Distributed Artificial Intelligence: A Modern Approach
暫譯: 分散式人工智慧:現代方法
Yadav, Satya Prakash, Mahato, Dharmendra Prasad, Linh, Nguyen Thi Dieu
相關主題
商品描述
Distributed Artificial Intelligence (DAI) came to existence as an approach for solving complex learning, planning, and decision-making problems. When we talk about decision making, there may be some meta-heuristic methods where the problem solving may resemble like operation research. But exactly, it is not related completely to management research. The text examines representing and using organizational knowledge in DAI systems, dynamics of computational ecosystems, and communication-free interactions among rational agents. This publication takes a look at conflict-resolution strategies for nonhierarchical distributed agents, constraint-directed negotiation of resource allocations, and plans for multiple agents.
Topics included plan verification, generation, and execution, negotiation operators, representation, network management problem, and conflict-resolution paradigms. The manuscript elaborates on negotiating task decomposition and allocation using partial global planning and mechanisms for assessing nonlocal impact of local decisions in distributed planning.
The book will attract researchers and practitioners who are working in management and computer science, and industry persons in need of a beginner to advanced understanding of the basic and advanced concepts.
商品描述(中文翻譯)
分散式人工智慧(Distributed Artificial Intelligence, DAI)作為解決複雜學習、規劃和決策問題的一種方法而誕生。當我們談論決策時,可能會涉及一些元啟發式方法,這些方法的問題解決過程可能類似於運籌學。然而,這並不完全與管理研究相關。本文探討在DAI系統中表示和使用組織知識、計算生態系統的動態,以及理性代理之間的無通信互動。這本出版物考察了非階層分散代理的衝突解決策略、資源分配的約束導向談判,以及多代理的計劃。
內容包括計劃驗證、生成和執行、談判運算子、表示法、網路管理問題和衝突解決範式。手稿詳細說明了使用部分全局規劃進行任務分解和分配的談判,以及評估分散規劃中本地決策的非本地影響的機制。
本書將吸引在管理和計算機科學領域工作的研究人員和實務工作者,以及需要從初學者到進階理解基本和進階概念的業界人士。
作者簡介
Satya Prakash Yadav is currently the faculty of the Information Technology Department, ABES Institute of Technology (ABESIT), Ghaziabad (India). He has submitted his Ph.D. thesis entitled "Fusion of Medical Images in Wavelet Domain" to Dr. A.P.J. Abdul Kalam Technical University (AKTU) (formerly UPTU). A seasoned academician having more than 12 years of experience, he has published three books (Programming in C, Programming in C++ and Blockchain and Cryptocurrency) under I.K. International Publishing House Pvt. Ltd. He has undergone industrial training programs during which he was involved in live projects with companies in the areas of SAP, Railway Traffic Management Systems, and Visual Vehicles Counter and Classification (used in the Metro rail network design). He is an alumnus of Netaji Subhas Institute of Technology (NSIT), Delhi University. A prolific writer, Mr. Satya Prakash Yadav has published two patents and authored many research papers in web of science indexed journals. Additionally, he has presented research papers at many conferences in the areas of Image Processing and Programming, such C, Data Structure, C++, C# and Java. Also, he is a lead editor in Science Publishing Group, (U.S.A), and Eureka Journals, Pune ( India).
Dharmendra Prasad Mahato is currently an assistant professor in the Department of Computer Science and Engineering at National Institute of Technology Hamirpur, Himachal Pradesh, India. He received his AMIETE degree in Computer Science and Engineering with distinction from the Institute of Electronics and Telecommunication Engineers (IETE), India, in 2011. He received his Master of Technology in Computer Science and Engineering from Atal Bihari Vajpayee-Indian Institute of Information Technology and Management Gwalior in 2013 and Ph.D. in Computer Science and Engineering from Indian Institute of Technology (Banaras Hindu University), Varanasi, India, in January 2018. His research interests include distributed computing, artificial intelligence, operating systems, databases and modeling and simulation. He has published in journals such as Applied Soft Computing, Swarm and Evolutionary Computation, ISA Transactions, Cluster Computing, Concurrency and Computation: Practice and Experience, and conferences such as AINA, ICPP, ICDCN, and E-Science.
Nguyen Thi Dieu Linh, Ph.D, is working in the Division of Electronics and Telecommunication Engineering in Electronics and Information, Faculty of Electronics Engineering Technology, Hanoi University of Industry, Vietnam (HaUI). Currently She is heading the department since 2015. She has more than 18 years of academic experience in electronics, IoT, Smart Garden and telecommunication. She has authored or co-authored more than 21 research articles that are published in journals, books and conference proceedings. She received Ph.D in Information and Communication Engineering from Harbin Institute of Technology, Harbin, China in 2013; Master of Electronic Engineering from Le Quy Don Technical University, Hanoi, Vietnam in 2006 and Bachelor of Electronic Engineering from HCMC University of Technology and Education, Vietnam in 2004. She is an editor for "Artificial Intelligence Trends for Data Analytics Using Machine Learning and Deep Learning Approaches" and "Distributed Artificial Intelligence: A Modern Approach" publisher by Taylor & Francis Group, LLC, USA. She is also board member with International Journal of Hyperconnectivity and the Internet of Things (IJHIoT) IGI-Global, USA, Information Technology Journal, Mobile Networks and Application Journal and some other reputed journal and international conferences.
作者簡介(中文翻譯)
Satya Prakash Yadav 目前是印度加濟阿巴德 ABES Institute of Technology (ABESIT) 資訊科技系的教職員。他已向 A.P.J. Abdul Kalam Technical University (AKTU)(前身為 UPTU)提交了題為「Wavelet 領域中的醫學影像融合」的博士論文。作為一位擁有超過 12 年經驗的資深學者,他在 I.K. International Publishing House Pvt. Ltd. 出版了三本書(《C 語言程式設計》、《C++ 程式設計》和《區塊鏈與加密貨幣》)。他曾參加工業訓練計畫,期間參與了與 SAP、鐵路交通管理系統以及視覺車輛計數與分類(用於地鐵網路設計)的公司進行的實際專案。他是德里大學 Netaji Subhas Institute of Technology (NSIT) 的校友。作為一位多產的作家,Satya Prakash Yadav 先生已獲得兩項專利,並在 Web of Science 索引期刊上發表了多篇研究論文。此外,他在影像處理和程式設計領域的多個會議上發表了研究論文,涵蓋 C、資料結構、C++、C# 和 Java 等主題。他還是美國 Science Publishing Group 和印度浦那 Eureka Journals 的主編。
Dharmendra Prasad Mahato 目前是印度喜馬偕爾邦國立技術學院 (National Institute of Technology Hamirpur) 計算機科學與工程系的助理教授。他於 2011 年獲得印度電子與電信工程學會 (IETE) 的計算機科學與工程 AMIETE 學位,並以優異成績畢業。他於 2013 年在 Atal Bihari Vajpayee-Indian Institute of Information Technology and Management Gwalior 獲得計算機科學與工程碩士學位,並於 2018 年 1 月在印度理工學院(Banaras Hindu University)獲得計算機科學與工程博士學位。他的研究興趣包括分散式計算、人工智慧、作業系統、資料庫以及建模與模擬。他在《Applied Soft Computing》、《Swarm and Evolutionary Computation》、《ISA Transactions》、《Cluster Computing》、《Concurrency and Computation: Practice and Experience》等期刊上發表過論文,並參加過 AINA、ICPP、ICDCN 和 E-Science 等會議。
Nguyen Thi Dieu Linh 博士目前在越南河內工業大學 (HaUI) 電子工程技術系的電子與電信工程部門工作,自 2015 年以來擔任該系主任。她在電子、物聯網、智慧花園和電信領域擁有超過 18 年的學術經驗。她已發表或共同發表超過 21 篇研究文章,這些文章發表在期刊、書籍和會議論文集中。她於 2013 年在中國哈爾濱工業大學獲得資訊與通信工程博士學位,於 2006 年在越南黎貴惇技術大學獲得電子工程碩士學位,並於 2004 年在越南胡志明市科技與教育大學獲得電子工程學士學位。她是《使用機器學習和深度學習方法進行數據分析的人工智慧趨勢》和《分散式人工智慧:現代方法》的編輯,這些書籍由美國 Taylor & Francis Group, LLC 出版。她還是《國際超連結與物聯網期刊》(IJHIoT)IGI-Global、美國資訊科技期刊、行動網路與應用期刊及其他一些知名期刊和國際會議的董事會成員。