IDEAS home Printed from https://ideas.repec.org/a/gam/jlands/v11y2022i5p595-d796832.html
   My bibliography  Save this article

Spatiotemporal Variation in Land Use Land Cover in the Response to Local Climate Change Using Multispectral Remote Sensing Data

Author

Listed:
  • Sajjad Hussain

    (Department of Environmental Sciences, COMSATS University Islamabad, Vehari Campus, Islamabad 61100, Pakistan
    These authors contributed equally to this work.)

  • Linlin Lu

    (Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China
    These authors contributed equally to this work.)

  • Muhammad Mubeen

    (Department of Environmental Sciences, COMSATS University Islamabad, Vehari Campus, Islamabad 61100, Pakistan)

  • Wajid Nasim

    (Department of Agronomy, University College of Agriculture and Environmental Sciences, The Islamia University of Bahawalpur (IUB), Bahawalpur 63100, Pakistan)

  • Shankar Karuppannan

    (Department of Applied Geology, School of Applied Natural Science, Adama Science & Technology University, Adama P.O. Box 1888, Ethiopia)

  • Shah Fahad

    (Department of Agronomy, The University of Haripur, Haripur 22620, Pakistan)

  • Aqil Tariq

    (State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan 430079, China)

  • B. G. Mousa

    (Mining and Petroleum Engineering Department, Faculty of Engineering, Al-Azhar University, Cairo 11884, Egypt)

  • Faisal Mumtaz

    (State Key Laboratory of Remote Sensing Sciences, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China
    University of Chinese Academy of Sciences (UCAS), Beijing 101408, China)

  • Muhammad Aslam

    (School of Computing Engineering and Physical Sciences, University of West of Scotland, Paisley G72 0LH, UK)

Abstract

Climate change is likely to have serious social, economic, and environmental impacts on farmers whose subsistence depends on nature. Land Use Land Cover (LULC) changes were examined as a significant tool for assessing changes at diverse temporal and spatial scales. Normalized Difference Vegetation Index (NDVI) has the potential ability to signify the vegetation structures of various eco-regions and provide valuable information as a remote sensing tool in studying vegetation phenology cycles. In this study, we used remote sensing and Geographical Information System (GIS) techniques with Maximum Likelihood Classification (MLC) to identify the LULC changes for 40 years in the Sahiwal District. Later, we conducted 120 questionnaires administered to local farmers which were used to correlate climate changes with NDVI. The LULC maps were prepared using MLC and training sites for the years 1981, 2001, and 2021. Regression analysis (R 2 ) was performed to identify the relationship between temperature and vegetation cover (NDVI) in the study area. Results indicate that the build-up area was increased from 7203.76 ha (2.25%) to 31,081.3 ha (9.70%), while the vegetation area decreased by 14,427.1 ha (4.5%) from 1981 to 2021 in Sahiwal District. The mean NDVI values showed that overall NDVI values decreased from 0.24 to 0.20 from 1981 to 2021. Almost 78% of farmers stated that the climate has been changing during the last few years, 72% of farmers stated that climate change had affected agriculture, and 53% of farmers thought that rainfall intensity had also decreased. The R 2 tendency showed that temperature and NDVI were negatively connected to each other. This study will integrate and apply the best and most suitable methods, tools, and approaches for equitable local adaptation and governance of agricultural systems in changing climate conditions. Therefore, this research outcome will also meaningfully help policymakers and urban planners for sustainable LULC management and strategies at the local level.

Suggested Citation

  • Sajjad Hussain & Linlin Lu & Muhammad Mubeen & Wajid Nasim & Shankar Karuppannan & Shah Fahad & Aqil Tariq & B. G. Mousa & Faisal Mumtaz & Muhammad Aslam, 2022. "Spatiotemporal Variation in Land Use Land Cover in the Response to Local Climate Change Using Multispectral Remote Sensing Data," Land, MDPI, vol. 11(5), pages 1-19, April.
    • Handle: RePEc:gam:jlands:v:11:y:2022:i:5:p:595-:d:796832
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2073-445X/11/5/595/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2073-445X/11/5/595/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Cohen, Barney, 2004. "Urban Growth in Developing Countries: A Review of Current Trends and a Caution Regarding Existing Forecasts," World Development, Elsevier, vol. 32(1), pages 23-51, January.
    2. Biswajit Nath & Zheng Niu & Ramesh P. Singh, 2018. "Land Use and Land Cover Changes, and Environment and Risk Evaluation of Dujiangyan City (SW China) Using Remote Sensing and GIS Techniques," Sustainability, MDPI, vol. 10(12), pages 1-32, December.
    3. Muhammad Fahad Baqa & Fang Chen & Linlin Lu & Salman Qureshi & Aqil Tariq & Siyuan Wang & Linhai Jing & Salma Hamza & Qingting Li, 2021. "Monitoring and Modeling the Patterns and Trends of Urban Growth Using Urban Sprawl Matrix and CA-Markov Model: A Case Study of Karachi, Pakistan," Land, MDPI, vol. 10(7), pages 1-17, July.
    4. Zhenfeng Shao & Lin Ding & Deren Li & Orhan Altan & Md. Enamul Huq & Congmin Li, 2020. "Exploring the Relationship between Urbanization and Ecological Environment Using Remote Sensing Images and Statistical Data: A Case Study in the Yangtze River Delta, China," Sustainability, MDPI, vol. 12(14), pages 1-28, July.
    5. Konrad Hentze & Frank Thonfeld & Gunter Menz, 2016. "Evaluating Crop Area Mapping from MODIS Time-Series as an Assessment Tool for Zimbabwe’s “Fast Track Land Reform Programme”," PLOS ONE, Public Library of Science, vol. 11(6), pages 1-22, June.
    6. Muhammad Majeed & Aqil Tariq & Muhammad Mushahid Anwar & Arshad Mahmood Khan & Fahim Arshad & Faisal Mumtaz & Muhammad Farhan & Lili Zhang & Aroosa Zafar & Marjan Aziz & Sanaullah Abbasi & Ghani Rahma, 2021. "Monitoring of Land Use–Land Cover Change and Potential Causal Factors of Climate Change in Jhelum District, Punjab, Pakistan, through GIS and Multi-Temporal Satellite Data," Land, MDPI, vol. 10(10), pages 1-17, September.
    7. Shahzeen Z. Attari & David H. Krantz & Elke U. Weber, 2019. "Climate change communicators’ carbon footprints affect their audience’s policy support," Climatic Change, Springer, vol. 154(3), pages 529-545, June.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Amba Shalishe & Anirudh Bhowmick & Kumneger Elias, 2023. "Agricultural drought analysis and its association among land surface temperature, soil moisture and precipitation in Gamo Zone, Southern Ethiopia: a remote sensing approach," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 117(1), pages 57-70, May.
    2. Tiberiu Iancu & Valentina Constanta Tudor & Eduard Alexandru Dumitru & Cristina Maria Sterie & Marius Mihai Micu & Dragos Smedescu & Liviu Marcuta & Elena Tonea & Paula Stoicea & Catalin Vintu & Andy , 2022. "A Scientometric Analysis of Climate Change Adaptation Studies," Sustainability, MDPI, vol. 14(19), pages 1-20, October.
    3. Huanhuan Yuan & Jianliang Zhang & Zhi Wang & Zhedong Qian & Xiaoyue Wang & Wanggu Xu & Haonan Zhang, 2023. "Multi-Temporal Change of LULC and Its Impact on Carbon Storage in Jiangsu Coastal, China," Land, MDPI, vol. 12(10), pages 1-15, October.
    4. Sajjad Hussain & Muhammad Mubeen & Wajid Nasim & Shah Fahad & Musaddiq Ali & Muhammad Azhar Ehsan & Ali Raza, 2023. "Investigation of Irrigation Water Requirement and Evapotranspiration for Water Resource Management in Southern Punjab, Pakistan," Sustainability, MDPI, vol. 15(3), pages 1-16, January.
    5. Seema Mehra Parihar & Vijendra Kumar Pandey & Anshu & Karuna Shree & Khusro Moin & Mohammed Baber Ali & Kanchana Narasimhan & Jeetesh Rai & Azka Kamil, 2022. "Land Use Dynamics and Impact on Regional Climate Post-Tehri Dam in the Bhilangana Basin, Garhwal Himalaya," Sustainability, MDPI, vol. 14(16), pages 1-16, August.
    6. Sanghun Son & Seong-Hyeok Lee & Jaegu Bae & Minji Ryu & Doi Lee & So-Ryeon Park & Dongju Seo & Jinsoo Kim, 2022. "Land-Cover-Change Detection with Aerial Orthoimagery Using SegNet-Based Semantic Segmentation in Namyangju City, South Korea," Sustainability, MDPI, vol. 14(19), pages 1-13, September.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Milad Asadi & Amir Oshnooei-Nooshabadi & Samira-Sadat Saleh & Fattaneh Habibnezhad & Sonia Sarafraz-Asbagh & John Lodewijk Van Genderen, 2022. "Urban Sprawl Simulation Mapping of Urmia (Iran) by Comparison of Cellular Automata–Markov Chain and Artificial Neural Network (ANN) Modeling Approach," Sustainability, MDPI, vol. 14(23), pages 1-16, November.
    2. Syalie Liu & Sacha Altay & Hugo Mercier, 2022. "Being green or being nice? People are more likely to share nicer but potentially less impactful green messages," Climatic Change, Springer, vol. 174(1), pages 1-14, September.
    3. Wang, Bo & Li, Fan & Feng, Shuyi & Shen, Tong, 2020. "Transfer of development rights, farmland preservation, and economic growth: a case study of Chongqing’s land quotas trading program," Land Use Policy, Elsevier, vol. 95(C).
    4. Ge Wang & Ziqi Zhou & Jianguo Xia & Dinghua Ou & Jianbo Fei & Shunya Gong & Yuxiao Xiang, 2023. "Optimal Allocation of Territorial Space in the Minjiang River Basin Based on a Double Optimization Simulation Model," Land, MDPI, vol. 12(11), pages 1-26, October.
    5. Fikri Zul Fahmi, 2015. "Regional Distribution of Creative and Cultural Industries in Indonesia," ERSA conference papers ersa15p914, European Regional Science Association.
    6. Laurent Parrot & Clovis Dongmo & Michel Ndoumbé & Christine Poubom, 2008. "Horticulture, livelihoods, and urban transition in Africa: evidence from South‐West Cameroon," Agricultural Economics, International Association of Agricultural Economists, vol. 39(2), pages 245-256, September.
    7. Ulep, Valerie Gilbert T. & Ortiz, Danica Aisa P. & Go, John Juliard & Duante, Charmaine & Gonzales, Rosa C. & Mendoza, Laurita R. & Reyes, Clarissa & Elgo, Frances Rose & Aldeon, Melanie P., 2012. "Inequities in Noncommunicable Diseases," Discussion Papers DP 2012-04, Philippine Institute for Development Studies.
    8. Friederike Hartz, 2024. "“We are not droids”– IPCC participants’ senses of responsibility and affective experiences across the production, assessment, communication and enactment of climate science," Climatic Change, Springer, vol. 177(6), pages 1-21, June.
    9. Wafaa Majeed Mutashar Al-Hameedi & Jie Chen & Cheechouyang Faichia & Biswajit Nath & Bazel Al-Shaibah & Ali Al-Aizari, 2022. "Geospatial Analysis of Land Use/Cover Change and Land Surface Temperature for Landscape Risk Pattern Change Evaluation of Baghdad City, Iraq, Using CA–Markov and ANN Models," Sustainability, MDPI, vol. 14(14), pages 1-31, July.
    10. Wei Wang & Yuzhe Wu, 2020. "Exploring the Coordination Mechanism for Public Housing Supply with Urban Growth Management: A Case Study of Chongqing, China," Sustainability, MDPI, vol. 12(10), pages 1-16, May.
    11. Sean Fox & Robin Bloch & Jose Monroy, 2018. "Understanding the dynamics of Nigeria’s urban transition: A refutation of the ‘stalled urbanisation’ hypothesis," Urban Studies, Urban Studies Journal Limited, vol. 55(5), pages 947-964, April.
    12. Sajjad Hussain & Muhammad Mubeen & Wajid Nasim & Shah Fahad & Musaddiq Ali & Muhammad Azhar Ehsan & Ali Raza, 2023. "Investigation of Irrigation Water Requirement and Evapotranspiration for Water Resource Management in Southern Punjab, Pakistan," Sustainability, MDPI, vol. 15(3), pages 1-16, January.
    13. Tandel, Vaidehi & Hiranandani, Komal & Kapoor, Mudit, 2019. "What’s in a definition? A study on the suitability of the current urban definition in India through its employment guarantee programme," Journal of Asian Economics, Elsevier, vol. 60(C), pages 69-84.
    14. Jing Yang & Feng Shi & Yizhong Sun & Jie Zhu, 2019. "A Cellular Automata Model Constrained by Spatiotemporal Heterogeneity of the Urban Development Strategy for Simulating Land-use Change: A Case Study in Nanjing City, China," Sustainability, MDPI, vol. 11(15), pages 1-19, July.
    15. Gurgel, Angelo Costa, 2007. "Trade Agreements and their Impacts on the Familiar Agriculture in Brazil," Conference papers 331587, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
    16. José Armando Cobián Álvarez & Budy P. Resosudarmo, 2019. "The cost of floods in developing countries’ megacities: a hedonic price analysis of the Jakarta housing market, Indonesia," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 21(4), pages 555-577, October.
    17. Rebecca Rasch, 2014. "Measuring the Middle Class in Middle Income Countries," LIS Working papers 611, LIS Cross-National Data Center in Luxembourg.
    18. Willem Paling, 2012. "Planning a Future for Phnom Penh: Mega Projects, Aid Dependence and Disjointed Governance," Urban Studies, Urban Studies Journal Limited, vol. 49(13), pages 2889-2912, October.
    19. Jill Wigle, 2010. "Social Relations, Property and ‘Peripheral’ Informal Settlement: The Case of Ampliación San Marcos, Mexico City," Urban Studies, Urban Studies Journal Limited, vol. 47(2), pages 411-436, February.
    20. Michail Fragkias & Karen C Seto, 2007. "Modeling Urban Growth in Data-Sparse Environments: A New Approach," Environment and Planning B, , vol. 34(5), pages 858-883, October.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jlands:v:11:y:2022:i:5:p:595-:d:796832. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.