IOSR Journal of Applied Geology and Geophysics (IOSR-JAGG) is a double blind peer reviewed International Journal that provides rapid publication (within a month) of articles in all areas of Applied Geology and Geophysics. The journal welcomes publications of high quality papers on theoretical developments and practical applications in Applied Geology and Geophysics. Original research papers, state-of-the-art reviews, and high quality technical notes are invited for publications.
Change detection analysis in land use / land cover of Pune city using remotel...Nitin Mundhe
Lecture delivered in the National Conference entitled “Monitoring Degraded Lands” jointly organized by Agasti Arts, Commerce and Dadasaheb Rupwate Science
College, Akole and Maharashtra Bhugolshastra Parishad Pune to be held on 4 to 6 February 2014.
Land Use and Land Cover change monitoring of Surajpur Wetland, Uttar Pradesh:...Arnab Saha
Abstract:
Wetlands are extremely important areas throughout the world for wildlife protection, recreation, sediment control and flood prevention. Wetlands are important bird’s habitats and birds use them for feeding, roosting, nesting and rearing their young. In Surajpur Wetland are mainly used for agriculture, fisheries, reclamation for harboring and irrigation purposes. In this paper an attempt is made to study the changes in land use and land cover in Surajpur wetland area over 11 years’ period (2003-2014). LULC is an important component in understanding the interactions of the human activities with the environment and thus it is necessary to be able to simulate changes. The land cover mapping of study area was attempted using remotely sensed images of Landsat and Google Earth imagery. The study area was classified into five categories on the basis of field study, geographical conditions, and remote sensing data. LULC changes have been detected by image processing method in EDRAS imagine 2014 and ArcGIS 10.3. The eleven years’ time period of 2003-2014 shows the major type of land use change. Vegetation area that occupied about around 60 per cent of the Surajpur wetland area in 2003 has decreased to 34.25 percent in 2014. Wetland is increased 8.17 percent and Urban area, Fallow land and Water body also have experienced change. Finally, through the work it is recommended that the wetlands need detail mapping through the use of advance remote sensing techniques like microwave and LIDAR for restoration and management of wetland.
Keywords: LULC, ArcGIS, Surajpur, ERDAS, Remote Sensing
LAND USE /LAND COVER CLASSIFICATION AND CHANGE DETECTION USING GEOGRAPHICAL I...IAEME Publication
Land use and land cover change has become a central component in current strategies for managing natural resources and monitoring environmental changes. Geographical information system and image processing techniques used for the analysis of land use/land cover and change detection of Sukhana Basin of Aurangabad District, Maharashtra state. The tools used ArcGIS10.1 and ERDAS IMAGINE9.1, landsat images of 1996, 2003and 2014. From land use / land cover change detection it is found that during 1996-2014, water bodies cover have loss of 4 Sq. Km. Barren land have 146 Sq.Km. loss and forest area with 96 Sq.Km. loss. It is found that urbanization area has gain of 51 Sq.Km. and agricultural land cover also have gain of 195 Sq.Km.
Land Use Land Cover Change Detection of Gulbarga City Using Remote Sensing an...ijsrd.com
Land use and land cover(LULC) recently these days became a major component to handle natural resources and managing changes occurring in the environment.which is due to expansion of the urban area it has lead to critical losses of agriculture land,vegetation land and water bodies.followed by this the urban sprawl created a environmental issues. For example :decreased air quality and increase in the temperature etc. Land use and land cover change is driven by human actions and also drives changes that limit availability of products and services for human and animals, and it can undermine ecological wellbeing also. Land use and land cover is an important component in understanding various interactions of the human activities with the environment and thus it is necessary to be able to simulate changes. Therefore, this study was aimed at understanding land use and land cover change in Gulbarga city. In this work we took Gulbarga city to study the urban expansion and LULC change that took place in 2001 and 2012 to know the changes happened in the year 2012 by comparing with data of 2001.remote sensing methodology is used in this study which provides major coverage mapping & classification of land cover features such as vegetation,soil,water,forest etc. A wide range of environmental parameters can be measured including the land use, vegetation types, surface temperatures , soil types, precipitation, phytoplankton, turbidity, surface elevation and geology.satellite images of two different years i.e 2001 and 2012 are taken in to consideration.after image processing classification is done so as to classify images in to various different land use categories.
Change detection analysis in land use / land cover of Pune city using remotel...Nitin Mundhe
Lecture delivered in the National Conference entitled “Monitoring Degraded Lands” jointly organized by Agasti Arts, Commerce and Dadasaheb Rupwate Science
College, Akole and Maharashtra Bhugolshastra Parishad Pune to be held on 4 to 6 February 2014.
Land Use and Land Cover change monitoring of Surajpur Wetland, Uttar Pradesh:...Arnab Saha
Abstract:
Wetlands are extremely important areas throughout the world for wildlife protection, recreation, sediment control and flood prevention. Wetlands are important bird’s habitats and birds use them for feeding, roosting, nesting and rearing their young. In Surajpur Wetland are mainly used for agriculture, fisheries, reclamation for harboring and irrigation purposes. In this paper an attempt is made to study the changes in land use and land cover in Surajpur wetland area over 11 years’ period (2003-2014). LULC is an important component in understanding the interactions of the human activities with the environment and thus it is necessary to be able to simulate changes. The land cover mapping of study area was attempted using remotely sensed images of Landsat and Google Earth imagery. The study area was classified into five categories on the basis of field study, geographical conditions, and remote sensing data. LULC changes have been detected by image processing method in EDRAS imagine 2014 and ArcGIS 10.3. The eleven years’ time period of 2003-2014 shows the major type of land use change. Vegetation area that occupied about around 60 per cent of the Surajpur wetland area in 2003 has decreased to 34.25 percent in 2014. Wetland is increased 8.17 percent and Urban area, Fallow land and Water body also have experienced change. Finally, through the work it is recommended that the wetlands need detail mapping through the use of advance remote sensing techniques like microwave and LIDAR for restoration and management of wetland.
Keywords: LULC, ArcGIS, Surajpur, ERDAS, Remote Sensing
LAND USE /LAND COVER CLASSIFICATION AND CHANGE DETECTION USING GEOGRAPHICAL I...IAEME Publication
Land use and land cover change has become a central component in current strategies for managing natural resources and monitoring environmental changes. Geographical information system and image processing techniques used for the analysis of land use/land cover and change detection of Sukhana Basin of Aurangabad District, Maharashtra state. The tools used ArcGIS10.1 and ERDAS IMAGINE9.1, landsat images of 1996, 2003and 2014. From land use / land cover change detection it is found that during 1996-2014, water bodies cover have loss of 4 Sq. Km. Barren land have 146 Sq.Km. loss and forest area with 96 Sq.Km. loss. It is found that urbanization area has gain of 51 Sq.Km. and agricultural land cover also have gain of 195 Sq.Km.
Land Use Land Cover Change Detection of Gulbarga City Using Remote Sensing an...ijsrd.com
Land use and land cover(LULC) recently these days became a major component to handle natural resources and managing changes occurring in the environment.which is due to expansion of the urban area it has lead to critical losses of agriculture land,vegetation land and water bodies.followed by this the urban sprawl created a environmental issues. For example :decreased air quality and increase in the temperature etc. Land use and land cover change is driven by human actions and also drives changes that limit availability of products and services for human and animals, and it can undermine ecological wellbeing also. Land use and land cover is an important component in understanding various interactions of the human activities with the environment and thus it is necessary to be able to simulate changes. Therefore, this study was aimed at understanding land use and land cover change in Gulbarga city. In this work we took Gulbarga city to study the urban expansion and LULC change that took place in 2001 and 2012 to know the changes happened in the year 2012 by comparing with data of 2001.remote sensing methodology is used in this study which provides major coverage mapping & classification of land cover features such as vegetation,soil,water,forest etc. A wide range of environmental parameters can be measured including the land use, vegetation types, surface temperatures , soil types, precipitation, phytoplankton, turbidity, surface elevation and geology.satellite images of two different years i.e 2001 and 2012 are taken in to consideration.after image processing classification is done so as to classify images in to various different land use categories.
Land Use/Land Cover Mapping Of Allahabad City by Using Remote Sensing & GIS IJMER
The present study was carried out to produce and evaluate the land use/land cover maps by on
screen visual interpretation. The studies of land cover of Allahabad city (study area) consist of 87517.47 ha
out of which 5500.35 ha is build up land (Urban / Rural) Area. In this respect, the Build up land (Urban /
Rural) area scorers 6.28% of the total area. It has also been found that about 17155.001ha (19.60 %) of
area is covered by current fallow land. The double/triple crop land of 30178.44ha (34.84%). The area
covered by gullied / ravines is 1539.20 ha (1.75 %) and that of the kharif crop land is 2828.00 ha (3.23 %).
The area covered by other wasteland is 2551.05ha (2.91%). Table 4.1 shows the area distribution of the
various land use and land cover of Allahabad city.
Application of GIS in Mine Contamination and Associated Environmental ImpactsArsalan Syed, PMP
• The purpose of this project was to apply GIS and remote sensing methods to determine the spatial extent and level of pollution at mining sites in order to develop or implement the best approach and technique in prevention and reclamation.
• Two case studies were analyzed to understand the importance of remediation and the human, ecological, and socio-cultural impacts of acid mine drainage.
The presentation was given by Mr. Bas Kempen & Ms. V.L. Mulder, ISRIC, during the GSOC Mapping Global Training hosted by ISRIC - World Soil Information, 6 - 23 June 2017, Wageningen (The Netherlands).
Land Use/Land Cover Mapping Of Allahabad City by Using Remote Sensing & GIS IJMER
The present study was carried out to produce and evaluate the land use/land cover maps by on
screen visual interpretation. The studies of land cover of Allahabad city (study area) consist of 87517.47 ha
out of which 5500.35 ha is build up land (Urban / Rural) Area. In this respect, the Build up land (Urban /
Rural) area scorers 6.28% of the total area. It has also been found that about 17155.001ha (19.60 %) of
area is covered by current fallow land. The double/triple crop land of 30178.44ha (34.84%). The area
covered by gullied / ravines is 1539.20 ha (1.75 %) and that of the kharif crop land is 2828.00 ha (3.23 %).
The area covered by other wasteland is 2551.05ha (2.91%). Table 4.1 shows the area distribution of the
various land use and land cover of Allahabad city.
Application of GIS in Mine Contamination and Associated Environmental ImpactsArsalan Syed, PMP
• The purpose of this project was to apply GIS and remote sensing methods to determine the spatial extent and level of pollution at mining sites in order to develop or implement the best approach and technique in prevention and reclamation.
• Two case studies were analyzed to understand the importance of remediation and the human, ecological, and socio-cultural impacts of acid mine drainage.
The presentation was given by Mr. Bas Kempen & Ms. V.L. Mulder, ISRIC, during the GSOC Mapping Global Training hosted by ISRIC - World Soil Information, 6 - 23 June 2017, Wageningen (The Netherlands).
Remote sensing application in agriculture & forestry_Dr Menon A R R (The Kera...India Water Portal
This presentation by Dr A R R Menon, Emeritus scientist, CED on Remote Sensing applications in agriculture and forestry was made at at the Kerala Environment Congress, Trivandrum organised by the Centre for Environment and Development
Application of Remote Sensing in AgricultureUTTAM KUMAR
Remote sensing has been found to be a valuable tool in evaluation, monitoring and management of land, water and crop resources. The launching of the Indian remote sensing satellite (IRS) has enhanced the capabilities for better utilization of this technology and significant progress has been made in soil and land cover mapping, land degradation studies, monitoring of waste land, assessment of crop conditions crop acreage and production estimates
Land Use / Land Cover Classification of kanniykumari Coast, Tamilnadu, India....IJERA Editor
The land use/ land cover details of Kanniyakuamri coast which is Located in the southern part of Tamil Nadu (India) is studied. Satellite imagery is used to identify the Land use/ Land cover status of the study area. The software like ERDAS and Arc GIS are used to demarcate the land use / Land cover features of Kanniyakuamari coast. Remote sensing and GIS provided consistent and accurate base line information than many of the conventional surveys employed for such a task. The total area of Kanniyakumari coast is 715 sq.km. The land use / land cover classes of the study area has been categorized into thirteen such as Plantation, Sandy area, Water logged area, Scrub forest, Crop Land, Water bodies, Land with scrub, Reserve forest, Land without Scrub, Salt area, Beach Ridge, Settlement and Fallow land on the basis NRSA Classifications. Among these categories, land with scrub land is predominantly found all over the study area, It is occupied about 336.36 sq.km (44.61 percent), Crop Land 273.82 sq.km(38.29 percent), water bodies lands sharing about 20.44 sq.km (2.85 percent ), settlement occupied with 6.96 sq.km (0.97 percent), and Fallow land was occupied 13.98 sq.km ( 1.95 percent ).
International Journal of Engineering and Science Invention (IJESI)inventionjournals
International Journal of Engineering and Science Invention (IJESI) is an international journal intended for professionals and researchers in all fields of computer science and electronics. IJESI publishes research articles and reviews within the whole field Engineering Science and Technology, new teaching methods, assessment, validation and the impact of new technologies and it will continue to provide information on the latest trends and developments in this ever-expanding subject. The publications of papers are selected through double peer reviewed to ensure originality, relevance, and readability. The articles published in our journal can be accessed online.
GEOMATICS ANALYSIS ON LAND USE LAND COVER CLASSIFICATION SYSTEM IN PRECAMBRIA...IAEME Publication
Earth's land use/land cover (LC/LU) classification provides information particularly on natural resources, mapping and monitoring. There is a significant change on LC/LU across the globe due to the climatic changes, rapid increase in population and over demand of the growing economic minerals. The present aim is to map, implement and monitor the land use/land cover classification using high-tech tools of geomatics in database generation, analyses and information extraction. Land use/land cover maps are prepared using satellite images in conjunction with collateral data like Survey of India (SoI) toposheets of 1:50,000 scale. Remote Sensing (RS) satellite data with its synoptic view and multispectral data provides essential information in proper planning of LU/LC
conditions of larger areas.
“Cadastral Maps for Socio-Economic Data Visualization and Integration for Lan...irjes
The impact of mining and mineral extraction activities can be significant on the surrounding land,
water and air bodies, in any operational area. The environmental degradation ranges from localized surface and
ground water contamination to the damaging effects of airborne pollutants on the regional ecosystem; which
need the properly designed geospatial database. The monitoring of these environmental impacts requires a userfriendly
and cost effective method to quantify the land cover changes over large time periods. Now-a-days, it
has become compulsory to use the remote sensing techniques for regular monitoring of these environmental
hazards in-and-around the mining areas using cadastral map. This paper provides a case study on the use of
geospatial techniques for environmental monitoring in the mining areas.
Landuse and Landcover Change Detection in Lalgudi Block, Tiruchirappalli Dist...IJERA Editor
In this paper an attempt has been carried out mapping and analysis the landuse and landcover change detection in Lalgudi block of Tiruchirappalli district using remote sensing and GIS techniques. The total area of the study area is 272.2 sq.km. It is located in the central part of Tamil Nadu. Landuse and Landcover change detection maps were generated and classified into agriculture land, built-up land, fallow land, natural vegetation, river sand, water bodies, and scrub without scrub land for the year 1990, 2000 and 2010 based on NRSA classification. Each landuse and landcover has been changed positively and negatively for the three decades, especially agriculture land, sandy area, natural vegetation and fallow land, which is about 19.62%, 6.56%, 13.16% and 14.91 percentages respectively.
INTEGRATED TECHNOLOGY OF DATA REMOTE SENSING AND GIS TECHNIQUES ASSESS THE LA...acijjournal
The present study focuses on the nature and pattern of urban expansion of Madurai city over its
surrounding region during the period from 2003 to 2013. Based on Its proximity to the Madurai city,
Preparation of various thematic data such Land use and Land cover using Land sat data. Create a land
use land cover map from satellite imagery using supervised classification. Find out the areas from the
classified data. The study is Based on secondary data, the satellite imagery has downloaded from GLCF
(Global Land Cover Facility) web site, for the study area (path101 row 67), the downloaded imagery
Subset using Imagery software to clip the study area. The clipped satellite imagery has Send to prepare the
land use and land cover map using supervised classification.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
Analysis of Changing Land Use Land Cover in Salinity Affected Coastal RegionIJERA Editor
Anthropogenic activities have induced many changes in land use over a period of three decades in a salinity
affected semi-arid region of coastal Saurashtra in Gujarat. To overcome water scarcity and quality issues, efforts
have been undertaken by state authorities to conserve and effectively use surface water resource to supplement
the irrigation and domestic water requirements. Surface water schemes implemented in the area have altered the
general land use conditions. In the present study, remotely sensed data coupled with ancillary data are used for
analysing the land use-land cover change. Supervised classification and post classification techniques are
employed to classify various land use-land cover classes and to detect changes, respectively. Landscape pattern
change has been studied by analysing the spatial pattern of land use land cover classes structure. The results
show that the region has experienced significant changes over a thirty year period. Growth in agricultural
activities, policies developed to conserve freshwater runoff, and increase in built-up area, are the main driving
forces behind these changes
International Journal of Engineering Research and DevelopmentIJERD Editor
• Electrical, Electronics and Computer Engineering,
• Information Engineering and Technology,
• Mechanical, Industrial and Manufacturing Engineering,
• Automation and Mechatronics Engineering,
• Material and Chemical Engineering,
• Civil and Architecture Engineering,
• Biotechnology and Bio Engineering,
• Environmental Engineering,
• Petroleum and Mining Engineering,
• Marine and Agriculture engineering,
• Aerospace Engineering.
Assessment of Land Use Land Cover Classification through Geospatial Approach:...Premier Publishers
Earth's land use/land cover (LC/LU) classification provides valuable information particularly on natural resources, mapping and its monitoring. There is a significant change on LC/LU across the globe due to the climatic changes, rapid increase in population and over demand of economic natural resources. Remote Sensing (RS) satellite data with its synoptic view and multispectral data provides essential information in proper planning of LU/LC conditions of larger areas. The study aims to map and monitor the existing LU/LC classification scientifically using geospatial tools in database generation, analyses and information extraction. Thematic maps of the study area are prepared using satellite images in conjunction with collateral data Survey of India (SoI) toposheets, forest and wasteland maps. An attempt have been made to delineate the Level-I, Level-II and Level-III LU/LC classification system through NRSC guidelines (2011) using both Digital Image Processing (DIP) and Visual Image Interpretation Techniques (VIIT) by GIS software’s with limited Ground Truth Check (GTC). More accurate classification is observed in case of digital technique as compared to that of visual technique in terms of area statistics. The final results highlight the potentiality of geospatial technique in optimal and sustainable land use planning of natural resource and its management.
Land use Land Cover Highlight for Jibia Local Government, Nigeriaijtsrd
Land use and land cover is very important for appropriate planning and budget of a community. In Jibia several activities are carried on the land without actually knowing the percentage of the land cover of features. Remote sensing and GIS technology are valuable tools in managing land use and land cover. This research described the land use and land cover coverage of the entire LGA land using Remote Sensing and GIS. Landsat Satellite imagery of 2009 of the study area was processed and classified into 5 groups namely Build up sharp sand, Farm Land trees, Vegetation shrubs, Water body and Barren land. Statistical analysis was employed to show the percentage distribution of the land. The study shows the percentage coverage of land physical feature which in turn describe the land use. The research revealed that agriculture is the major activity in the study area. It also concluded by recommending the need for adequate measures to avoid desert encroachment and government support to enhance agricultural produce. Lugga M. S | Babale Z. T | Yamel A. G "Land use Land Cover Highlight for Jibia Local Government, Nigeria" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-4 | Issue-4 , June 2020, URL: https://www.ijtsrd.com/papers/ijtsrd31134.pdf Paper Url :https://www.ijtsrd.com/other-scientific-research-area/other/31134/land-use-land-cover-highlight-for-jibia-local-government-nigeria/lugga-m-s
Similar to Application of Remote Sensing Techniques for Change Detection in Land Use/ Land Cover of Ratnagiri District, Maharashtra (20)
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This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
About
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Technical Specifications
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Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
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Application of Remote Sensing Techniques for Change Detection in Land Use/ Land Cover of Ratnagiri District, Maharashtra
1. IOSR Journal of Applied Geology and Geophysics (IOSR-JAGG)
e-ISSN: 2321–0990, p-ISSN: 2321–0982.Volume 3, Issue 6 Ver. II (Nov. - Dec. 2015), PP 55-60
www.iosrjournals.org
DOI: 10.9790/0990-03625560 www.iosrjournals.org 55 | Page
Application of Remote Sensing Techniques for Change Detection
in Land Use/ Land Cover of Ratnagiri District, Maharashtra
Balu L. Rathod 1
, Jagdish B. Sapkale 2
1
Assistant Professor, Department of Geography, Kankavli College, Kankavli, District- Sindhudurg,
Maharashtra, India (Ph.D. Scholar, Department of Geography, Shivaji University, Kolhapur)
2
Assistant Professor, Department of Geography, Shivaji University, Kolhapur, Maharashtra, India.
Abstract: Remote sensing data and imageries have been used for the assessment and monitoring of land use
and land cover changes, so that available resources of any region may be used properly. In the coastal areas of
Maharashtra, catastrophic and human interventions are highly influencing on coastal resources. Now there is
an urgent need to use the sustainable resources by reducing the rate of degradation. The present study is an
attempt to analysis the change detection in the major aspects of land use and land cover in the Ratnagiri district
of Maharashtra. Satellite images of the years 1989, 1999 and 2009 have been obtained from Global Land Cover
Facility (GLCF) & NRSC and used for the analysis of periodic changes in LULC of Ratnagiri.
Keywords: LISS-III, LULC, GLCF, Change detection, Degradation,
I. Introduction
The Ratnagiri district covers 8,16,433 hectares of the total area of the district having nine tehsils
(fig 1). Most of the part is covered by forest with undulating landscape. Various resources are available in the
district, but needs proper management. Therefore remote sensing techniques for monitoring the natural
resources is the proper way that can also give the information about the vulnerable sites of degradation from
time to time.
In the past three decades, there has been a growing trend in the development of the change detection
techniques using remote sensing data. Remote Sensing (RS) and Geographical Information System (GIS) are
now providing new tools for ecosystem management. The data is collected by remote sensing enables the
synoptic analysis of earth system functions; also change at local, regional and global scale over times. Such data
also provides an important link between intensive, localized ecological research and regional, national and
international conservation and management of biological diversity (Wilkie and Finn, 1996 ; Lillesand et al.,
2008). Land use is defined as the use of land for economic purpose by human beings. The land use includes
agricultural land, built-up land, recreational area, wildlife management area etc. Land cover refers to the
physical characteristics of earth‟s surface, distribution of vegetation, water, soil and other physical features of
the land including those created solely by human activities, e.g. settlement. (Anderson, 1976).
Figure : 1 Tehsil wise Area of Ratnagiri district
2. Application of Remote Sensing Techniques for Change Detection in Land Use/ Land Cover…
DOI: 10.9790/0990-03625560 www.iosrjournals.org 56 | Page
Land use refers to the purpose of land reserves, for example, recreation, wildlife habitat or agriculture.
Land use applications involve both baseline mapping and subsequent monitoring, since timely information is
required to know the current quantity of land and the type of its usage and to identify the land use changes from
year to year. Satellite remote sensing data i.e. images and soft data is the most common data source for change
detection, quantification, and mapping of LULC patterns and variations can be easily detected due to its
repetitive data acquisition, digital format suitable for computer processing, and accurate georeferencing
procedures (Anderson, 1976; Chen, Vierling, & Deering, 2005; Jensen, 2005; ). Change detection is the process
of identifying differences in the state of an object or phenomenon by observing it at different times. Essentially,
it involves the ability to quantify temporal effects using multi-temporal data sets. One of the major applications
of remotely-sensed data obtained from Earth-orbiting satellites is change detection because of repetitive
coverage at short intervals and consistent image quality (Anderson, 1976). Amount of degradation can be easily
accessed using these advances tools and techniques ( Sapkale & Rathod, 2014; 2015).
II. Data And Methods
Land use and land cover classification through supervised classification methods by using LANDSAT,
TM , Satellite image of Ratnagiri Coastal Resource for the years 1989 has been performed/ done. LANDSAT,
ETM, Satellite image of Ratnagiri Coastal Resource 1999 and LISS-III Satellite image of Ratnagiri Coastal
Resource 2009 were also used to carry out change detection analysis. Satellite images of the years 1989, 1999
and 2009 have been obtained from Global Land Cover Facility (GLCF) & NRSC. The resolution was 30 meters
for Landsat data and 23.5 m. LISS III image. The Land Use/ Land Cover classification has been performed
through supervised classification method using Digital Image Processing software. Erdas Imagine and ArcGIS
software are powerful tools for extracting the land use and land cover layers from Ratnagiri Coastal Resource.
III. Discussions And Results
LAND USE / LAND COVER MAPPING AND CHANGE ANALYSIS: The land use and land cover
classes includes agricultural land, vegetation, built up area, water bodies and fallow land. It is the broad
classification of the land use and land cover of study area.
CROPPED AREA: The cropped land may be defined broadly as land that is used primarily for
production of food and fodder. Cropped land occupies sizeable area. Rice, Vegetables are the major crops in this
region. In the year 1989 the cropped land is covered by 7.21% of the total area under these categories. In 1999
about 11.65% of the total area is under cropped in this region. In 2009 about 13.47% of the total area is under
cropped in this region. In Ratnagiri district the cropped area has increased by 1.82% in 20 years from 1989 to
2009. There is a positive change in agricultural land in these 20 years (table no. 1 to 5).
BUILTUP AREA :The built-up land cover is reported from Ratnagiri district in the year of 1989 is
0.10%. The total area covered by built-up land in the years 1999 and 2009 is 0.59% and 2.46% respectively. It
can be observed that in these 20 years, from 1989 to 2009 the builtup area has increased by 1.87%. There is a
positive change in builtup land in these 20 years.
Table No. 1
LAND USE / LAND COVER CLASSIFICATION IMAGE-YEAR-1989
Sr. No Class Name Area in Hectare Area in Percentage%
1 Built-up 10623 0.10
2 Cropped 757809 7.21
3 Open land 2128305 20.26
4 Dense forest 339202 3.22
5 Sparse forest 6671676 63.52
6 Water body 218784 2.08
7 Barren land 375732 3.57
Total Area 10502131 100
3. Application of Remote Sensing Techniques for Change Detection in Land Use/ Land Cover…
DOI: 10.9790/0990-03625560 www.iosrjournals.org 57 | Page
Source:- Based on Global Land Cover Facility (GLCF)
4. Application of Remote Sensing Techniques for Change Detection in Land Use/ Land Cover…
DOI: 10.9790/0990-03625560 www.iosrjournals.org 58 | Page
5. Application of Remote Sensing Techniques for Change Detection in Land Use/ Land Cover…
DOI: 10.9790/0990-03625560 www.iosrjournals.org 59 | Page
OPEN LAND AREA : In the Ratnagiri district some area covered with open land. The open land refers
the land may be uncultivated and unused land. In the year of 1989, the open land has occupied 22.92% of total
area of region. From 1999 to 2009, it is 22.92% and 11.17% respectively. In Ratnagiri district the open land
area has decreased by -11.75% in 20 years from 1989 to 2009. There is a negative change in open land area in
these 20 years.
DENSE FOREST AREA : The area under forest includes the land classified as forest under any legal
enactment dealing with forest or administrated for forest, whether state-owned or private, and whether wooded
or maintained as potential forest land. The areas where crops are raised in the forests and grazing lands or areas
open for grazing within the forests are included under forest area (National Commission on Agriculture, 1976).
The present Ratnagiri district is located in coastal and hilly region with uneven topography covered by dense
vegetation. Most of the area is under dense forests.
Table No. 2
LAND USE / LAND COVER CLASSIFICATION IMAGE-YEAR-1999
Sr. No Class Name Area in Hectare Area in Percentage%
1 Builtup 59722 0.59
2 Cropped 1171164 11.65
3 Open land 2302773 22.92
4 Dense forest 826064 8.22
5 Sparse forest 5337999 53.13
6 Water body 159428 1.58
7 Barren land 188264 1.87
Total Area 10045414 100
Table No. 3
LAND USE / LAND COVER CLASSIFICATION IMAGE-YEAR-2009
Sr. No Class Name Area in Hectare Area in Percentage%
1 Builtup 237421 2.45
2 Cropped 1298500 13.44
3 Open land 1077218 11.15
4 Dense forest 601475 6.22
5 Sparse forest 6008559 62.20
6 Water body 125540 1.29
7 Barren land 310192 3.21
Total Area 9658905 100
Table No. 4
LAND USE/ LAND COVER CHANGE FROM 1989 TO 1999
Year-1989 Year-1999 Difference Change
(1989 to
1999)
Sr.
No
Class Name Area in
Hectare
Area in % Area in
Hectare
Area in % Area in
Hectare
Area in %
1 Builtup 10623 0.10 59722 0.59 49099 0.49
2 Cropped 757809 7.21 1171164 11.65 413355 4.44
3 Open land 2128305 20.26 2302773 22.92 174468 2.66
4 Dense forest 339202 3.22 826064 8.22 486862 5.00
5 Sparse forest 6671676 63.52 5337999 53.13 -1333677 -10.39
6 Water body 218784 2.08 159428 1.58 -59356 -0.5
7 Barren land 375732 3.57 188264 1.87 -187468 -1.7
Total Area 10502131 100 10045414 100
6. Application of Remote Sensing Techniques for Change Detection in Land Use/ Land Cover…
DOI: 10.9790/0990-03625560 www.iosrjournals.org 60 | Page
In 1989, the dense forest area cover was 3.22% of the total area in study region. In 1999 and 2009 the
area of Ratnagiri district under dense forest area cover was 8.22% and 6.23% respectively. It can be observed
that in these 20 years, almost -1.99% dense forest area cover has decreased in the study region. There is a
negative change in dense forest area in these 20 years.
SPARSE FOREST AREA: The present Ratnagiri district is located in coastal and hilly region with
uneven topography covered by sparse vegetation. Most of the area is under sparse forests. In 1989, the sparse
forests cover was 63.52% of the total area in the study region. In 1999 and 2009 the area of Ratnagiri district
under sparse forests cover was 53.13% and 62.13% respectively. It can be observed that in these 20 years,
almost 9.00% sparse forests area cover has increased in the study region. There is a positive change in sparse
forests area cover in these 20 years.
WATER BODY: Water bodied includes estuary, wells, lakes, ponds, river and stream. The percentage
of water bodies in the region is 2.08% of the total area in the year 1989. The total area covered by water bodies
in the years 1999 and 2009 was 1.58% and 1.50% respectively. The area under water bodies in Ratnagiti district
has decreased increased from 1989 to 2009 by -0.08%. There is a negative change in dense forest area in these
20 years.
BARREN LAND: The Barren land cover is reported from Ratnagiri district in the year of 1989 is
3.57%. The total area covered by barren land in the years 1999 and 2009 is 1.87% and 3.01% respectively. In
Ratnagiri district the barren land area has increased by 1.14% in 20 years from 1989 to 2009. There is a positive
change in barren land area in these 20 years.
IV. Conclusion
Updated information about land use and land cover of the present study area will help to overcome the
problems in connection with the agricultural systems, forest cover, various infrastructures etc. Therefore it has
suggested that, Remote sensing, GIS, GPS techniques should be used continuously for the management and
development in the study area.
References
[1] Anderson, James Richard. A land use and land cover classification system for use with remote sensor data. Vol. 964. US
Government Printing Office, 1976.
[2] Chen, X., Vierling, L., & Deering, D., A simple and effective radiometric correction method to improve landscape change detection
across sensors and across time. Remote Sensing of Environment, 98(1), 63-79, 2005.
[3] Jensen, J. R. (2005). Introductorydigitalimageprocessing:Aremotesensingperspective (3rd Edn). Upper SaddleRiver, NJ:Prentice-Hall,2005.
[4] Lillesand, M.T., KIefer, W. R. andChipman, N, J. (2008). :Remotesensingand image interpretation (6th ed). JohnWileyand Sons, Inc, NewYork..
[5] Rathod, B.L, (2015) , “ Coastal Resource Management Using Remote Sensing and GIS Techniques: A Case Study of Ratnagiri
District, Maharashtra, (2015), Unpublished Ph.D. Dissertation.
[6] Rathod, B. L., Sapkale, J.B., Status ofAgriculture in Coastal Villages of Ratnagiri, Maharashtra.,. ,International Journal of Scientific and Engineering
Research, (IJSER), 6(9),1556-15592015.
[7] Sapkale, J.B., Rathod, B. L., “Kharlands-An Agrarian Disaster in CoastalAreas of Southern Ratnagiri, Maharashtra:AStudy Using Remote Sensing
and GIS”, InternationalRefereedJournalofEngineeringand Science (IRJES),3(6),71-78, 2014.
[8] Socio-economic Review and Statistical Abstract Ratnagiri District 1980-2013.
[9] Wilkie, D.S. and Finn, J.T. : „Remote Sensing Imagery for Natural Resources Monitoring‟. Columbia University Press, New York.,
P.P.- 295. 1996.
Table No. 5
LAND USE/ LAND COVER CHANGE FROM 1999 TO 2009
Year-1999 Year-2009 Difference Change (1999
to 2009)
Sr.
No
Class Name Area in
Hectare
Area in % Area in
Hectare
Area in
%
Area in
Hectare
Area in %
1 Builtup 59722 0.59 237421 2.46 177699 1.87
2 Cropped 1171164 11.65 1298500 13.47 127336 1.82
3 Open land 2302773 22.92 1077218 11.17 -1225555 -11.75
4 Dense forest 826064 8.22 601475 6.23 -224589 -1.99
5 Sparse forest 5337999 53.13 5989325 62.13 651326 9.00
6 Water body 159428 1.58 144776 1.50 -14652 -0.08
7 Barren land 188264 1.87 290864 3.01 102600 1.14
Total Area 10045414 100 9639579 100