part of the Wilaya of Greater Casablanca (figure 1); it is located on the Atlantic coast in the northwest of Moroccoon north latitude of 33°35 and a west longitude of 7°25. The total surface of the study area is 219,00 sq.km, its coastline stretches over 27 kilometers. Its position on the Atlantic Ocean plays a moderatingrole in all the climatic elements. The average temperatures are 12,4°C in winter and 22,9°C in summer with a temperate and humid climate. The average annual rainfalls are between 300 and 500 mm [10]. 
RESEARCH ARTICLE OPEN ACCESS
Ikram Loukili et al Int. Journal of Engineering Research and Applications www.ijera.com 
ISSN : 2248-9622, Vol. 4, Issue 8( Version 5), August 2014, pp.19-24 
www.ijera.com 20|P a g e 
Figure 1: Study area map of the prefecture of Casablanca. 
III. DATA AND METHODS 
3.1 DATA 
In this study two different data’s were used in order to estimate the land use (LU) changes of the prefecture of Casablanca from 1986 until 2011: Topographic map sheets (1986) and a SPOT5 satellite image with a resolution of 4 m (2011). The information was extracted from the topographic map sheets using digitizing tools in ARC-GIS 9.3, the layers of built-up area, public green spaces, water bodies and agricultural lands were compared to the results given by the supervised classification applied to the satellite image of Casablanca. Many other data’s were used in order to verify and validate the exactitude of the given information.The used data’s are listed in the following table 
Table1: The used data’s of the study area. 
3.2METHODS 3.2.1 Geo-referencing and Image subset Five topographic maps of 1986 of scale of 1/50000 ,represents Casablanca and surrounding areas (Casablanca, Berrechid, Birjdid, Oulad ziane and Mohammedia), were required to cover the entire study area. Allmaps were georeferenced according to the geographical coordinate system of Merchich- Zone 1 and the Lambert Conformal Conic projection. The quadratic average error was verified and it matched well the norms. After georeferencing topographical maps, the mosaic option is used in the arc toolbox in order to gather these maps on a one raster imagine extension. Then the data management tools and the spatial analyst tools were used to cut the maps on the actual administrative division of the prefecture of Casablanca. 
DATA TYPE 
YEAR 
PROCEDURE 
OUTPUT 
Topographic map sheets of Casablanca, Berrechid, Birjdid, Oulad ziane and Mohammedia 1/50000 
1986 
Digitizing 
-Built-up area. -Agriculture lands. -Green spaces. -Water bodies. 
Administrative division of the prefecture of Casablanca 
2013 
Scaling cards 
Administrative limits of Casablanca 
Land sat TM image of Casablanca (30m) 
1986 
Observing and comparing 
Agriculture limit in 1986 
Topographic map sheets of Casablanca 1/10.000 
2006 
Observing and comparing 
Green spaces and water bodies 
SPOT 5SAT image of Casablanca (4m) 
2011 
Supervised classification 
-Built-up area. -Agriculture lands. -Green spaces. -Water bodies. 
Topographic map sheet of Casablanca 1/25 000 
2011 
Observing and comparing 
Green spaces and water bodies
Ikram Loukili et al Int. Journal of Engineering Research and Applications www.ijera.com 
ISSN : 2248-9622, Vol. 4, Issue 8( Version 5), August 2014, pp.19-24 
www.ijera.com 21|P a g e 
For the satellite spot image which is projected in the WGS 84 geographical system, it was georegistered to a common coordinate reference system with topographic sheet (Merchich-Zone 1) using the reproject option in the ERDAS IMAGINE 2011. Then it was exported into ARGIS 9.3 where it was cut on the zoning of the prefecture of Casablanca. 3.2.2 Heads-up digitization Heads-up digitizing is similar to manual digitizing tracing the features by computer screen using the scanned raster image as backdrop. Five classes detailed in the table below were digitized on the topographic sheet of 1986 and stored on a shapefile. 
Class Description 
Description 
Built-up area 
Includes all residential, institutional, commercial, and industrial building, Airport, port etc… 
Green public spaces 
Includes all the public parks, gardens, urban green spaces and sport and leisure equipment’s 
Water bodies 
Includes lakes, rivers and wetlands 
Agricultural grounds 
Including agricultural and pasture grasslands in addition to arable lands.... 
Careers 
Including careers which existed in 1986 and are till now. 
Table2:Land use classes and description 
3.2.3 Supervised classification After importing the satellite image in the ERDAS IMAGINE 2011, it was classified, and the same classes as above were generated: built-up areas, agriculture lands, green spaces and water bodies. The classification technique that was usedis The Gaussian Maximum Likelihood classifier (GMLC) it quantitatively evaluates both the variance and covariance of the category spectral response patterns when classifying an unknown pixel, assuming the distribution of data points to be Gaussian. The distribution of a category response pattern can be completely described by the mean vector and the covariance matrix. The statistical probability of a given pixel value being a member of a particular class are computed. After evaluating the probability in each category, the pixel is assigned to the most likely class (highest probability value) [11].This method was used in many papers in order to study the urban sprawl of cities[12,13,14]. The results given by this classification were verified within the topographic map sheets of 2006 and 2011. 
IV. RESULTS AND ANALYSIS 
The final output is an overview of the land use of the prefecture of Casablanca for 1986 and 2011 (Figure 2 and3). 
Figure2: Study area land use 1986
Ikram Loukili et al Int. Journal of Engineering Research and Applications www.ijera.com 
ISSN : 2248-9622, Vol. 4, Issue 8( Version 5), August 2014, pp.19-24 
www.ijera.com 22|P a g e 
Figure3: Study area land use 2011 
The surfaces of all classes were calculated and they were graphically represented (Figure 4 and 5). Figure4:Distribution of Land usemap 1986 
Figure5:Distribution of Land usemap2011 
The statistics of change of land use are showed inTable 3. 
Land use class 
Land use 1986 (sq.km) 
Land use 2011 (sq.km) 
Difference (sq.km) 
Change % 
Built-up area 
107,16 
168,47 
61,31 
57,21 
Agriculture 
104,17 
41,5 
-62,67 
-60,16 
Urban public green spaces 
2,04 
3,9 
1,86 
91,17 
Water bodies 
0,61 
0,36 
-0,25 
-40,98 
careers 
2,42 
2,17 
-0,25 
-10,33 
Table3: Summary of land use classification area statistics for 1986 and 2011. The built-up area changed from 107, 16 sq.km in 1986 to 168, 47 in 2011, an increase of 57, 21%. This increase in the built-up area is due to the rapid demographic growth and to the rural exodus. In additionto the metropolisation and the mobilization of the inhabitants to the secondary urban centers located in the immediate proximity of Casablanca. 
According to the statistics given by the World Bank report of 2011Casablanca will know an increase of 1, 5 million inhabitants in the horizon of 2030, and a need of housingbetween 750 000 and one 
land use 1986 
built-up area 
agriculture 
Green spaces 
water bodies 
Carrers 
land use 2011 
built-up area 
agriculture 
Green spaces 
water bodies 
Carrers 
0 
Agriculture 
Urban green spaces 
Water 
Carrers 
Built-up
Ikram Loukili et al Int. Journal of Engineering Research and Applications www.ijera.com 
ISSN : 2248-9622, Vol. 4, Issue 8( Version 5), August 2014, pp.19-24 
www.ijera.com 23|P a g e 
million, as a resultthe rise of the built-up areas will be more and more important thing that will affect directly the agricultural area that is already ravaged by the urbanization sprawl[15]. Urban expansion from 1986 to 2011 revealed that urbanization mainly occurs on the account of agricultural soils that doesn’t represent more than 41,5sq. km in 2011 instead of 104,17 sq. km in 1986, it means a percentage change of 60,16%. The agricultural lands are a victim of the urbanization sprawl of the city of Casablanca thing that can be even worst in the future. Many urban parks exist in Casablanca we can say as examples the most important that of la LigueArabe (28 ha), l’Hermitage (15 ha), Murdoch (6 ha) and Sindibad park(40ha) adding to this some parks which are next to administrative prefectures like Hay Hassani, Ben M’Sick and Ain Sebaa. From 1986 until 2011the total surface of public green spaces increases from 2,04 to 3,9 sq. km in a total surface of 219,00sq.kma percentage change of 91%. However, the number of sq.m/inhabitant doesn’t exceed 1.3sqm/inhabitant, largely low to12 sq.m/inhabitant given by the IOH (International organization of health)[16]. The public authority are in conscience of the actual problem as it was declared in a speech with one of the Casablanca responsibles[17] and this explains the efforts and the launch of several projects in some provinces aiming at achieving several parks and green spaces for the benefit of citizens. The water bodies has known a decrease of 40.98%,from 1986 to 2011. Period during which several wetlands have disappeared.The most known ones that exist in 2011 areSindibad Lake, Dayat El oulfa, the source of Sidi Bernoussi and the river of Bouskoura for which the flow section in its passage through the town is very small. The work of Bachir Alami etal. in 2011on the river, has allowed to carry out a flood map and thus locate areas at risk. InCasablanca, the majority of ancient sources identified in 1986 as Aîn Diab, Aîn Sebâa and AinChokdisappeared,Some are being engaged in the sanitation network like the source of Sidi Bernoussi,results that are in accordance with the results given by the economist source[18]. 
Regarding careers, they are about 91 in the greater Casablanca including those which are active and also the non-active ones, they have played an important role in the demographic development of Casablanca which required a huge need of construction materials (aggregates, cement, stones ...). In 1986, the majority stood on the edge of the town, while in 2011, they are in an urban setting. Besides the career of Sidi Abderrahman, that of Thomas, and Ahl al Oughlam, which currently constitute the "archaeological park of the city" some have been transformed into landfills such as Mediouna, others for the majority witnessed the proliferation of slums around the site by a population from the rural exodus.[19] 
V. CONCLUSION 
In this paper, land use changes in Casablanca, Morocco were evaluated using GIS and remote sensing based on 1986 topographic sheet and Spot image sat of 2011. The results indicate that the changes observed on public green spaces, water bodies and careers are not significant reduced to the total area of the city (219 sq.km).But the main changes observed for this time period is that of urban area and agriculture. Indeed, in 1986, urban area and agricultural land was divided almost the entire surface of Casablanca respectively 107 and 104sq.km. In 2011, urban area was dramatically increased about 61sq.km, in contrast agricultural land was decrease about62 sq.km. In other words, for a quarter century more than a quarter of land use of Casablanca changed corresponding to half of the area for agriculture in 1986 which was converted into settlements. The most significant reason for this is the establishment of a steering urban development scheme in 1985 which define over a period of 25 years the major axes of the future development of Casablanca and extend the urban area with 215,00 sq.km in the great Casablanca at the expense of the rural area. To this is added the launch in 1998 of the program of 200,000 homes per year to absorb the growing demand for social housing and give houses to slum residents. In the future, the development planned for the city of Casablanca by SDAU2010is that of urban growth from peripherique poles. Therefore, future studies of land use of the city of Casablanca should include satellite towns like provinceNouaceur, Mediouna,prefectureof Mohammedia and Dar Bouazza. 
REFERENCES 
[1] Haut Commissariat Au Plan, RegionalAccounts of GrandCasablancaGross domestic productandfinal expenditure of household consumption (Morocco, 2004). [2] Casablanca port history of the future 2013,Centenaire du port de Casablanca 1913-2013 [3] http://www.casablanca-airport.com/ [4] M.Chouiki, L’aménagement des marges urbaines de Casablanca (Morocco, 2003). [5] S.Saadi, Mediterranean politicsV17 N2-3, Water privatization dynamics in Morocco a critical assessment of the Casablanca case, 2012, 376-393. 
[6] O.BachirAlami, H. Rhinane &A.Mouchrif,Proceedings of the 1st
Ikram Loukili et al Int. Journal of Engineering Research and Applications www.ijera.com 
ISSN : 2248-9622, Vol. 4, Issue 8( Version 5), August 2014, pp.19-24 
www.ijera.com 24|P a g e 
International Congress on G.I.S. & Land Management, série Géologie & Géographie physiqueCasablanca, Morocco,n°23, Apport des Systèmes d’Information Géographique (SIG) à la simulation de crues : cas de l’oued Bouskoura à Casablanca, p. 25-31. [7] S.Gadal, Urbanisation et dynamiques de peuplements: Casablanca, 1994-2002. 
http://eso-gregum.univ-lemans.fr/IMG/pdf /gadal-2.pdf [8] H.Rhinane, A. Hilali, A. Berrada, M. Hakdaoui, Journal of Geographic Information System, Detecting Slums from SPOT Data in Casablanca Morocco Using an Object Based Approach,2011, 217-224. [9] H.Rhinane, A. Hilali, H. Bahi, A.Berrada.Contribution of Landsat TM Data for the Detection of UrbanHeat Islands Areas Case of Casablanca,Journal of Geographic Information System, 2012, 4, 20-26. [10] Les changements climatiques: quels défis pour le développement au Maroc? Actes de la table ronde organisée par l’institut national d’aménagement et d’urbanisme (2009). [11] T.V.Ramachandra, Characterisation of landscape with forest fragmentation dynamics, Journal of Geographic Information System, 2011, 3, 242-254. [12] S. Kaya.Multitemporal analysis of rapid urban growth in Istanbul using remotely sensed data,Environmental Engineering science, 2007, 24 (2). [13] A.A Belal, F.S.Moghanm.Detecting urban growth using remote sensing and gis techniques in Al gharbiyagovernorate,Egypt,The Egyptian journal of remote sensing and space sciences, 2011, 14, 73-79. [14] J.S. Rawat, VivekanandBiswas, Manish Kumar.Changes in land use/cover using geospatial techniques: a case study of Ramnagar town area, district nainital, uttarakhand, india,The Egyptian journal of remote sensing and space sciences, 2013, 16,111-117. [15] Rapport de la banque mondiale, 2011. Évaluation des risques en situation actuelle et à l’horizon 2030 pour la région de Casablanca. Séminaire régional, Marseille,2011, 30-31 mai. 
[16] Parcs et jardins de la métropole :Les espaces verts font grise mine,Journal LE MATIN, 29 mars 2013 - M.L., http://www.lematin.ma/journal/Parcs-et-jar dins-de-la-metropole_Les-espaces-verts-font -grise-mine/180080.html#sthash.udUVeIsb .dpuf 
[17] CRI,Le grand Casablanca la décennie de la renaissance (Morocco, 2013). Editions Economiques du Maroc 
[18] www.leconomiste.com/sidi-bernoussibrle- grand-gachis-des-sources-d-eau,Edition N° 2075 du 29/07/2005. 
[19] Réhabilitation des carrièresenjeusocio- économiquehttp://energiemines.ma/?p=549.

More Related Content

What's hot

Towards a Planning Decision Support System for Low-Carbon Urban Development
Towards a Planning Decision Support System for Low-Carbon Urban DevelopmentTowards a Planning Decision Support System for Low-Carbon Urban Development
Towards a Planning Decision Support System for Low-Carbon Urban DevelopmentBeniamino Murgante
 
Status of soil information in Jordan
Status of soil information in JordanStatus of soil information in Jordan
Status of soil information in JordanFAO
 
Lewis Dijkstra, DG Regional Policy
Lewis Dijkstra, DG Regional PolicyLewis Dijkstra, DG Regional Policy
Lewis Dijkstra, DG Regional Policyplan4all
 
A comparison of Land Cover Change in Kaski District, Nepal
A comparison of Land Cover Change in Kaski District, NepalA comparison of Land Cover Change in Kaski District, Nepal
A comparison of Land Cover Change in Kaski District, NepalBijesh Mishra
 
Available information about soil, current land cover / land use in Jordan by ...
Available information about soil, current land cover / land use in Jordan by ...Available information about soil, current land cover / land use in Jordan by ...
Available information about soil, current land cover / land use in Jordan by ...FAO
 
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...Universität Salzburg
 
The use of GIS for the development of the A9 dual-carriageway
The use of GIS for the development of the A9 dual-carriagewayThe use of GIS for the development of the A9 dual-carriageway
The use of GIS for the development of the A9 dual-carriagewayPeter McCready
 
Open Space Assessment Report 2007
Open Space Assessment Report 2007Open Space Assessment Report 2007
Open Space Assessment Report 2007MVRPC
 
GIS for traffic management system
GIS for traffic management systemGIS for traffic management system
GIS for traffic management systemSourabh Jain
 
Investigation of the Lake Victoria Region (Africa: Tanzania, Kenya and Uganda)
Investigation of the Lake Victoria Region (Africa: Tanzania, Kenya and Uganda)Investigation of the Lake Victoria Region (Africa: Tanzania, Kenya and Uganda)
Investigation of the Lake Victoria Region (Africa: Tanzania, Kenya and Uganda)Universität Salzburg
 
Applications of GIS in Municipal Solid Waste Management
Applications of GIS in Municipal Solid Waste ManagementApplications of GIS in Municipal Solid Waste Management
Applications of GIS in Municipal Solid Waste ManagementVignesh Sekar
 
Accurate and rapid big spatial data processing by scripting cartographic algo...
Accurate and rapid big spatial data processing by scripting cartographic algo...Accurate and rapid big spatial data processing by scripting cartographic algo...
Accurate and rapid big spatial data processing by scripting cartographic algo...Universität Salzburg
 
Using Artificial Neural Networks for Digital Soil Mapping – a comparison of M...
Using Artificial Neural Networks for Digital Soil Mapping – a comparison of M...Using Artificial Neural Networks for Digital Soil Mapping – a comparison of M...
Using Artificial Neural Networks for Digital Soil Mapping – a comparison of M...Ricardo Brasil
 
Application of remote sensing and gis for groundwater
Application of remote sensing and gis for groundwaterApplication of remote sensing and gis for groundwater
Application of remote sensing and gis for groundwaterRamodh Jayawardena
 

What's hot (19)

Towards a Planning Decision Support System for Low-Carbon Urban Development
Towards a Planning Decision Support System for Low-Carbon Urban DevelopmentTowards a Planning Decision Support System for Low-Carbon Urban Development
Towards a Planning Decision Support System for Low-Carbon Urban Development
 
Bogdan_Cirlugea_Master_Thesis_Poster
Bogdan_Cirlugea_Master_Thesis_PosterBogdan_Cirlugea_Master_Thesis_Poster
Bogdan_Cirlugea_Master_Thesis_Poster
 
Status of soil information in Jordan
Status of soil information in JordanStatus of soil information in Jordan
Status of soil information in Jordan
 
Lewis Dijkstra, DG Regional Policy
Lewis Dijkstra, DG Regional PolicyLewis Dijkstra, DG Regional Policy
Lewis Dijkstra, DG Regional Policy
 
Flood plain mapping
Flood plain mappingFlood plain mapping
Flood plain mapping
 
A comparison of Land Cover Change in Kaski District, Nepal
A comparison of Land Cover Change in Kaski District, NepalA comparison of Land Cover Change in Kaski District, Nepal
A comparison of Land Cover Change in Kaski District, Nepal
 
Available information about soil, current land cover / land use in Jordan by ...
Available information about soil, current land cover / land use in Jordan by ...Available information about soil, current land cover / land use in Jordan by ...
Available information about soil, current land cover / land use in Jordan by ...
 
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...
 
The use of GIS for the development of the A9 dual-carriageway
The use of GIS for the development of the A9 dual-carriagewayThe use of GIS for the development of the A9 dual-carriageway
The use of GIS for the development of the A9 dual-carriageway
 
Open Space Assessment Report 2007
Open Space Assessment Report 2007Open Space Assessment Report 2007
Open Space Assessment Report 2007
 
GIS for traffic management system
GIS for traffic management systemGIS for traffic management system
GIS for traffic management system
 
Investigation of the Lake Victoria Region (Africa: Tanzania, Kenya and Uganda)
Investigation of the Lake Victoria Region (Africa: Tanzania, Kenya and Uganda)Investigation of the Lake Victoria Region (Africa: Tanzania, Kenya and Uganda)
Investigation of the Lake Victoria Region (Africa: Tanzania, Kenya and Uganda)
 
Applications of GIS in Municipal Solid Waste Management
Applications of GIS in Municipal Solid Waste ManagementApplications of GIS in Municipal Solid Waste Management
Applications of GIS in Municipal Solid Waste Management
 
Jaysukh C Songara
Jaysukh C SongaraJaysukh C Songara
Jaysukh C Songara
 
Accurate and rapid big spatial data processing by scripting cartographic algo...
Accurate and rapid big spatial data processing by scripting cartographic algo...Accurate and rapid big spatial data processing by scripting cartographic algo...
Accurate and rapid big spatial data processing by scripting cartographic algo...
 
L012438186
L012438186L012438186
L012438186
 
Using Artificial Neural Networks for Digital Soil Mapping – a comparison of M...
Using Artificial Neural Networks for Digital Soil Mapping – a comparison of M...Using Artificial Neural Networks for Digital Soil Mapping – a comparison of M...
Using Artificial Neural Networks for Digital Soil Mapping – a comparison of M...
 
Application of remote sensing and gis for groundwater
Application of remote sensing and gis for groundwaterApplication of remote sensing and gis for groundwater
Application of remote sensing and gis for groundwater
 
Hedrick_Poster
Hedrick_PosterHedrick_Poster
Hedrick_Poster
 

Viewers also liked

Brain Fingerprinting Technology
Brain Fingerprinting TechnologyBrain Fingerprinting Technology
Brain Fingerprinting TechnologyIJERA Editor
 
The Investigation Of Utilizing Rapeseed Flowers Oil As A Reliable Feedstock T...
The Investigation Of Utilizing Rapeseed Flowers Oil As A Reliable Feedstock T...The Investigation Of Utilizing Rapeseed Flowers Oil As A Reliable Feedstock T...
The Investigation Of Utilizing Rapeseed Flowers Oil As A Reliable Feedstock T...IJERA Editor
 
Growth Processes for a pulse of leptin in fasting human subjects
Growth Processes for a pulse of leptin in fasting human subjectsGrowth Processes for a pulse of leptin in fasting human subjects
Growth Processes for a pulse of leptin in fasting human subjectsIJERA Editor
 
Concern: Tax Effective Giving Campaign
Concern: Tax Effective Giving CampaignConcern: Tax Effective Giving Campaign
Concern: Tax Effective Giving CampaignPost Media
 
Game Design & Business Models
Game Design & Business ModelsGame Design & Business Models
Game Design & Business ModelsHeroEngine
 
High Speed Memory Efficient Multiplier-less 1-D 9/7 Wavelet Filters Based NED...
High Speed Memory Efficient Multiplier-less 1-D 9/7 Wavelet Filters Based NED...High Speed Memory Efficient Multiplier-less 1-D 9/7 Wavelet Filters Based NED...
High Speed Memory Efficient Multiplier-less 1-D 9/7 Wavelet Filters Based NED...IJERA Editor
 
Studying and Comparing Sensing Capability of Single Walled Carbon Nanotubes f...
Studying and Comparing Sensing Capability of Single Walled Carbon Nanotubes f...Studying and Comparing Sensing Capability of Single Walled Carbon Nanotubes f...
Studying and Comparing Sensing Capability of Single Walled Carbon Nanotubes f...IJERA Editor
 
Effects of Soil and Air Drying Methods on Soil Plasticity of Different Cities...
Effects of Soil and Air Drying Methods on Soil Plasticity of Different Cities...Effects of Soil and Air Drying Methods on Soil Plasticity of Different Cities...
Effects of Soil and Air Drying Methods on Soil Plasticity of Different Cities...IJERA Editor
 
Reduction of PAPR and Efficient detection ordering scheme for MIMO Transmissi...
Reduction of PAPR and Efficient detection ordering scheme for MIMO Transmissi...Reduction of PAPR and Efficient detection ordering scheme for MIMO Transmissi...
Reduction of PAPR and Efficient detection ordering scheme for MIMO Transmissi...IJERA Editor
 
Amelioration of safety management in infrastructure projects
Amelioration of safety management in infrastructure projectsAmelioration of safety management in infrastructure projects
Amelioration of safety management in infrastructure projectsIJERA Editor
 
Alcohol use and_hi_vaids_treatment
Alcohol use and_hi_vaids_treatmentAlcohol use and_hi_vaids_treatment
Alcohol use and_hi_vaids_treatmentIMH chennai
 
Design the High Speed Kogge-Stone Adder by Using
Design the High Speed Kogge-Stone Adder by UsingDesign the High Speed Kogge-Stone Adder by Using
Design the High Speed Kogge-Stone Adder by UsingIJERA Editor
 
Assessment of sanitation levels of sources of water in Osun State Capital, Ni...
Assessment of sanitation levels of sources of water in Osun State Capital, Ni...Assessment of sanitation levels of sources of water in Osun State Capital, Ni...
Assessment of sanitation levels of sources of water in Osun State Capital, Ni...IJERA Editor
 

Viewers also liked (20)

B45020308
B45020308B45020308
B45020308
 
J0445255
J0445255J0445255
J0445255
 
Brain Fingerprinting Technology
Brain Fingerprinting TechnologyBrain Fingerprinting Technology
Brain Fingerprinting Technology
 
The Investigation Of Utilizing Rapeseed Flowers Oil As A Reliable Feedstock T...
The Investigation Of Utilizing Rapeseed Flowers Oil As A Reliable Feedstock T...The Investigation Of Utilizing Rapeseed Flowers Oil As A Reliable Feedstock T...
The Investigation Of Utilizing Rapeseed Flowers Oil As A Reliable Feedstock T...
 
Growth Processes for a pulse of leptin in fasting human subjects
Growth Processes for a pulse of leptin in fasting human subjectsGrowth Processes for a pulse of leptin in fasting human subjects
Growth Processes for a pulse of leptin in fasting human subjects
 
F44083035
F44083035F44083035
F44083035
 
Concern: Tax Effective Giving Campaign
Concern: Tax Effective Giving CampaignConcern: Tax Effective Giving Campaign
Concern: Tax Effective Giving Campaign
 
Game Design & Business Models
Game Design & Business ModelsGame Design & Business Models
Game Design & Business Models
 
J48077280
J48077280J48077280
J48077280
 
High Speed Memory Efficient Multiplier-less 1-D 9/7 Wavelet Filters Based NED...
High Speed Memory Efficient Multiplier-less 1-D 9/7 Wavelet Filters Based NED...High Speed Memory Efficient Multiplier-less 1-D 9/7 Wavelet Filters Based NED...
High Speed Memory Efficient Multiplier-less 1-D 9/7 Wavelet Filters Based NED...
 
Studying and Comparing Sensing Capability of Single Walled Carbon Nanotubes f...
Studying and Comparing Sensing Capability of Single Walled Carbon Nanotubes f...Studying and Comparing Sensing Capability of Single Walled Carbon Nanotubes f...
Studying and Comparing Sensing Capability of Single Walled Carbon Nanotubes f...
 
Effects of Soil and Air Drying Methods on Soil Plasticity of Different Cities...
Effects of Soil and Air Drying Methods on Soil Plasticity of Different Cities...Effects of Soil and Air Drying Methods on Soil Plasticity of Different Cities...
Effects of Soil and Air Drying Methods on Soil Plasticity of Different Cities...
 
H44093641
H44093641H44093641
H44093641
 
Reduction of PAPR and Efficient detection ordering scheme for MIMO Transmissi...
Reduction of PAPR and Efficient detection ordering scheme for MIMO Transmissi...Reduction of PAPR and Efficient detection ordering scheme for MIMO Transmissi...
Reduction of PAPR and Efficient detection ordering scheme for MIMO Transmissi...
 
I45015153
I45015153I45015153
I45015153
 
Mood disorders
Mood disordersMood disorders
Mood disorders
 
Amelioration of safety management in infrastructure projects
Amelioration of safety management in infrastructure projectsAmelioration of safety management in infrastructure projects
Amelioration of safety management in infrastructure projects
 
Alcohol use and_hi_vaids_treatment
Alcohol use and_hi_vaids_treatmentAlcohol use and_hi_vaids_treatment
Alcohol use and_hi_vaids_treatment
 
Design the High Speed Kogge-Stone Adder by Using
Design the High Speed Kogge-Stone Adder by UsingDesign the High Speed Kogge-Stone Adder by Using
Design the High Speed Kogge-Stone Adder by Using
 
Assessment of sanitation levels of sources of water in Osun State Capital, Ni...
Assessment of sanitation levels of sources of water in Osun State Capital, Ni...Assessment of sanitation levels of sources of water in Osun State Capital, Ni...
Assessment of sanitation levels of sources of water in Osun State Capital, Ni...
 

Similar to Gisand Remote Sensing Applied To Land Use ChangeOf The Prefecture Of CASABLANCA, Morocco From 1986 Until 2011

Identification and Monitoring the Change of Land Use Pattern Using Remote Sen...
Identification and Monitoring the Change of Land Use Pattern Using Remote Sen...Identification and Monitoring the Change of Land Use Pattern Using Remote Sen...
Identification and Monitoring the Change of Land Use Pattern Using Remote Sen...IOSR Journals
 
Projected_impacts_of_land_use_and_road_n.pdf
Projected_impacts_of_land_use_and_road_n.pdfProjected_impacts_of_land_use_and_road_n.pdf
Projected_impacts_of_land_use_and_road_n.pdfHamza Deeb
 
7 Journal of Life Sciences and Biomedicine (2710-4915 2710-3447).pdf
7 Journal of Life Sciences and Biomedicine (2710-4915  2710-3447).pdf7 Journal of Life Sciences and Biomedicine (2710-4915  2710-3447).pdf
7 Journal of Life Sciences and Biomedicine (2710-4915 2710-3447).pdfPublisherNasir
 
Monitoring and Landscape Quantification of Uncontrolled Urbanisation in Oasis...
Monitoring and Landscape Quantification of Uncontrolled Urbanisation in Oasis...Monitoring and Landscape Quantification of Uncontrolled Urbanisation in Oasis...
Monitoring and Landscape Quantification of Uncontrolled Urbanisation in Oasis...Journal of Contemporary Urban Affairs
 
Paper id 71201910
Paper id 71201910Paper id 71201910
Paper id 71201910IJRAT
 
International Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentInternational Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentIJERD Editor
 
Land Use/Land Cover Mapping Of Allahabad City by Using Remote Sensing & GIS
Land Use/Land Cover Mapping Of Allahabad City by Using  Remote Sensing & GIS Land Use/Land Cover Mapping Of Allahabad City by Using  Remote Sensing & GIS
Land Use/Land Cover Mapping Of Allahabad City by Using Remote Sensing & GIS IJMER
 
IRJET- Investigation of Changes in Water, Residential, Bare Land and Green Ar...
IRJET- Investigation of Changes in Water, Residential, Bare Land and Green Ar...IRJET- Investigation of Changes in Water, Residential, Bare Land and Green Ar...
IRJET- Investigation of Changes in Water, Residential, Bare Land and Green Ar...IRJET Journal
 
3D Visualizations of Land Cover Maps
3D Visualizations of Land Cover Maps3D Visualizations of Land Cover Maps
3D Visualizations of Land Cover MapsIOSRjournaljce
 
Remote sensing technology for disaster mitigation and regional infrastructure...
Remote sensing technology for disaster mitigation and regional infrastructure...Remote sensing technology for disaster mitigation and regional infrastructure...
Remote sensing technology for disaster mitigation and regional infrastructure...TELKOMNIKA JOURNAL
 
IRJET- Urban Encroachment on Rural Areas, Nashik
IRJET-  	  Urban Encroachment on Rural Areas, NashikIRJET-  	  Urban Encroachment on Rural Areas, Nashik
IRJET- Urban Encroachment on Rural Areas, NashikIRJET Journal
 
Rajeshwari Urban Environment, RS and GIS
Rajeshwari  Urban Environment, RS and GISRajeshwari  Urban Environment, RS and GIS
Rajeshwari Urban Environment, RS and GISrajeshwariku
 
Land use/land cover classification using machine learning models
Land use/land cover classification using machine learning  modelsLand use/land cover classification using machine learning  models
Land use/land cover classification using machine learning modelsIJECEIAES
 
Identification Of Ground Water Potential Zones In Tamil Nadu By Remote Sensin...
Identification Of Ground Water Potential Zones In Tamil Nadu By Remote Sensin...Identification Of Ground Water Potential Zones In Tamil Nadu By Remote Sensin...
Identification Of Ground Water Potential Zones In Tamil Nadu By Remote Sensin...IJERA Editor
 
Management of infrastructure for water and petroleum demand in ksa by gis
Management of infrastructure for water and petroleum demand in ksa by gisManagement of infrastructure for water and petroleum demand in ksa by gis
Management of infrastructure for water and petroleum demand in ksa by gisAlexander Decker
 

Similar to Gisand Remote Sensing Applied To Land Use ChangeOf The Prefecture Of CASABLANCA, Morocco From 1986 Until 2011 (20)

Identification and Monitoring the Change of Land Use Pattern Using Remote Sen...
Identification and Monitoring the Change of Land Use Pattern Using Remote Sen...Identification and Monitoring the Change of Land Use Pattern Using Remote Sen...
Identification and Monitoring the Change of Land Use Pattern Using Remote Sen...
 
Projected_impacts_of_land_use_and_road_n.pdf
Projected_impacts_of_land_use_and_road_n.pdfProjected_impacts_of_land_use_and_road_n.pdf
Projected_impacts_of_land_use_and_road_n.pdf
 
TS8_1_belaid.pdf
TS8_1_belaid.pdfTS8_1_belaid.pdf
TS8_1_belaid.pdf
 
7 Journal of Life Sciences and Biomedicine (2710-4915 2710-3447).pdf
7 Journal of Life Sciences and Biomedicine (2710-4915  2710-3447).pdf7 Journal of Life Sciences and Biomedicine (2710-4915  2710-3447).pdf
7 Journal of Life Sciences and Biomedicine (2710-4915 2710-3447).pdf
 
Monitoring and Landscape Quantification of Uncontrolled Urbanisation in Oasis...
Monitoring and Landscape Quantification of Uncontrolled Urbanisation in Oasis...Monitoring and Landscape Quantification of Uncontrolled Urbanisation in Oasis...
Monitoring and Landscape Quantification of Uncontrolled Urbanisation in Oasis...
 
Paper id 71201910
Paper id 71201910Paper id 71201910
Paper id 71201910
 
International Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentInternational Journal of Engineering Research and Development
International Journal of Engineering Research and Development
 
B1080817
B1080817B1080817
B1080817
 
Land Use/Land Cover Mapping Of Allahabad City by Using Remote Sensing & GIS
Land Use/Land Cover Mapping Of Allahabad City by Using  Remote Sensing & GIS Land Use/Land Cover Mapping Of Allahabad City by Using  Remote Sensing & GIS
Land Use/Land Cover Mapping Of Allahabad City by Using Remote Sensing & GIS
 
IRJET- Investigation of Changes in Water, Residential, Bare Land and Green Ar...
IRJET- Investigation of Changes in Water, Residential, Bare Land and Green Ar...IRJET- Investigation of Changes in Water, Residential, Bare Land and Green Ar...
IRJET- Investigation of Changes in Water, Residential, Bare Land and Green Ar...
 
3D Visualizations of Land Cover Maps
3D Visualizations of Land Cover Maps3D Visualizations of Land Cover Maps
3D Visualizations of Land Cover Maps
 
Remote sensing technology for disaster mitigation and regional infrastructure...
Remote sensing technology for disaster mitigation and regional infrastructure...Remote sensing technology for disaster mitigation and regional infrastructure...
Remote sensing technology for disaster mitigation and regional infrastructure...
 
625413IJSETR2860-47.pdf
625413IJSETR2860-47.pdf625413IJSETR2860-47.pdf
625413IJSETR2860-47.pdf
 
digital map
digital mapdigital map
digital map
 
IRJET- Urban Encroachment on Rural Areas, Nashik
IRJET-  	  Urban Encroachment on Rural Areas, NashikIRJET-  	  Urban Encroachment on Rural Areas, Nashik
IRJET- Urban Encroachment on Rural Areas, Nashik
 
Rajeshwari Urban Environment, RS and GIS
Rajeshwari  Urban Environment, RS and GISRajeshwari  Urban Environment, RS and GIS
Rajeshwari Urban Environment, RS and GIS
 
30. z. t. khan and dipankar bera
30. z. t. khan and dipankar bera30. z. t. khan and dipankar bera
30. z. t. khan and dipankar bera
 
Land use/land cover classification using machine learning models
Land use/land cover classification using machine learning  modelsLand use/land cover classification using machine learning  models
Land use/land cover classification using machine learning models
 
Identification Of Ground Water Potential Zones In Tamil Nadu By Remote Sensin...
Identification Of Ground Water Potential Zones In Tamil Nadu By Remote Sensin...Identification Of Ground Water Potential Zones In Tamil Nadu By Remote Sensin...
Identification Of Ground Water Potential Zones In Tamil Nadu By Remote Sensin...
 
Management of infrastructure for water and petroleum demand in ksa by gis
Management of infrastructure for water and petroleum demand in ksa by gisManagement of infrastructure for water and petroleum demand in ksa by gis
Management of infrastructure for water and petroleum demand in ksa by gis
 

Recently uploaded

(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Introduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxIntroduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxupamatechverse
 
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSMANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSSIVASHANKAR N
 
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).pptssuser5c9d4b1
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordAsst.prof M.Gokilavani
 
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...Soham Mondal
 
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)Suman Mia
 
result management system report for college project
result management system report for college projectresult management system report for college project
result management system report for college projectTonystark477637
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxupamatechverse
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxAsutosh Ranjan
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Dr.Costas Sachpazis
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...ranjana rawat
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdfankushspencer015
 
UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduitsrknatarajan
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escortsranjana rawat
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performancesivaprakash250
 

Recently uploaded (20)

(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Introduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxIntroduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptx
 
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSMANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
 
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
 
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
 
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
 
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
 
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
 
result management system report for college project
result management system report for college projectresult management system report for college project
result management system report for college project
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptx
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptx
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdf
 
UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduits
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
 
Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performance
 

Gisand Remote Sensing Applied To Land Use ChangeOf The Prefecture Of CASABLANCA, Morocco From 1986 Until 2011

  • 1. Ikram Loukili et al Int. Journal of Engineering Research and Applications www.ijera.com ISSN : 2248-9622, Vol. 4, Issue 8( Version 5), August 2014, pp.19-24 www.ijera.com 19|P a g e Gisand Remote Sensing Applied To Land Use ChangeOf The Prefecture Of CASABLANCA, Morocco From 1986 Until 2011 Ikram Loukili¹,², Saida El Moutaki¹, Abdessamad Ghafiri¹, Mustapha El Hakdaoui¹ ¹(Laboratory of applied geology geomatics and environment,University Hassan II- Mohammedia). ²(Prefecture of Sidi Othmane-Moulay Rachid, Casablanca). ABSTRACT The population and urbanization of Morocco are increasing very rapidly. They have risenin large cities due to heavy immigration rate from rural areas to accessjob opportunities, better education, and better health facilities. Casablanca has the most affected land use changes in Morocco because of the immigration. This paper presents anintegrated study of land use change in this city from 1986 until 2011 using topographic map sheets (1986) and satellite image (2011). The layers of landuse map (1986) were obtainedby digitization technique in ARCGIS 9.3 software. Supervised classification methodology has been employed using maximum likelihood technique in ERDAS IMAGINE (2011) to extract from the satellite image four classes which were categorized into, built-up area, public green spaces, agricultural land and water bodies. The totalarea of each class was estimated by using geometry tools of ArcGISsoftware to compare land use changes between 1986 and 2011. Keywords: land use change, Remote sensing, GIS, Casablanca. I. INTRODUCTION Casablanca or "Casa" in the ordinary sense is the metropolis of the kingdom, Morocco's economic capital and the engine of the nation. According to the High Commission of Planning this city alone had 21,3 % of the national GDP in 2004, more than that Casablanca is considered the gateway to modernity with an industrial share of 32% from the sector and 49% of overall sales[1]. Its port plays a major role in the national economy with a transit value of goods estimated at 100 billion dirhams per year [2] and its international airport is considered the first in the countrywith approximately 7 million passengers passing through the airport each year[3]. That’s whyCasablanca is the biggest and the most populated city in Morocco. Its geographical position and its economic activities attract more and more foreign, urban and rural population. In 1900 the population of Casablanca represented by the old Medina was about 20 000 inhabitants dispatched on a space of 47 ha [4] while its population is about 3.3 million people in 2004 [5].That’s why Casablanca has known a very big change in the land use but the researches about these changes haven’t began just recently, they have been based on GIS and REMOTE SENSING and they didn’t touch just a particular points.In 2010 Bachir Alami et al have simulated the flood risk of Bouskoura river which is integrated in the Casablanca city on the segment of Nassim- Azbane[6].GADAL has worked about Urbanization and population Dynamics of Casablanca between 1994 and 2002[7].Rhinane et al, in 2011 identified and qualified slums in Casablanca in an attempt to facilitate the monitoring and mapping tasks of Cities without Slums, a Moroccan government program launched in 2005[8]. Another time, Rhinane et al. in 2012 estimated the ground temperature in order to identify theformation of is- lands of warmth or coolness which occur in the urban municipalities of Casablanca[9]. The purpose of this work is to qualify and quantify the land use changes of Casablanca between 1986 and 2011 (Built-up areas, Green spaces, Water bodies, Agricultural grounds and careers) using as the projects below GIS and REMOTE SENSING. II. STUDY AREA The prefecture of Casablanca is the central part of the Wilaya of Greater Casablanca (figure 1); it is located on the Atlantic coast in the northwest of Moroccoon north latitude of 33°35 and a west longitude of 7°25. The total surface of the study area is 219,00 sq.km, its coastline stretches over 27 kilometers. Its position on the Atlantic Ocean plays a moderatingrole in all the climatic elements. The average temperatures are 12,4°C in winter and 22,9°C in summer with a temperate and humid climate. The average annual rainfalls are between 300 and 500 mm [10]. RESEARCH ARTICLE OPEN ACCESS
  • 2. Ikram Loukili et al Int. Journal of Engineering Research and Applications www.ijera.com ISSN : 2248-9622, Vol. 4, Issue 8( Version 5), August 2014, pp.19-24 www.ijera.com 20|P a g e Figure 1: Study area map of the prefecture of Casablanca. III. DATA AND METHODS 3.1 DATA In this study two different data’s were used in order to estimate the land use (LU) changes of the prefecture of Casablanca from 1986 until 2011: Topographic map sheets (1986) and a SPOT5 satellite image with a resolution of 4 m (2011). The information was extracted from the topographic map sheets using digitizing tools in ARC-GIS 9.3, the layers of built-up area, public green spaces, water bodies and agricultural lands were compared to the results given by the supervised classification applied to the satellite image of Casablanca. Many other data’s were used in order to verify and validate the exactitude of the given information.The used data’s are listed in the following table Table1: The used data’s of the study area. 3.2METHODS 3.2.1 Geo-referencing and Image subset Five topographic maps of 1986 of scale of 1/50000 ,represents Casablanca and surrounding areas (Casablanca, Berrechid, Birjdid, Oulad ziane and Mohammedia), were required to cover the entire study area. Allmaps were georeferenced according to the geographical coordinate system of Merchich- Zone 1 and the Lambert Conformal Conic projection. The quadratic average error was verified and it matched well the norms. After georeferencing topographical maps, the mosaic option is used in the arc toolbox in order to gather these maps on a one raster imagine extension. Then the data management tools and the spatial analyst tools were used to cut the maps on the actual administrative division of the prefecture of Casablanca. DATA TYPE YEAR PROCEDURE OUTPUT Topographic map sheets of Casablanca, Berrechid, Birjdid, Oulad ziane and Mohammedia 1/50000 1986 Digitizing -Built-up area. -Agriculture lands. -Green spaces. -Water bodies. Administrative division of the prefecture of Casablanca 2013 Scaling cards Administrative limits of Casablanca Land sat TM image of Casablanca (30m) 1986 Observing and comparing Agriculture limit in 1986 Topographic map sheets of Casablanca 1/10.000 2006 Observing and comparing Green spaces and water bodies SPOT 5SAT image of Casablanca (4m) 2011 Supervised classification -Built-up area. -Agriculture lands. -Green spaces. -Water bodies. Topographic map sheet of Casablanca 1/25 000 2011 Observing and comparing Green spaces and water bodies
  • 3. Ikram Loukili et al Int. Journal of Engineering Research and Applications www.ijera.com ISSN : 2248-9622, Vol. 4, Issue 8( Version 5), August 2014, pp.19-24 www.ijera.com 21|P a g e For the satellite spot image which is projected in the WGS 84 geographical system, it was georegistered to a common coordinate reference system with topographic sheet (Merchich-Zone 1) using the reproject option in the ERDAS IMAGINE 2011. Then it was exported into ARGIS 9.3 where it was cut on the zoning of the prefecture of Casablanca. 3.2.2 Heads-up digitization Heads-up digitizing is similar to manual digitizing tracing the features by computer screen using the scanned raster image as backdrop. Five classes detailed in the table below were digitized on the topographic sheet of 1986 and stored on a shapefile. Class Description Description Built-up area Includes all residential, institutional, commercial, and industrial building, Airport, port etc… Green public spaces Includes all the public parks, gardens, urban green spaces and sport and leisure equipment’s Water bodies Includes lakes, rivers and wetlands Agricultural grounds Including agricultural and pasture grasslands in addition to arable lands.... Careers Including careers which existed in 1986 and are till now. Table2:Land use classes and description 3.2.3 Supervised classification After importing the satellite image in the ERDAS IMAGINE 2011, it was classified, and the same classes as above were generated: built-up areas, agriculture lands, green spaces and water bodies. The classification technique that was usedis The Gaussian Maximum Likelihood classifier (GMLC) it quantitatively evaluates both the variance and covariance of the category spectral response patterns when classifying an unknown pixel, assuming the distribution of data points to be Gaussian. The distribution of a category response pattern can be completely described by the mean vector and the covariance matrix. The statistical probability of a given pixel value being a member of a particular class are computed. After evaluating the probability in each category, the pixel is assigned to the most likely class (highest probability value) [11].This method was used in many papers in order to study the urban sprawl of cities[12,13,14]. The results given by this classification were verified within the topographic map sheets of 2006 and 2011. IV. RESULTS AND ANALYSIS The final output is an overview of the land use of the prefecture of Casablanca for 1986 and 2011 (Figure 2 and3). Figure2: Study area land use 1986
  • 4. Ikram Loukili et al Int. Journal of Engineering Research and Applications www.ijera.com ISSN : 2248-9622, Vol. 4, Issue 8( Version 5), August 2014, pp.19-24 www.ijera.com 22|P a g e Figure3: Study area land use 2011 The surfaces of all classes were calculated and they were graphically represented (Figure 4 and 5). Figure4:Distribution of Land usemap 1986 Figure5:Distribution of Land usemap2011 The statistics of change of land use are showed inTable 3. Land use class Land use 1986 (sq.km) Land use 2011 (sq.km) Difference (sq.km) Change % Built-up area 107,16 168,47 61,31 57,21 Agriculture 104,17 41,5 -62,67 -60,16 Urban public green spaces 2,04 3,9 1,86 91,17 Water bodies 0,61 0,36 -0,25 -40,98 careers 2,42 2,17 -0,25 -10,33 Table3: Summary of land use classification area statistics for 1986 and 2011. The built-up area changed from 107, 16 sq.km in 1986 to 168, 47 in 2011, an increase of 57, 21%. This increase in the built-up area is due to the rapid demographic growth and to the rural exodus. In additionto the metropolisation and the mobilization of the inhabitants to the secondary urban centers located in the immediate proximity of Casablanca. According to the statistics given by the World Bank report of 2011Casablanca will know an increase of 1, 5 million inhabitants in the horizon of 2030, and a need of housingbetween 750 000 and one land use 1986 built-up area agriculture Green spaces water bodies Carrers land use 2011 built-up area agriculture Green spaces water bodies Carrers 0 Agriculture Urban green spaces Water Carrers Built-up
  • 5. Ikram Loukili et al Int. Journal of Engineering Research and Applications www.ijera.com ISSN : 2248-9622, Vol. 4, Issue 8( Version 5), August 2014, pp.19-24 www.ijera.com 23|P a g e million, as a resultthe rise of the built-up areas will be more and more important thing that will affect directly the agricultural area that is already ravaged by the urbanization sprawl[15]. Urban expansion from 1986 to 2011 revealed that urbanization mainly occurs on the account of agricultural soils that doesn’t represent more than 41,5sq. km in 2011 instead of 104,17 sq. km in 1986, it means a percentage change of 60,16%. The agricultural lands are a victim of the urbanization sprawl of the city of Casablanca thing that can be even worst in the future. Many urban parks exist in Casablanca we can say as examples the most important that of la LigueArabe (28 ha), l’Hermitage (15 ha), Murdoch (6 ha) and Sindibad park(40ha) adding to this some parks which are next to administrative prefectures like Hay Hassani, Ben M’Sick and Ain Sebaa. From 1986 until 2011the total surface of public green spaces increases from 2,04 to 3,9 sq. km in a total surface of 219,00sq.kma percentage change of 91%. However, the number of sq.m/inhabitant doesn’t exceed 1.3sqm/inhabitant, largely low to12 sq.m/inhabitant given by the IOH (International organization of health)[16]. The public authority are in conscience of the actual problem as it was declared in a speech with one of the Casablanca responsibles[17] and this explains the efforts and the launch of several projects in some provinces aiming at achieving several parks and green spaces for the benefit of citizens. The water bodies has known a decrease of 40.98%,from 1986 to 2011. Period during which several wetlands have disappeared.The most known ones that exist in 2011 areSindibad Lake, Dayat El oulfa, the source of Sidi Bernoussi and the river of Bouskoura for which the flow section in its passage through the town is very small. The work of Bachir Alami etal. in 2011on the river, has allowed to carry out a flood map and thus locate areas at risk. InCasablanca, the majority of ancient sources identified in 1986 as Aîn Diab, Aîn Sebâa and AinChokdisappeared,Some are being engaged in the sanitation network like the source of Sidi Bernoussi,results that are in accordance with the results given by the economist source[18]. Regarding careers, they are about 91 in the greater Casablanca including those which are active and also the non-active ones, they have played an important role in the demographic development of Casablanca which required a huge need of construction materials (aggregates, cement, stones ...). In 1986, the majority stood on the edge of the town, while in 2011, they are in an urban setting. Besides the career of Sidi Abderrahman, that of Thomas, and Ahl al Oughlam, which currently constitute the "archaeological park of the city" some have been transformed into landfills such as Mediouna, others for the majority witnessed the proliferation of slums around the site by a population from the rural exodus.[19] V. CONCLUSION In this paper, land use changes in Casablanca, Morocco were evaluated using GIS and remote sensing based on 1986 topographic sheet and Spot image sat of 2011. The results indicate that the changes observed on public green spaces, water bodies and careers are not significant reduced to the total area of the city (219 sq.km).But the main changes observed for this time period is that of urban area and agriculture. Indeed, in 1986, urban area and agricultural land was divided almost the entire surface of Casablanca respectively 107 and 104sq.km. In 2011, urban area was dramatically increased about 61sq.km, in contrast agricultural land was decrease about62 sq.km. In other words, for a quarter century more than a quarter of land use of Casablanca changed corresponding to half of the area for agriculture in 1986 which was converted into settlements. The most significant reason for this is the establishment of a steering urban development scheme in 1985 which define over a period of 25 years the major axes of the future development of Casablanca and extend the urban area with 215,00 sq.km in the great Casablanca at the expense of the rural area. To this is added the launch in 1998 of the program of 200,000 homes per year to absorb the growing demand for social housing and give houses to slum residents. In the future, the development planned for the city of Casablanca by SDAU2010is that of urban growth from peripherique poles. Therefore, future studies of land use of the city of Casablanca should include satellite towns like provinceNouaceur, Mediouna,prefectureof Mohammedia and Dar Bouazza. REFERENCES [1] Haut Commissariat Au Plan, RegionalAccounts of GrandCasablancaGross domestic productandfinal expenditure of household consumption (Morocco, 2004). [2] Casablanca port history of the future 2013,Centenaire du port de Casablanca 1913-2013 [3] http://www.casablanca-airport.com/ [4] M.Chouiki, L’aménagement des marges urbaines de Casablanca (Morocco, 2003). [5] S.Saadi, Mediterranean politicsV17 N2-3, Water privatization dynamics in Morocco a critical assessment of the Casablanca case, 2012, 376-393. [6] O.BachirAlami, H. Rhinane &A.Mouchrif,Proceedings of the 1st
  • 6. Ikram Loukili et al Int. Journal of Engineering Research and Applications www.ijera.com ISSN : 2248-9622, Vol. 4, Issue 8( Version 5), August 2014, pp.19-24 www.ijera.com 24|P a g e International Congress on G.I.S. & Land Management, série Géologie & Géographie physiqueCasablanca, Morocco,n°23, Apport des Systèmes d’Information Géographique (SIG) à la simulation de crues : cas de l’oued Bouskoura à Casablanca, p. 25-31. [7] S.Gadal, Urbanisation et dynamiques de peuplements: Casablanca, 1994-2002. http://eso-gregum.univ-lemans.fr/IMG/pdf /gadal-2.pdf [8] H.Rhinane, A. Hilali, A. Berrada, M. Hakdaoui, Journal of Geographic Information System, Detecting Slums from SPOT Data in Casablanca Morocco Using an Object Based Approach,2011, 217-224. [9] H.Rhinane, A. Hilali, H. Bahi, A.Berrada.Contribution of Landsat TM Data for the Detection of UrbanHeat Islands Areas Case of Casablanca,Journal of Geographic Information System, 2012, 4, 20-26. [10] Les changements climatiques: quels défis pour le développement au Maroc? Actes de la table ronde organisée par l’institut national d’aménagement et d’urbanisme (2009). [11] T.V.Ramachandra, Characterisation of landscape with forest fragmentation dynamics, Journal of Geographic Information System, 2011, 3, 242-254. [12] S. Kaya.Multitemporal analysis of rapid urban growth in Istanbul using remotely sensed data,Environmental Engineering science, 2007, 24 (2). [13] A.A Belal, F.S.Moghanm.Detecting urban growth using remote sensing and gis techniques in Al gharbiyagovernorate,Egypt,The Egyptian journal of remote sensing and space sciences, 2011, 14, 73-79. [14] J.S. Rawat, VivekanandBiswas, Manish Kumar.Changes in land use/cover using geospatial techniques: a case study of Ramnagar town area, district nainital, uttarakhand, india,The Egyptian journal of remote sensing and space sciences, 2013, 16,111-117. [15] Rapport de la banque mondiale, 2011. Évaluation des risques en situation actuelle et à l’horizon 2030 pour la région de Casablanca. Séminaire régional, Marseille,2011, 30-31 mai. [16] Parcs et jardins de la métropole :Les espaces verts font grise mine,Journal LE MATIN, 29 mars 2013 - M.L., http://www.lematin.ma/journal/Parcs-et-jar dins-de-la-metropole_Les-espaces-verts-font -grise-mine/180080.html#sthash.udUVeIsb .dpuf [17] CRI,Le grand Casablanca la décennie de la renaissance (Morocco, 2013). Editions Economiques du Maroc [18] www.leconomiste.com/sidi-bernoussibrle- grand-gachis-des-sources-d-eau,Edition N° 2075 du 29/07/2005. [19] Réhabilitation des carrièresenjeusocio- économiquehttp://energiemines.ma/?p=549.