Impact of Land-use Change on Agricultural Production & Accuracy Assessment through Confusion Matrix

Muhammad Jawad Sajid, M. Mohsin, Tabasam Jamal, M. Mobeen, Abdur Rehman, Anum Rafique
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引用次数: 2

Abstract

Land modification and its allied resources have progressively become a severe problem presently pulling the worldwide attention and now it rests at the central point of the conservation of the environment and sustainability. The present research aimed to examine the land-use changes and their impact on agricultural production using remote sensing and GIS techniques over the study area that comprised of Tehsil Shorkot, District Jhang, Punjab, Pakistan. Images were pre-processed by using the Arc GIS and ERDAS Imagine 15 software for stacking of the layers, sub-setting, and mosaicking of the satellite bands. After the pre-processing of the images, supervised image classification scheme was applied by employing a maximum likelihood algorithm to recognize the land-use changes which have been observed in the area under study. The area under water was occupied 9.6 km2 in 2010 that increased to 21.04 km2 in 2015 and decreased to 19.4 km2in 2020. Built-up land was 16.6 km2 in 2010 that increased to 19.4 km2 in 2015 and 26.8 km2 in 2020. The total area under vegetation was computed as 513.2 km2 in 2010 that increased to 601.6km2 in 2015 and further increased to 717.7 km2in 2020. Forest land use showed decreasing trend as the covered area in 2010 was occupied 90.8 km2 that decreased to 86.7 km2 in 2015 and further decreased to 61.84 km2 in 2020. In 2010, barren land use was occupied 528.54 km2 that considerably decreased to 429.64 km2 in 2015 further decreased to 333.1 km2 in 2020. Barren land drastically decreased into watered, built-up, and vegetation land uses. The findings of this study will be helpful for the future conservation of various land-use types, urban and regional planning, and an increase in agricultural production of various crops in the study area.
土地利用变化对农业生产的影响&基于混淆矩阵的准确性评估
土地改造及其相关资源已逐渐成为目前引起全世界关注的一个严重问题,现在它处于保护环境和可持续性的中心位置。本研究旨在利用遥感和地理信息系统技术,研究包括巴基斯坦旁遮普省Jhang区Tehsil Shorkot在内的研究区域的土地利用变化及其对农业生产的影响。利用Arc GIS和ERDAS Imagine 15软件对图像进行预处理,对卫星波段进行图层叠加、亚设置和拼接。在对图像进行预处理后,采用最大似然算法对研究区域内已观测到的土地利用变化进行监督分类。水下面积从2010年的9.6 km2增加到2015年的21.04 km2,到2020年减少到19.4 km2。2010年建成区用地为16.6 km2, 2015年为19.4 km2, 2020年为26.8 km2。植被覆盖面积2010年为513.2 km2, 2015年增加到601.6km2, 2020年进一步增加到717.7 km2。森林土地利用呈减少趋势,2010年覆盖面积为90.8 km2, 2015年减少至86.7 km2, 2020年进一步减少至61.84 km2。2010年荒地面积为528.54 km2, 2015年减少到429.64 km2, 2020年减少到333.1 km2。贫瘠的土地急剧减少,变成了有水、有建筑、有植被的土地。本研究结果将为未来研究区各种土地利用类型的保护、城市和区域规划以及各种作物的农业产量的增加提供参考。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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