Complex Agent Based Models PDF Download
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| Author | : Uri Wilensky |
| Publisher | : MIT Press |
| Total Pages | : 505 |
| Release | : 2015-04-03 |
| Genre | : Computers |
| ISBN | : 0262731894 |
Download An Introduction to Agent-Based Modeling Book in PDF, ePub and Kindle
A comprehensive and hands-on introduction to the core concepts, methods, and applications of agent-based modeling, including detailed NetLogo examples. The advent of widespread fast computing has enabled us to work on more complex problems and to build and analyze more complex models. This book provides an introduction to one of the primary methodologies for research in this new field of knowledge. Agent-based modeling (ABM) offers a new way of doing science: by conducting computer-based experiments. ABM is applicable to complex systems embedded in natural, social, and engineered contexts, across domains that range from engineering to ecology. An Introduction to Agent-Based Modeling offers a comprehensive description of the core concepts, methods, and applications of ABM. Its hands-on approach—with hundreds of examples and exercises using NetLogo—enables readers to begin constructing models immediately, regardless of experience or discipline. The book first describes the nature and rationale of agent-based modeling, then presents the methodology for designing and building ABMs, and finally discusses how to utilize ABMs to answer complex questions. Features in each chapter include step-by-step guides to developing models in the main text; text boxes with additional information and concepts; end-of-chapter explorations; and references and lists of relevant reading. There is also an accompanying website with all the models and code.
| Author | : Juan Martin Garcia |
| Publisher | : Independently Published |
| Total Pages | : 208 |
| Release | : 2021-01-23 |
| Genre | : |
| ISBN | : |
Download Agent-Based Modeling and Simulation II Book in PDF, ePub and Kindle
In the book "Models based on Agents I" you have learned to: 1.- Install the software and create a model. 2.- Define the equations, using functions and tables. 3.- Simulate the model by viewing the numerical and graphic results. 4.- Create attributes, collections and aggregates. 5.- Add references. 6.- Define temporary parameters for the simulation. 7.- Import initial data. 8.- Import time series of data. In this book II, you learn to: 1.- Consolidate the import of data. 2.- Create new entities with actions and triggers. 3.- Design lots and cohorts of entities. 4.- Do Sensitivity Analysis. 5.- Optimization of the results. 6.- Calibration of the variables. 7.- See the results on a X-Y diagram. 8.- Integrate the model with GIS files.
| Author | : Iza Romanowska |
| Publisher | : SFI Press |
| Total Pages | : 442 |
| Release | : 2021-08-02 |
| Genre | : Social Science |
| ISBN | : 1947864386 |
Download Agent-Based Modeling for Archaeology Book in PDF, ePub and Kindle
To fully understand not only the past, but also the trajectories, of human societies, we need a more dynamic view of human social systems. Agent-based modeling (ABM), which can create fine-scale models of behavior over time and space, may reveal important, general patterns of human activity. Agent-Based Modeling for Archaeology is the first ABM textbook designed for researchers studying the human past. Appropriate for scholars from archaeology, the digital humanities, and other social sciences, this book offers novices and more experienced ABM researchers a modular approach to learning ABM and using it effectively. Readers will find the necessary background, discussion of modeling techniques and traps, references, and algorithms to use ABM in their own work. They will also find engaging examples of how other scholars have applied ABM, ranging from the study of the intercontinental migration pathways of early hominins, to the weather–crop–population cycles of the American Southwest, to the trade networks of Ancient Rome. This textbook provides the foundations needed to simulate the complexity of past human societies, offering researchers a richer understanding of the past—and likely future—of our species.
| Author | : Robert Siegfried |
| Publisher | : Springer |
| Total Pages | : 233 |
| Release | : 2014-10-08 |
| Genre | : Computers |
| ISBN | : 3658075295 |
Download Modeling and Simulation of Complex Systems Book in PDF, ePub and Kindle
Robert Siegfried presents a framework for efficient agent-based modeling and simulation of complex systems. He compares different approaches for describing structure and dynamics of agent-based models in detail. Based on this evaluation the author introduces the “General Reference Model for Agent-based Modeling and Simulation” (GRAMS). Furthermore he presents parallel and distributed simulation approaches for execution of agent-based models –from small scale to very large scale. The author shows how agent-based models may be executed by different simulation engines that utilize underlying hardware resources in an optimized fashion.
| Author | : Nigel Gilbert |
| Publisher | : SAGE Publications |
| Total Pages | : 129 |
| Release | : 2019-11-15 |
| Genre | : Reference |
| ISBN | : 1506355595 |
Download Agent-Based Models Book in PDF, ePub and Kindle
The second edition of this popular book introduces agent-based modeling, an increasingly popular approach enabling researchers to build models where individual entities and their interactions are directly represented.
| Author | : H. Deguchi |
| Publisher | : Springer Science & Business Media |
| Total Pages | : 270 |
| Release | : 2011-06-28 |
| Genre | : Business & Economics |
| ISBN | : 4431539573 |
Download Economics as an Agent-Based Complex System Book in PDF, ePub and Kindle
In agent-based modeling the focus is very much on agent-based simulation, as simulation is a very important tool for agent-based modeling. We also use agent-based simulation in this book with a stress on the mathematical foundation of agent-based modeling. We introduce two original mathematical frameworks, a theory of SLD (Social Learning Dynamics) and an axiomatic theory of economic exchange (Exchange Algebra) among agents. Exchange algebra gives bottom-up reconstruction of SNA (System of National Accountings). SLD provides the concept of indirect control of socio-economic systems to manage structural change and its stability. We also compare agent-based simulation with gaming simulation and investigate the epistemological foundation of agent-based modeling.
| Author | : S. Taylor |
| Publisher | : Springer |
| Total Pages | : 223 |
| Release | : 2014-08-27 |
| Genre | : Business & Economics |
| ISBN | : 1137453648 |
Download Agent-based Modeling and Simulation Book in PDF, ePub and Kindle
Operational Research (OR) deals with the use of advanced analytical methods to support better decision-making. It is multidisciplinary with strong links to management science, decision science, computer science and many application areas such as engineering, manufacturing, commerce and healthcare. In the study of emergent behaviour in complex adaptive systems, Agent-based Modelling & Simulation (ABMS) is being used in many different domains such as healthcare, energy, evacuation, commerce, manufacturing and defense. This collection of articles presents a convenient introduction to ABMS with papers ranging from contemporary views to representative case studies. The OR Essentials series presents a unique cross-section of high quality research work fundamental to understanding contemporary issues and research across a range of Operational Research (OR) topics. It brings together some of the best research papers from the esteemed Operational Research Society and its associated journals, also published by Palgrave Macmillan.
| Author | : Steven F. Railsback |
| Publisher | : Princeton University Press |
| Total Pages | : 358 |
| Release | : 2019-03-26 |
| Genre | : Science |
| ISBN | : 0691190836 |
Download Agent-Based and Individual-Based Modeling Book in PDF, ePub and Kindle
The essential textbook on agent-based modeling—now fully updated and expanded Agent-Based and Individual-Based Modeling has become the standard textbook on the subject for classroom use and self-instruction. Drawing on the latest version of NetLogo and fully updated with new examples, exercises, and an enhanced text for easier comprehension, this is the essential resource for anyone seeking to understand how the dynamics of biological, social, and other complex systems arise from the characteristics of the agents that make up these systems. Steven Railsback and Volker Grimm lead students stepwise through the processes of designing, programming, documenting, and doing scientific research with agent-based models, focusing on the adaptive behaviors that make these models necessary. They cover the fundamentals of modeling and model analysis, introduce key modeling concepts, and demonstrate how to implement them using NetLogo. They also address pattern-oriented modeling, an invaluable strategy for modeling real-world problems and developing theory. This accessible and authoritative book focuses on modeling as a tool for understanding real complex systems. It explains how to pose a specific question, use observations from actual systems to design models, write and test software, and more. A hands-on introduction that guides students from conceptual design to computer implementation to analysis Filled with new examples and exercises and compatible with the latest version of NetLogo Ideal for students and researchers across the natural and social sciences Written by two leading practitioners Supported by extensive instructional materials at www.railsback-grimm-abm-book.com
| Author | : Koen H. van Dam |
| Publisher | : Springer Science & Business Media |
| Total Pages | : 285 |
| Release | : 2012-10-08 |
| Genre | : Computers |
| ISBN | : 9400749333 |
Download Agent-Based Modelling of Socio-Technical Systems Book in PDF, ePub and Kindle
Decision makers in large scale interconnected network systems require simulation models for decision support. The behaviour of these systems is determined by many actors, situated in a dynamic, multi-actor, multi-objective and multi-level environment. How can such systems be modelled and how can the socio-technical complexity be captured? Agent-based modelling is a proven approach to handle this challenge. This book provides a practical introduction to agent-based modelling of socio-technical systems, based on a methodology that has been developed at TU Delft and which has been deployed in a large number of case studies. The book consists of two parts: the first presents the background, theory and methodology as well as practical guidelines and procedures for building models. In the second part this theory is applied to a number of case studies, where for each model the development steps are presented extensively, preparing the reader for creating own models.
| Author | : Nigel Gilbert |
| Publisher | : SAGE |
| Total Pages | : 113 |
| Release | : 2008 |
| Genre | : Computers |
| ISBN | : 1412949645 |
Download Agent-Based Models Book in PDF, ePub and Kindle
Aimed at readers with minimal experience in computer programming, this brief book provides a theoretical and methodological rationale for using ABM in the social sciences. It goes on to describe some carefully chosen examples from different disciplines, illustrating different approaches to ABM. It concludes with practical advice about how to design and create ABM, a discussion of validation procedures, and some guidelines about publishing articles based on ABM.
