{"title":"遥感数据融合对农业应用的影响","authors":"Ayyappa Reddy Allu, Shashi Mesapam","doi":"10.1016/j.eja.2024.127478","DOIUrl":null,"url":null,"abstract":"<div><div>Remote sensing data fusion has emerged as a pivotal tool in agricultural monitoring and management. This review delves into the profound impact of remote sensing data fusion techniques on agricultural practices. Through a comprehensive examination of existing literature, the review elucidates the diverse fusion methodologies employed and their implications for agricultural applications. Various fusion techniques are explored in terms of their efficacy in enhancing agricultural monitoring capabilities. The review assesses the advantages and limitations of different fusion approaches and highlights their role in improving crop monitoring, pest and disease identification, weed detection, crop classification, and yield estimation. Furthermore, the review addresses the challenges, limitations and future prospects associated with remote sensing data fusion in agriculture mapping and monitoring. By synthesizing existing knowledge and insights, this review provides valuable guidance for researchers and practitioners seeking to leverage remote sensing data fusion for agricultural sustainability and productivity.</div></div>","PeriodicalId":51045,"journal":{"name":"European Journal of Agronomy","volume":"164 ","pages":"Article 127478"},"PeriodicalIF":5.5000,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Impact of remote sensing data fusion on agriculture applications: A review\",\"authors\":\"Ayyappa Reddy Allu, Shashi Mesapam\",\"doi\":\"10.1016/j.eja.2024.127478\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Remote sensing data fusion has emerged as a pivotal tool in agricultural monitoring and management. This review delves into the profound impact of remote sensing data fusion techniques on agricultural practices. Through a comprehensive examination of existing literature, the review elucidates the diverse fusion methodologies employed and their implications for agricultural applications. Various fusion techniques are explored in terms of their efficacy in enhancing agricultural monitoring capabilities. The review assesses the advantages and limitations of different fusion approaches and highlights their role in improving crop monitoring, pest and disease identification, weed detection, crop classification, and yield estimation. Furthermore, the review addresses the challenges, limitations and future prospects associated with remote sensing data fusion in agriculture mapping and monitoring. By synthesizing existing knowledge and insights, this review provides valuable guidance for researchers and practitioners seeking to leverage remote sensing data fusion for agricultural sustainability and productivity.</div></div>\",\"PeriodicalId\":51045,\"journal\":{\"name\":\"European Journal of Agronomy\",\"volume\":\"164 \",\"pages\":\"Article 127478\"},\"PeriodicalIF\":5.5000,\"publicationDate\":\"2025-03-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"European Journal of Agronomy\",\"FirstCategoryId\":\"97\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S116103012400399X\",\"RegionNum\":1,\"RegionCategory\":\"农林科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2024/12/18 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q1\",\"JCRName\":\"AGRONOMY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"European Journal of Agronomy","FirstCategoryId":"97","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S116103012400399X","RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/12/18 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"AGRONOMY","Score":null,"Total":0}
Impact of remote sensing data fusion on agriculture applications: A review
Remote sensing data fusion has emerged as a pivotal tool in agricultural monitoring and management. This review delves into the profound impact of remote sensing data fusion techniques on agricultural practices. Through a comprehensive examination of existing literature, the review elucidates the diverse fusion methodologies employed and their implications for agricultural applications. Various fusion techniques are explored in terms of their efficacy in enhancing agricultural monitoring capabilities. The review assesses the advantages and limitations of different fusion approaches and highlights their role in improving crop monitoring, pest and disease identification, weed detection, crop classification, and yield estimation. Furthermore, the review addresses the challenges, limitations and future prospects associated with remote sensing data fusion in agriculture mapping and monitoring. By synthesizing existing knowledge and insights, this review provides valuable guidance for researchers and practitioners seeking to leverage remote sensing data fusion for agricultural sustainability and productivity.
期刊介绍:
The European Journal of Agronomy, the official journal of the European Society for Agronomy, publishes original research papers reporting experimental and theoretical contributions to field-based agronomy and crop science. The journal will consider research at the field level for agricultural, horticultural and tree crops, that uses comprehensive and explanatory approaches. The EJA covers the following topics:
crop physiology
crop production and management including irrigation, fertilization and soil management
agroclimatology and modelling
plant-soil relationships
crop quality and post-harvest physiology
farming and cropping systems
agroecosystems and the environment
crop-weed interactions and management
organic farming
horticultural crops
papers from the European Society for Agronomy bi-annual meetings
In determining the suitability of submitted articles for publication, particular scrutiny is placed on the degree of novelty and significance of the research and the extent to which it adds to existing knowledge in agronomy.