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Web-Gis and Artificial Intelligence A Panacean for Agriculture Advancement in Developing Countries - A Review 网络地理信息和人工智能是促进发展中国家农业发展的灵丹妙药--综述
Pub Date : 2024-06-04 DOI: 10.54536/ajgt.v3i1.2769
Ijaware Victor Ayodele
Agricultural contributions to the economies of developing countries, including Nigeria, have been declining. This paper proposes leveraging Web-GIS and artificial intelligence (AI) to rejuvenate agriculture in these regions. It aims to dissect the components of Web GIS, examine spatial data capture methods, delve into AI for image processing, and develop revenue-generating strategies to boost Nigeria’s agricultural sector. Despite substantial capital investment, agricultural outputs remain below expectations, primarily due to informational gaps regarding land use, planting techniques, and storage. The bureaucratic management of public agricultural sectors further delays disseminating research findings to farmers. Adopting Web-GIS and AI offers a modern solution to these challenges, facilitating real-time analysis and communication of vital information related to soil conditions, farmer challenges, and broader socio-economic and environmental concerns. This approach promises to elevate agricultural practices by integrating technologies like the Internet of Things, GIS, and extensive data-sharing capabilities across the web. The paper emphasizes the potential of ubiquitous smartphone use and widespread internet connectivity to transform agricultural information dissemination. It advocates for leveraging the digital infrastructure of smart cities to enhance access to agricultural data, ultimately improving farming practices across Nigeria. The fusion of Web-GIS and AI with existing telecommunications networks presents a viable path forward, enabling farmers to make informed decisions, improve productivity, and contribute more significantly to the national economy.
农业对包括尼日利亚在内的发展中国家的经济贡献一直在下降。本文建议利用网络地理信息系统(Web-GIS)和人工智能(AI)来振兴这些地区的农业。本文旨在剖析网络地理信息系统的组成部分,研究空间数据捕获方法,深入探讨用于图像处理的人工智能,并制定促进尼日利亚农业部门发展的创收战略。尽管投入了大量资本,但农业产出仍然低于预期,这主要是由于在土地利用、种植技术和储存方面存在信息差距。公共农业部门的官僚化管理进一步延误了向农民传播研究成果的工作。采用网络地理信息系统(Web-GIS)和人工智能为应对这些挑战提供了现代化的解决方案,有助于实时分析和交流与土壤条件、农民面临的挑战以及更广泛的社会经济和环境问题相关的重要信息。这种方法通过整合物联网、地理信息系统和广泛的网络数据共享功能等技术,有望提升农业实践水平。本文强调了智能手机的普及和互联网的广泛连接在改变农业信息传播方面的潜力。它主张利用智慧城市的数字基础设施来提高农业数据的获取能力,最终改善尼日利亚全国的农业实践。网络-地理信息系统和人工智能与现有电信网络的融合提供了一条可行的前进道路,使农民能够做出明智的决策,提高生产率,为国民经济做出更大贡献。
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引用次数: 0
Steady-State Harmonic and Time Domain Point Absorber Modelling 稳态谐波和时域点吸收器建模
Pub Date : 2024-06-01 DOI: 10.54536/ajgt.v3i1.2882
Saad Al-Sahlawi, Garvey Seamus, Kathy Johnson
This paper analysed the development of a steady-state harmonic model which, along the vertical axis, can simulate a single buoy’s motion with one degree of freedom (heave). The model can optimise a buoy’s geometric and control parameters to maximise power absorption from incident waves. The steady-state model revealed that at resonance, maximum power absorption of the buoy occurred in two region values with either low or high range of values of radiation damping coefficient (c2). In practice, achieving operation in the low c2 region is difficult. Therefore, it is recommended that the devices be designed to operate in the high c2 region to increase power capture. The model also revealed the best value for c1 (PTO damping coefficient) when the buoy with the peak frequency of the sea state is at resonance, and its mass is optimum. The PTO device size can therefore be manufactured accordingly to maximise power absorption. Out of all the tested buoy shapes (spike, bullet, and bi-cone), the bi-cone (60o/120o) buoy performed the best, and its response was most similar to the optimum mass response predicted by the model.
本文分析了稳态谐波模型的开发情况,该模型沿垂直轴可模拟单个浮标的单自由度运动(波浪)。该模型可优化浮标的几何和控制参数,以最大限度地吸收入射波的功率。稳态模型显示,在共振时,浮标的最大功率吸收发生在辐射阻尼系数(c2)值范围较低或较高的两个区域。实际上,要在低 c2 区域实现运行是很困难的。因此,建议将设备设计为在高 c2 区域运行,以提高功率捕获率。该模型还揭示了当海况峰值频率的浮标处于共振时 c1(PTO 阻尼系数)的最佳值,且其质量为最佳。因此,可以相应地制造 PTO 装置的尺寸,以最大限度地吸收功率。在所有测试过的浮标形状(尖头、子弹头和双锥体)中,双锥体(60o/120o)浮标的性能最好,其响应与模型预测的最佳质量响应最为相似。
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引用次数: 0
Geospatial Analysis of Archaeological Sites in Ikara Local Government Area of Kaduna State, Nigeria 尼日利亚卡杜纳州伊卡拉地方政府区考古遗址的地理空间分析
Pub Date : 2024-04-10 DOI: 10.54536/ajgt.v3i1.2447
Qasim Abubakar Ahmad, Nafiu Garba Umar
Ikara Local Government Area of Kaduna State, Nigeria has rich and diverse archaeological heritage. The research employed geospatial technologies, including Geographic Information Systems (GIS) and remote sensing, to analyze and document the archaeological sites in Ikara. The research aims to assess the Geospatial distribution of Archaeological sites in the study area by mapping to locate the Archaeological sites in the study area, determine the pattern of distribution of the Archaeological sites and examine the finds and features in the sites. The research employed a mixed-method approach that combines field surveys, archival research, and geospatial analysis. The research findings show fifteen (15) archaeological sites dispersedly distributed across the Eight (8) wards in the study area with Ikara ward having the highest number of archaeological sites. Also, the dominant cultural materials across the sites are finds in forms of potsherds and features in form of House foundation. The cultural remains on the Archaeological sites are House foundations, mounds, granary, potsherds, iron slag, open grave, stone tools and grinding stones. Based on the findings, dispersed pattern of the Archaeological sites in the study area was deduced from the data collected especially at the southern part of the area of study where the sites are found to be most concentrated. Base on the research findings, it is recommended that further research shall be undertaken using GIS and Remote Sensing Technology for effective Archaeological site discovery, management and preservation.
尼日利亚卡杜纳州伊卡拉地方政府区拥有丰富多样的考古遗产。研究采用了地理信息系统(GIS)和遥感等地理空间技术来分析和记录伊卡拉的考古遗址。研究旨在通过绘制地图确定研究区域考古遗址的位置,确定考古遗址的分布模式,并检查遗址中的发现和特征,从而评估研究区域考古遗址的地理空间分布情况。研究采用了混合方法,将实地调查、档案研究和地理空间分析相结合。研究结果表明,15 个考古遗址分散在研究区的八(8)个选区,其中伊卡拉选区的考古遗址数量最多。此外,这些遗址的主要文化材料是陶器和房屋地基。考古遗址上的文化遗存包括房基、土丘、粮仓、陶器、铁渣、露天墓、石器和磨石。根据研究结果,从收集到的数据推断出研究区域考古遗址的分散格局,尤其是在遗址最为集中的研究区域南部。根据研究结果,建议利用地理信息系统和遥感技术开展进一步研究,以便有效地发现、管理和保护考古遗址。
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引用次数: 0
Forms and Distribution of Phosphorus along A Toposequence at the University of Benin, Nigeria 尼日利亚贝宁大学地形序列中磷的形式和分布
Pub Date : 2024-04-02 DOI: 10.54536/ajgt.v3i1.2591
Godspower Oke Omokaro, Kolawole Agoro Abiola, Anthonia Bakare, E. Airueghian, Ikioukenigha Michael
The experiment was conducted at University of Benin, Nigeria, involving soil samples from four toposequence sites (Crest, Middle, Lower, and Bottom) at different depths (0-15 cm, 15-30 cm, and 30-45 cm). A total of 36 samples were collected and analyzed for various parameters using standard procedures. The parameters included particle size distribution, pH, total organic carbon (TOC), total nitrogen (N), available phosphorus (P), Carbon (C), Hydrogen (H), Magnesium (Mg), Potassium (K), Sodium (Na), ECEC, and Aluminum (Al). Results indicated that pH was lowest in the Crest area (pH 4.10 at 30-45 cm depth) and highest in the Bottom area (pH 5.80 at 0-15 cm to 30-45 cm depth). Different soil properties showed varying highest values across the toposequence depths. These properties included Total organic C, Total N, Available P, Ca, K, Mg, H, Na, ECEC, sand content, and the various forms of phosphorus. The correlation table revealed significant positive and negative relationships between different forms of phosphorus and various soil physical and chemical properties. The experiment demonstrated distinct variations in soil properties along the toposequence sites and depths. The findings contribute to a better understanding of soil characteristics in the studied region, aiding in informed agricultural practices and land management decisions.
实验在尼日利亚贝宁大学进行,涉及四个不同深度(0-15 厘米、15-30 厘米和 30-45 厘米)的地表序列点(山顶、中部、下部和底部)的土壤样本。共收集了 36 份样本,并采用标准程序对各种参数进行了分析。这些参数包括粒度分布、pH 值、总有机碳 (TOC)、总氮 (N)、可利用磷 (P)、碳 (C)、氢 (H)、镁 (Mg)、钾 (K)、钠 (Na)、ECEC 和铝 (Al)。结果表明,丘陵地区的 pH 值最低(30-45 厘米深处的 pH 值为 4.10),而底部地区的 pH 值最高(0-15 厘米至 30-45 厘米深处的 pH 值为 5.80)。不同的土壤特性在不同的地层深度显示出不同的最高值。这些特性包括总有机碳、总氮、可利用磷、钙、钾、镁、钙、镁、钙、锌、ECEC、含沙量和各种形式的磷。相关表显示,不同形式的磷与各种土壤理化性质之间存在明显的正相关和负相关。实验表明,土壤特性在不同地层和深度存在明显差异。这些发现有助于更好地了解所研究地区的土壤特性,有助于做出明智的农业实践和土地管理决策。
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引用次数: 0
GIS and Artificial Intelligence Application in Smart Forest Ecosystem Sustainability Evaluation of Olokemeji Forest Reserve, Ogun State, Nigeria 尼日利亚奥贡州 Olokemeji 森林保护区智能森林生态系统可持续性评估中的地理信息系统和人工智能应用
Pub Date : 2024-04-02 DOI: 10.54536/ajgt.v3i1.2621
V. A. Ijaware
The increase in human population over the years has accelerated growth in anthropogenic activities, which have led to the conversion of forest reserves to other land uses. In the sequel, it has become imperative for researchers to focus on the mapping of forest reserves through the use of GIS and Artificial Intelligence (AI) with time-efficient, automated, and low-cost methods to preserve the existing forest reserve and its sustainability evaluation implementation. This research aimed at utilizing GIS and artificial intelligence applications in smart forest ecosystem sustainability evaluation of Olokemeji forest reserve, Ogun State, with the following objectives: (i.) assessment of the current state of the forest ecosystem.(ii.) identify potential threats and risks to the study area and (iii.) develop sustainable management strategies for its conservation and preservation. In pursuance of this, GIS and AI were deployed in this study to assess the spatial characteristics of the forest ecosystem in Olokemeji forest reserve. Landsat imagery, ground coordinates, and a research questionnaire were the major data used. Object-based classification, Normalized Difference Vegetation Index (NDVI), and Land Use Land Cover in ArcGIS 10.2 software was deployed in data generation and analysis. The results showed that in 2013, about 1657.115 ha of the study area was occupied by dense forest cover while in 2023, it decreased to 1188.060 ha, with a difference of about 469.055 ha. By implementing smart forest monitoring and evaluation systems that use artificial intelligence, the government and commercial groups should set regulations focused on reducing the escalating risks to forest reserves.
多年来,人类人口的增加加速了人为活动的增长,导致森林保护区转为其他土地用途。因此,研究人员必须通过使用地理信息系统(GIS)和人工智能(AI),采用省时、自动化和低成本的方法,重点绘制森林保护区地图,以保护现有森林保护区及其可持续性评估的实施。本研究旨在利用地理信息系统和人工智能应用,对奥贡州的 Olokemeji 森林保护区进行智能森林生态系统可持续性评估,目标如下:(i) 评估森林生态系统的现状;(ii) 确定研究区域面临的潜在威胁和风险;(iii) 制定保护和保存森林生态系统的可持续管理战略。为此,本研究采用地理信息系统和人工智能来评估 Olokemeji 森林保护区森林生态系统的空间特征。使用的主要数据包括陆地卫星图像、地面坐标和研究问卷。在数据生成和分析过程中,使用了 ArcGIS 10.2 软件中的基于对象的分类、归一化植被指数(NDVI)和土地利用土地覆盖。结果表明,2013 年,研究区约有 1657.115 公顷被密林覆盖,而到 2023 年,密林覆盖面积将减少到 1188.060 公顷,两者相差约 469.055 公顷。通过利用人工智能实施智能森林监测和评估系统,政府和商业集团应制定法规,重点降低森林保护区不断升级的风险。
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引用次数: 0
Combination of GIS, MCDA and AHP for the Selection of Most Suitable Location for Primary Health Care Facilities 基于GIS、MCDA和AHP的基层卫生保健设施最适宜选址研究
Pub Date : 2023-08-22 DOI: 10.54536/ajgt.v2i1.1820
S. K. Aroge, Adewole Babatunde Emmanuel, Amoo Nureni Babatunde, Adeleke Jacob Sola
This study reveals the necessity of offering a solution to the Primary Health Care (PHC) facility site location issue in the healthcare industry. PHC is a crucial component of healthcare that serves as the first point of contact for individuals, families, and communities. It allows for the delivery of care as close as possible to people’s homes and places of employment, but over time, a solution to this sector’s location issues has been neglected. The purpose of this study is to locate the optimum locations in the study area for new PHC facilities. After careful evaluation of various literature, oversight organizations, and local government officials, the raw data needed were obtained. The effectiveness of a Geographical Information System (GIS), Multi-Criteria Decision Analysis (MCDA), and the Analytical Hierarchy Process (AHP) were integrated to provide a novel method for choosing acceptable locations for PHC facilities in the Ado Local Government Area. The specified criteria layers were overlaid using a weighted linear combination (WLC) approach, such as Map algebra. The results showed that within the land mass of the research region; only 10% were deemed to be the most suitable areas, while 53% of the places were suitable, and 37% of the areas were unsuitable. As a result, the study suggests that the integration of GIS, AHP, and MCDA methods is beneficial in addressing the issue of site appropriateness assessments for PHC facilities.
本研究揭示了医疗保健行业提供初级卫生保健(PHC)设施选址问题解决方案的必要性。初级保健是医疗保健的重要组成部分,是个人、家庭和社区的第一接触点。它允许尽可能靠近人们的家和工作地点提供护理,但随着时间的推移,解决该部门的位置问题一直被忽视。这项研究的目的是在研究区内物色兴建新初级保健设施的最佳地点。经过对各种文献、监督机构和地方政府官员的认真评估,获得了所需的原始数据。综合地理信息系统(GIS)、多准则决策分析(MCDA)和层次分析法(AHP)的有效性,为Ado地方政府区内初级保健设施的可接受位置选择提供了一种新的方法。使用加权线性组合(WLC)方法(如Map代数)覆盖指定的标准层。结果表明:在研究区陆块内;只有10%的地区被认为是最合适的,而53%的地区是合适的,37%的地区是不合适的。结果表明,GIS、AHP和MCDA方法的结合有助于解决初级保健设施选址适宜性评估问题。
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引用次数: 0
Monitoring of Coastal Geo-Environment for Hazard Mitigation: A Case Study of Machilipatnam Region, Andhra Pradesh, India 沿海地质环境监测与减灾:以印度安得拉邦Machilipatnam地区为例
Pub Date : 2023-04-14 DOI: 10.54536/ajgt.v1i2.1381
M. R. Ramana Murty, Ch Ravi Kumar, K. Srinivasu, R. Kannan, B. Sundar
The coastal zone is highly dynamic, which responds in various ways to human interventions and extreme weather events. Tropical storms cause enormous damage to the coastal region and its communities during landfall. Many of the world’s largest deltas are densely populated and are increasingly vulnerable to natural disasters. The Krishna district within the river delta, is amongst the few districts with very high proneness to cyclone hazards. Machilipatnam in Krishna district is one of the oldest coastal towns in Andhra Pradesh, situated on a series of ancient beach ridges. Two major storms struck this region in the last half-century causing large scale devastation. The extent of inundation from multiple flood events can be a very good indicator for flood hazard zonation. The lateral expansion of Machilipatnam town is analysed in GIS environment based on time series satellite data. The developmental activities in the near shore zone are modifying the pristine coastline configuration. This is evident from shoreline monitoring. It is observed that there is a net increase in the extent of mangroves, indicating a better protection to the town against tropical storms. The unplanned growth of aquaculture may be an amplifying factor for coastal flooding, particularly if it is interfering with the drainage system. In addition to the existing flood protection measures, the areas suitable for shelter belt plantation and mangrove regeneration are identified for coastal vulnerability reduction.
海岸带是高度动态的,它以各种方式响应人类干预和极端天气事件。热带风暴在登陆时对沿海地区及其社区造成巨大破坏。世界上许多最大的三角洲人口密集,越来越容易受到自然灾害的影响。河流三角洲内的克里希纳地区是少数几个气旋灾害高发地区之一。克里希纳区的Machilipatnam是安得拉邦最古老的沿海城镇之一,坐落在一系列古老的海滩山脊上。在过去的半个世纪里,两次大风暴袭击了这个地区,造成了大规模的破坏。多次洪水事件的淹没程度可以作为洪水灾害分区的一个很好的指标。基于时间序列卫星数据,在GIS环境下对Machilipatnam镇的横向扩展进行了分析。近岸带的开发活动正在改变原始海岸线的形态。这一点从海岸线监测中可见一斑。可以观察到,红树林的面积有了净增长,这表明该城镇可以更好地抵御热带风暴。水产养殖的无计划增长可能是沿海洪水的一个放大因素,特别是如果它干扰了排水系统。除了现有的防洪措施外,还确定了适合种植防护林带和红树林更新的地区,以减少沿海地区的脆弱性。
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引用次数: 0
Combating the Threat of Crime in the Security of the Bauchi Local Government Area Using Geospatial Technology 利用地理空间技术打击包奇地方政府区域安全中的犯罪威胁
Pub Date : 2023-04-07 DOI: 10.54536/ajgt.v2i1.1438
Victor Fredrick, M. A. Modibbo, Kamorudeen Folorunso Aleem
The dynamics of crime and its nature expose the State to the security threat. The types of criminal activities perpetrated within the communities, including armed robbery, kidnapping, and car and motorcycle snatching, are rapidly increasing. These crimes have” threatened security in Bauchi Local Government and hence the need to check by providing relevant information using modern technology. The geospatial technique combined with the Key Informant Interview approach was adopted to evaluate the intensity of insecurity in Bauchi LGA; from the data collected and analysed, it was established that criminal activities are increasing in various areas leading to the rapid increase in crime hotspots. As a result, the security agency needs to improve the nature of its functionality in combating crimes. Despite the fact that 70.35% of the security agency outpost are functional while 29.62% of the Outpost are non-functional, the security agency recorded 1081 crimes in 2020, which increased to 1142 crimes in 2021 and 1640 in 2022. Also, looking at the 645,000-population density of Bauchi LGA and the ratio of security personnel to individuals of 1:3581, which need to meet the United Nations standard of a ratio of 1:450. Given this, it was recommended that the State create job opportunities and skill acquisition training for unemployed youth roaming the streets. The security agency needs to develop a new strategy for combatting the security threat using geospatial technology and frequent production of security threat maps and their mitigation.
犯罪的动态及其性质使国家面临安全威胁。社区内犯罪活动的种类,包括武装抢劫、绑架、抢夺汽车和摩托车,正在迅速增加。这些罪行“威胁到包奇地方政府的安全,因此需要利用现代技术提供有关信息进行检查。采用地理空间技术结合关键线人访谈法对包奇地区的不安全程度进行了评价;根据收集和分析的数据,可以确定,各个地区的犯罪活动正在增加,导致犯罪热点迅速增加。因此,安全机构需要改善其打击犯罪的职能性质。警备哨所的正常使用率为70.35%,而非正常使用率为29.62%,但警备哨所的犯罪记录从2020年的1081起增加到2021年的1142起、2022年的1640起。此外,包奇地方政府的人口密度为64.5万人,保安人员与个人的比例为1:35 . 81,这需要符合联合国1:50 0的比例标准。有鉴于此,有人建议国家为流浪街头的失业青年创造就业机会和技能培训。安全机构需要制定一项新的战略,利用地理空间技术和频繁制作安全威胁地图以及减轻安全威胁。
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引用次数: 0
Web-based Faculty Development Management System 基于web的教师发展管理系统
Pub Date : 2023-04-06 DOI: 10.54536/ajgt.v2i1.1425
Naomi A. Bajao, Gennylou P Nuñez, Shaina Mae M Bontia, Kevin Vincent C Montecillo
As the world kicks back from the aftermath of the COVID-19 pandemic, educational institutions have thus embraced the significant contribution of digitization in their day-to-day operations. As a university, Cebu Technological University Tuburan Campus had also implemented hybrid transactions, providing digital measures to most of its processes including delivery of instructions, students information systems as well as biometric daily time record. This project was developed to provide a database for faculty profile which is responsive to the professional growth of faculty members in order to provide ready reference where needed like organizational changes, among others. The system was built using PHP, HTML, CSS, Bootstrap, JavaScript, and MySQL. Upon testing, the web-based faculty development management system was able to accept faculty registration, handle profile enhancement by individual faculty users as well as output reports according to pre-specified keyword such as subjects handled, designations, academic rank and educational background. Further improvements of the system were also noted like research expertise matching for the purposes of peer reviews and references for consultancy and expert opinions.
随着世界从COVID-19大流行的余波中恢复过来,教育机构在日常运营中接受了数字化的重大贡献。作为一所大学,宿务科技大学图布兰校区也实施了混合交易,为其大部分流程提供数字措施,包括交付指令,学生信息系统以及生物识别每日时间记录。该项目旨在为教师档案提供一个数据库,以响应教师的专业成长,以便在需要时提供现成的参考,如组织变化等。该系统是使用PHP、HTML、CSS、Bootstrap、JavaScript和MySQL构建的。经过测试,基于web的教师发展管理系统能够接受教师注册,处理单个教师用户的个人资料增强,并根据预先指定的关键字(如处理的科目、名称、学术等级和教育背景)输出报告。委员会还注意到该制度的进一步改进,例如为同行评审和咨询和专家意见提供参考而进行的研究专长匹配。
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引用次数: 0
Monitoring of LULC Changes and Forest Loss Using Geospatial Technique: A Case Study from Northern Region of Bangladesh 基于地理空间技术的土地利用价值变化与森林损失监测——以孟加拉国北部地区为例
Pub Date : 2022-11-16 DOI: 10.54536/ajgt.v1i2.907
T. Afroz, M. G. Miah, H. M. Abdullah, Md. Rafiqul Islam, Md. Mizanur Rahman
Monitoring changes in land use and land cover (LULC) is essential for determining the state of the environment. This study is an attempt to assessing changes in LULC patterns and forest cover at northern region (Dinajpur district) of Bangladesh for the periods 1989–1999, 1999–2010, 2010–2020 and 1989-2020. Landsat satellite images were applied and supervised classification was done. There is a noticeable change found in LULC classes (Built-up, crop/fallow, forest, homestead and water). The built-up and homestead increased by 210.36% and 134.71%; whereas the crop/fallow, forest, and water decreased by 12.27%, 74.99% and 39.77%, respectively between 1989 to 2020. Forest was narrowed as majority of forest land transferred to homestead (8089.02ha) and crop/fallow (5965.74ha) land in last three decades (1989-2020). The findings of the study help in important policy implications for the sustainable LULC management in Dinajpur region of Bangladesh.
监测土地利用和土地覆盖的变化对确定环境状况至关重要。本研究旨在评估1989-1999年、1999-2010年、2010-2020年和1989-2020年期间孟加拉国北部地区(Dinajpur地区)的土地利用价值和森林覆盖的变化。采用陆地卫星图像进行监督分类。在LULC类别(建筑、作物/休耕、森林、宅基地和水)中发现了明显的变化。建成区和宅基地分别增长210.36%和134.71%;而1989 ~ 2020年,作物/休耕地、森林和水分分别减少了12.27%、74.99%和39.77%。近30年(1989-2020年),林地主要转为宅基地(8089.02ha)和作物/休耕(5965.74ha)。研究结果有助于为孟加拉国迪纳杰布尔地区可持续土地利用资源管理提供重要的政策启示。
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引用次数: 0
期刊
American Journal of Geospatial Technology
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