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000940731 019__ $$a1182846934$$a1191082381$$a1195458549$$a1196162965
000940731 020__ $$a9789811561092$$q(electronic book)
000940731 020__ $$a9811561095$$q(electronic book)
000940731 020__ $$z9811561087
000940731 020__ $$z9789811561085
000940731 0248_ $$a10.1007/978-981-15-6
000940731 035__ $$aSP(OCoLC)on1184057948
000940731 035__ $$aSP(OCoLC)1184057948$$z(OCoLC)1182846934$$z(OCoLC)1191082381$$z(OCoLC)1195458549$$z(OCoLC)1196162965
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000940731 049__ $$aISEA
000940731 050_4 $$aQA76.58
000940731 08204 $$a519.6$$223
000940731 24500 $$aDistributed optimization :$$badvances in theories, methods, and applications /$$cHuaqing Li, Qingguo Lü, Zheng Wang, Xiaofeng Liao, Tingwen Huang.
000940731 260__ $$aSingapore :$$bSpringer,$$c2020.
000940731 300__ $$a1 online resource
000940731 336__ $$atext$$btxt$$2rdacontent
000940731 337__ $$acomputer$$bc$$2rdamedia
000940731 338__ $$aonline resource$$2rdacarrier
000940731 504__ $$aIncludes bibliographical references.
000940731 5050_ $$aIntroduction -- Convergence of Distributed Accelerated Algorithm over Unbalanced Directed Networks -- Geometrical Convergence Rate for Distributed Optimization with Time-Varying Directed Graphs and Uncoordinated Step-Sizes -- Distributed Constrained Optimization over Unbalanced Directed Networks Using Asynchronous Broadcast-Based Algorithm -- Distributed Consensus Optimization in Multi-Agent Networks with Time-Varying Directed Topologies and Quantized Communication -- Event-Triggered Communication and Data Rate Constraint for Distributed Optimization of Multi-Agent Systems -- Random Sleep Scheme Based Distributed Optimization Algorithm over Unbalanced Time-Varying Networks -- Edge-Based Stochastic Gradient Algorithm for Distributed Optimization -- Distributed Robust Algorithm for Economic Dispatch in Smart Grids over General Unbalanced Directed Networks -- Distributed Event-Triggered Scheme for Economic Dispatch in Power Systems with Uncoordinated Step-Sizes.
000940731 506__ $$aAccess limited to authorized users.
000940731 520__ $$aThis book offers a valuable reference guide for researchers in distributed optimization and for senior undergraduate and graduate students alike. Focusing on the natures and functions of agents, communication networks and algorithms in the context of distributed optimization for networked control systems, this book introduces readers to the background of distributed optimization; recent developments in distributed algorithms for various types of underlying communication networks; the implementation of computation-efficient and communication-efficient strategies in the execution of distributed algorithms; and the frameworks of convergence analysis and performance evaluation. On this basis, the book then thoroughly studies 1) distributed constrained optimization and the random sleep scheme, from an agent perspective; 2) asynchronous broadcast-based algorithms, event-triggered communication, quantized communication, unbalanced directed networks, and time-varying networks, from a communication network perspective; and 3) accelerated algorithms and stochastic gradient algorithms, from an algorithm perspective. Finally, the applications of distributed optimization in large-scale statistical learning, wireless sensor networks, and for optimal energy management in smart grids are discussed.
000940731 650_0 $$aDistributed algorithms.
000940731 650_0 $$aMathematical optimization.
000940731 7001_ $$aLi, Huaqing.
000940731 7001_ $$aLü, Qingguo.
000940731 7001_ $$aWang, Zheng.
000940731 7001_ $$aLiao, Xiaofeng.
000940731 7001_ $$aHuang, Tingwen.
000940731 77608 $$iPrint version:$$z9811561087$$z9789811561085$$w(OCoLC)1154115398
000940731 852__ $$bebk
000940731 85640 $$3SpringerLink$$uhttps://univsouthin.idm.oclc.org/login?url=http://link.springer.com/10.1007/978-981-15-6109-2$$zOnline Access$$91397441.1
000940731 909CO $$ooai:library.usi.edu:940731$$pGLOBAL_SET
000940731 980__ $$aEBOOK
000940731 980__ $$aBIB
000940731 982__ $$aEbook
000940731 983__ $$aOnline
000940731 994__ $$a92$$bISE