Applications of Computer Vision and Drone Technology in Agriculture 4.0 (農業4.0中的電腦視覺與無人機技術應用)
Chouhan, Siddharth Singh, Singh, Uday Pratap, Jain, Sanjeev
- 出版商: Springer
- 出版日期: 2024-03-19
- 售價: $7,780
- 貴賓價: 9.5 折 $7,391
- 語言: 英文
- 頁數: 321
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 9819986834
- ISBN-13: 9789819986835
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相關分類:
無人機、Computer Vision
海外代購書籍(需單獨結帳)
相關主題
商品描述
This edited book focus on two most emerging areas and covers the different aspects of computer vision and drone technology in the field of agriculture. It comprises various applications including segmentation/classification of plant diseases, monitoring of crops, grade/quality estimation of fruits/flowers/vegetables/crops, surveillance, soil deficiency estimation, crop/plant growth estimation, canopy measurement, water stress management, vegetation indices calculation, weed detection, and spraying, among other. It has 17 chapters contributed by experts in the field of computer vision, drone technology, deep learning, machine learning, artificial intelligence, image processing, agriculturist, and plant pathologists.
The recent development of high-end computing devices and the adaptation of unmanned aerial vehicles has provided a mechanism to automate traditional agriculture practices. The on-field or aerial images captured using cameras are processed with the help of intelligent algorithms, and an assessment is drawn for further recommendations. This practice is efficient in provisioning an accurate, timely, and economical decision-making system to overcome the problems of agricultural field experts and farmers. This process is advantageous in increasing the quality and quantity of crop yields.
This book serves as an excellent guide to students, researchers, scientists, and field experts in directing their work toward this domain and developing/designing models. Further, this book is useful for pathologists, biotechnologists, seed production specialists, breeders, market managers, and other stakeholders associated with underlying technology or market development from the public and private sectors.
商品描述(中文翻譯)
本書聚焦於兩個最具潛力的領域，涵蓋了計算機視覺和無人機技術在農業領域的不同面向。內容包括多種應用，如植物疾病的分割/分類、作物監測、水果/花卉/蔬菜/作物的等級/品質評估、監控、土壤缺乏估算、作物/植物生長估算、冠層測量、水分壓力管理、植被指數計算、雜草檢測及噴灑等。全書共17章，由計算機視覺、無人機技術、深度學習、機器學習、人工智慧、影像處理、農學及植物病理學領域的專家貢獻。
高端計算設備的近期發展及無人機的應用，為自動化傳統農業實踐提供了一種機制。使用相機捕捉的現場或空中影像，透過智能算法進行處理，並進行評估以提供進一步的建議。這種做法能有效提供準確、及時且經濟的決策系統，以解決農業專家和農民所面臨的問題。此過程有助於提高作物產量的質量和數量。
本書是學生、研究人員、科學家及現場專家的優秀指南，幫助他們將工作導向此領域並開發/設計模型。此外，本書對於病理學家、生物技術專家、種子生產專家、育種者、市場經理及其他與基礎技術或市場發展相關的公私部門利益相關者也具有實用價值。
作者簡介
Dr. SIDDHARTH SINGH CHOUHAN currently working as an assistant professor in School of Computing Science and Engineering, VIT Bhopal University, Kothri-Kalan, Sehore, 466114, Madhya Pradesh, India. He has completed PhD in Computer Science and Engineering from Shri Mata Vaishno Devi University Katra, 182320, UT of Jammu and Kashmir, India. He is a postdoctorate from the University of Malta, Europe. He has received a BTech degree in 2010 and an MTech degree in 2013 in Computer Science and Engineering from RGPV University, Bhopal, India. His area of research interest includes soft computing, computer vision, drone technology, deep learning, and precision agriculture. He has authored several research papers published in conferences and journals of international repute.
Dr. UDAY PRATAP SINGH presently working as an associate professor in Department of Mathematics, Central University of Jammu, 181143, Jammu, India. He has obtained BSc and MSc (Mathematics and Statistics) Degree from Dr. R.M.L. Awadh University, Faizabad (UP), India; MSc (Mathematics and Computing) Degree from Indian Institute of Technology, Guwahati, India; and received PhD in Computer Science from Barkatullah University, Bhopal. His area of interest includes soft computing, nonlinear systems, and image processing. He had authored several research papers published in the many reputed journals and conferences. He is a life member of Soft Computing Research Society (SCRC), Barata Ganita Parishad, Computer Society of India, and Member of IEEE and AMS.
Prof. SANJEEV JAIN currently working as a vice chancellor of the Central University of Jammu. He received a Master's degree in Computer Science and Engineering from IIT Delhi, New Delhi, India, in 1992, and a PhD degree in Computer Science and Engineering. He has over 35 years of experience in teaching, research, and administration. He has the credit of making a significant contribution to research and developmentin the area of image processing, soft computing, IoT, and mobile ad-hoc network. He had authored several research papers published in the reputed journals and conferences. He has undertaken a number of major research and development projects sponsored by the Government and Private Agencies. He is a member of various societies like the Computer Society of India and IEEE.
作者簡介(中文翻譯)
Dr. SIDDHARTH SINGH CHOUHAN 目前擔任印度中央大學 VIT Bhopal 的計算科學與工程學院助理教授，地址位於 Madhya Pradesh, Sehore, Kothri-Kalan, 466114。他在印度查謨與克什米爾的 Shri Mata Vaishno Devi University Katra 獲得計算機科學與工程的博士學位。他曾在歐洲的馬爾他大學進行博士後研究。他於 2010 年獲得 BTech 學位，並於 2013 年獲得 MTech 學位，均為計算機科學與工程，學校為印度 Bhopal 的 RGPV 大學。他的研究興趣包括軟計算、計算機視覺、無人機技術、深度學習和精準農業。他已發表多篇研究論文，並在國際知名的會議和期刊上發表。
Dr. UDAY PRATAP SINGH 目前擔任印度中央大學查謨數學系的副教授，地址為 Jammu, 181143。他在印度 Faizabad 的 Dr. R.M.L. Awadh University 獲得數學與統計的 BSc 和 MSc 學位；在印度 Guwahati 的印度理工學院獲得數學與計算的 MSc 學位；並在 Bhopal 的 Barkatullah University 獲得計算機科學的博士學位。他的研究興趣包括軟計算、非線性系統和影像處理。他已發表多篇研究論文，並在許多知名期刊和會議上發表。他是軟計算研究學會 (SCRC)、巴拉塔數學學會、印度計算機學會的終身會員，並且是 IEEE 和 AMS 的成員。
Prof. SANJEEV JAIN 目前擔任印度中央大學查謨的副校長。他於 1992 年在印度新德里的 IIT Delhi 獲得計算機科學與工程的碩士學位，並獲得計算機科學與工程的博士學位。他在教學、研究和行政管理方面擁有超過 35 年的經驗。他在影像處理、軟計算、物聯網和移動自組網等領域的研究與發展方面做出了重要貢獻。他已發表多篇研究論文，並在知名期刊和會議上發表。他承擔了多個由政府和私人機構贊助的重大研究與發展項目。他是印度計算機學會和 IEEE 等多個學會的成員。
