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Agent-Based Business Process Simulation : A Primer with Applications and Examples / by Emilio Sulis, Kuldar Taveter

データ種別	電子ブック
版	1st ed. 2022.
出版者	(Cham : Springer International Publishing : Imprint: Springer)
出版年	2022
大きさ	XX, 182 p. 70 illus., 48 illus. in color : online resource
著者標目	*Sulis, Emilio author Taveter, Kuldar author SpringerLink (Online service)

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URL	巻　次	配架場所	請求記号	登録番号	コメント	刷　年	状　態	利用注記	ISBN	予約	請求メモ
URL		射水-電子	007	EB0002176	Computer Scinece R0 2005-6,2022-3				9783030988166

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一般注記	Part I: Introduction and Background -- 1. Introducing Agent-Based Simulation for the Business Processes -- 2. The Analysis of Business Processes -- 3. Agents and Organization Studies -- Part II: The Agent-Based Perspective -- 4. Agent-Based Simulation with NetLogo -- 5. Agent-Oriented Modeling -- 6. The Agent-Based Business Process Simulation Approach -- Part III: Agent-Based Modeling for Business Process Management -- 7. Multi-Agent Systems and Business Process Management -- 8. Practical Applications -- 9. Beyond Process Simulation This book provides a conceptual clarification of the interconnections between agent-based modeling and business process management (BPM) and presents practical examples of agent-based models dealing with BPM and simulation in NetLogo. The book is structured in three parts. Part I starts with the motivation for the work and introduces the general structure of the book. Next, chapter 2 provides a brief introduction to main BPM concepts including the business process lifecycle, which describes the analysis of an organization by means of modeling and simulation, business process performance indicators, and the automatic extraction of information from event data. Chapter 3 then offers a summary of the concept of agent and the studies concerning agent-based approaches that involve business process analysis and management studies. Part II of the book introduces in chapter 4 the NetLogo tool adopted throughout the remaining book. After that, chapter 5 focuses on agent-oriented modeling as a problem domain analysis and design approach for creating decision-support systems based on agent-based simulations. Chapter 6 further describes the topic of agent-based modeling and simulation for business process analysis. The final part III starts with chapter 7 that reviews some BPM applications by introducing programs enabling to manage models represented in standard formats, such as BPMN, Petri nets, and the eXtensible Event Stream standard language. Subsequently, chapter 8 describes a number of case studies from different areas, and eventually, chapter 9 introduces some examples of advanced topics of process mining and agent-based simulation with process discovery, conformance checking, and agent-based applications utilizing Petri nets. The book is primarily written for researchers and advanced graduate and PhD students who look for an introduction to the fruitful exploitation of agent-based modeling to business process management. The book is also useful for industry practitioners who are interested in supporting their business decisions with computational simulations. The book is complemented by a dedicated web site with lots of additional details and models in NetLogo for further evaluation by the reader HTTP:URL=https://doi.org/10.1007/978-3-030-98816-6
件　名	LCSH:Computer science LCSH:Business information services LCSH:Application software FREE:Computer Science FREE:IT in Business FREE:Computer and Information Systems Applications
分　類	LCC:QA75.5-76.95 DC23:004
書誌ID	EB00001564
ISBN	9783030988166