巴基斯坦旁遮普省草地动态研究:整合LULC、LST和遥感进行生态系统分析(2000-2020)

IF 2.4 3区 环境科学与生态学 Q2 ECOLOGY
Li Feng , Iram Naz , Abdul Quddoos , Zeeshan Zafar , Menglan Gan , Muhammad Aslam , Zeenat Khadim Hussain , Walid Soufan , Khalid F. Almutairi
{"title":"巴基斯坦旁遮普省草地动态研究:整合LULC、LST和遥感进行生态系统分析(2000-2020)","authors":"Li Feng ,&nbsp;Iram Naz ,&nbsp;Abdul Quddoos ,&nbsp;Zeeshan Zafar ,&nbsp;Menglan Gan ,&nbsp;Muhammad Aslam ,&nbsp;Zeenat Khadim Hussain ,&nbsp;Walid Soufan ,&nbsp;Khalid F. Almutairi","doi":"10.1016/j.rama.2024.09.008","DOIUrl":null,"url":null,"abstract":"<div><div>Rangelands, covering 40% of Earth's land surface, play a crucial role in global ecosystem services and local livelihoods. In Punjab, Pakistan, these ecosystems face significant pressures from land-use changes and climate variability. This study aims to assess rangeland dynamics in Punjab's Khushab and Bhakkar districts from 2000 to 2020 using multitemporal satellite imagery and geospatial analysis. We integrated Land Use Land Cover (LULC) classification, Land Surface Temperature (LST) analysis, and vegetation indices to provide a comprehensive assessment of rangeland conditions. Random Forest and Support Vector Machine classifiers were employed for LULC mapping, achieving overall accuracies above 85%. Results reveal a significant decline in rangeland areas, from 9% (1 338.1 km²) in 2000 to 7% (983.7 km²) in 2020, primarily due to conversion to cropland. LST analysis showed an increase in both minimum (from 26.47 to 28.19°C) and maximum (from 44.60 to 47.44°C) temperatures. Vegetation indices indicated complex dynamics, with improvements in vegetation cover but periods of stress observed. These findings highlight the vulnerability of Punjab's rangelands to land-use changes and climate variability, emphasizing the need for targeted conservation strategies and sustainable land management practices. The study demonstrates the effectiveness of integrated remote sensing approaches in monitoring rangeland ecosystems and provides a foundation for evidence-based policy decisions to balance agricultural development with rangeland conservation in semiarid regions.</div></div>","PeriodicalId":49634,"journal":{"name":"Rangeland Ecology & Management","volume":"98 ","pages":"Pages 377-388"},"PeriodicalIF":2.4000,"publicationDate":"2024-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Exploring Rangeland Dynamics in Punjab, Pakistan: Integrating LULC, LST, and Remote Sensing for Ecosystem Analysis (2000–2020)\",\"authors\":\"Li Feng ,&nbsp;Iram Naz ,&nbsp;Abdul Quddoos ,&nbsp;Zeeshan Zafar ,&nbsp;Menglan Gan ,&nbsp;Muhammad Aslam ,&nbsp;Zeenat Khadim Hussain ,&nbsp;Walid Soufan ,&nbsp;Khalid F. Almutairi\",\"doi\":\"10.1016/j.rama.2024.09.008\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Rangelands, covering 40% of Earth's land surface, play a crucial role in global ecosystem services and local livelihoods. In Punjab, Pakistan, these ecosystems face significant pressures from land-use changes and climate variability. This study aims to assess rangeland dynamics in Punjab's Khushab and Bhakkar districts from 2000 to 2020 using multitemporal satellite imagery and geospatial analysis. We integrated Land Use Land Cover (LULC) classification, Land Surface Temperature (LST) analysis, and vegetation indices to provide a comprehensive assessment of rangeland conditions. Random Forest and Support Vector Machine classifiers were employed for LULC mapping, achieving overall accuracies above 85%. Results reveal a significant decline in rangeland areas, from 9% (1 338.1 km²) in 2000 to 7% (983.7 km²) in 2020, primarily due to conversion to cropland. LST analysis showed an increase in both minimum (from 26.47 to 28.19°C) and maximum (from 44.60 to 47.44°C) temperatures. Vegetation indices indicated complex dynamics, with improvements in vegetation cover but periods of stress observed. These findings highlight the vulnerability of Punjab's rangelands to land-use changes and climate variability, emphasizing the need for targeted conservation strategies and sustainable land management practices. The study demonstrates the effectiveness of integrated remote sensing approaches in monitoring rangeland ecosystems and provides a foundation for evidence-based policy decisions to balance agricultural development with rangeland conservation in semiarid regions.</div></div>\",\"PeriodicalId\":49634,\"journal\":{\"name\":\"Rangeland Ecology & Management\",\"volume\":\"98 \",\"pages\":\"Pages 377-388\"},\"PeriodicalIF\":2.4000,\"publicationDate\":\"2024-10-29\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Rangeland Ecology & Management\",\"FirstCategoryId\":\"93\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1550742424001714\",\"RegionNum\":3,\"RegionCategory\":\"环境科学与生态学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"ECOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Rangeland Ecology & Management","FirstCategoryId":"93","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1550742424001714","RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ECOLOGY","Score":null,"Total":0}
引用次数: 0

摘要

牧场占地球陆地面积的40%,在全球生态系统服务和当地生计中发挥着至关重要的作用。在巴基斯坦的旁遮普,这些生态系统面临着来自土地利用变化和气候变化的巨大压力。本研究旨在利用多时相卫星图像和地理空间分析评估旁遮普邦Khushab和Bhakkar地区2000年至2020年的牧场动态。我们将土地利用、土地覆盖(LULC)分类、地表温度(LST)分析和植被指数相结合,对草地状况进行综合评价。采用随机森林和支持向量机分类器进行LULC映射,总体准确率在85%以上。结果显示,牧地面积显著减少,从2000年的9% (1 338.1 km²)下降到2020年的7% (983.7 km²),主要原因是转为耕地。LST分析显示,最低温度(从26.47°C增加到28.19°C)和最高温度(从44.60°C增加到47.44°C)均有所增加。植被指数显示出复杂的动态变化,植被覆盖度有所改善,但也存在胁迫期。这些发现突出了旁遮普牧场对土地利用变化和气候变率的脆弱性,强调了有针对性的保护战略和可持续土地管理实践的必要性。该研究证明了综合遥感方法在监测牧地生态系统中的有效性,并为半干旱区平衡农业发展与牧地保护的循证决策提供了基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Exploring Rangeland Dynamics in Punjab, Pakistan: Integrating LULC, LST, and Remote Sensing for Ecosystem Analysis (2000–2020)
Rangelands, covering 40% of Earth's land surface, play a crucial role in global ecosystem services and local livelihoods. In Punjab, Pakistan, these ecosystems face significant pressures from land-use changes and climate variability. This study aims to assess rangeland dynamics in Punjab's Khushab and Bhakkar districts from 2000 to 2020 using multitemporal satellite imagery and geospatial analysis. We integrated Land Use Land Cover (LULC) classification, Land Surface Temperature (LST) analysis, and vegetation indices to provide a comprehensive assessment of rangeland conditions. Random Forest and Support Vector Machine classifiers were employed for LULC mapping, achieving overall accuracies above 85%. Results reveal a significant decline in rangeland areas, from 9% (1 338.1 km²) in 2000 to 7% (983.7 km²) in 2020, primarily due to conversion to cropland. LST analysis showed an increase in both minimum (from 26.47 to 28.19°C) and maximum (from 44.60 to 47.44°C) temperatures. Vegetation indices indicated complex dynamics, with improvements in vegetation cover but periods of stress observed. These findings highlight the vulnerability of Punjab's rangelands to land-use changes and climate variability, emphasizing the need for targeted conservation strategies and sustainable land management practices. The study demonstrates the effectiveness of integrated remote sensing approaches in monitoring rangeland ecosystems and provides a foundation for evidence-based policy decisions to balance agricultural development with rangeland conservation in semiarid regions.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Rangeland Ecology & Management
Rangeland Ecology & Management 农林科学-环境科学
CiteScore
4.60
自引率
13.00%
发文量
87
审稿时长
12-24 weeks
期刊介绍: Rangeland Ecology & Management publishes all topics-including ecology, management, socioeconomic and policy-pertaining to global rangelands. The journal''s mission is to inform academics, ecosystem managers and policy makers of science-based information to promote sound rangeland stewardship. Author submissions are published in five manuscript categories: original research papers, high-profile forum topics, concept syntheses, as well as research and technical notes. Rangelands represent approximately 50% of the Earth''s land area and provision multiple ecosystem services for large human populations. This expansive and diverse land area functions as coupled human-ecological systems. Knowledge of both social and biophysical system components and their interactions represent the foundation for informed rangeland stewardship. Rangeland Ecology & Management uniquely integrates information from multiple system components to address current and pending challenges confronting global rangelands.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信