Download Agent-based modeling and simulation with Swarm by Hitoshi Iba PDF

By Hitoshi Iba

Swarm-based multi-agent simulation results in larger modeling of initiatives in biology, engineering, economics, artwork, and plenty of different parts. It additionally allows an realizing of advanced phenomena that can't be solved analytically. Agent-Based Modeling and Simulation with Swarm offers the technique for a multi-agent-based modeling method that integrates computational concepts comparable to synthetic existence, mobile automata, and bio-inspired optimization.

Each bankruptcy provides an outline of the matter, explores state of the art know-how within the box, and discusses multi-agent frameworks. the writer describes step-by-step tips on how to gather algorithms for producing a simulation version, application, procedure for visualisation, and extra study projects. whereas the e-book employs the generally used Swarm approach, readers can version and advance the simulations with their very own simulator. To inspire hands-on exploration of emergent structures, Swarm-based software program and resource codes can be found for obtain from the author’s site.

A thorough review of multi-agent simulation and aiding instruments, this e-book exhibits how this sort of simulation is used to obtain an figuring out of complicated structures and synthetic existence. It conscientiously explains the way to build a simulation application for numerous applications.

Show description

Read or Download Agent-based modeling and simulation with Swarm PDF

Best machine theory books

Swarm Intelligence: Introduction and Applications

The book’s contributing authors are one of the most sensible researchers in swarm intelligence. The booklet is meant to supply an summary of the topic to newcomers, and to provide researchers an replace on attention-grabbing fresh advancements. Introductory chapters take care of the organic foundations, optimization, swarm robotics, and functions in new-generation telecommunication networks, whereas the second one half includes chapters on extra particular themes of swarm intelligence study.

The Universe as Automaton: From Simplicity and Symmetry to Complexity

This Brief is an essay on the interface of philosophy and complexity learn, attempting to motivate the reader with new principles and new conceptual advancements of mobile automata. Going past the numerical experiments of Steven Wolfram, it's argued that mobile automata has to be thought of complicated dynamical platforms of their personal correct, requiring applicable analytical types on the way to locate distinct solutions and predictions within the universe of mobile automata.

Computability Theory. An Introduction

This publication introduces the foremost ideas, buildings, and theorems of the undemanding conception of computability of recursive capabilities. It emphasizes the concept that of "effective approach" early with the intention to supply a transparent, intuitive knowing of potent computability (as on the topic of capabilities and units) prior to continuing to the rigorous part of the booklet.

Advances in Combinatorial Optimization: Linear Programming Formulations of the Traveling Salesman and Other Hard Combinatorial Optimization Problems

Combinational optimization (CO) is a subject in utilized arithmetic, determination technology and desktop technological know-how that comprises discovering the simplest resolution from a non-exhaustive seek. CO is said to disciplines reminiscent of computational complexity thought and set of rules thought, and has vital purposes in fields comparable to operations research/management technology, man made intelligence, computer studying, and software program engineering.

Extra resources for Agent-based modeling and simulation with Swarm

Example text

This fitness problem is considered to be extremely difficult to implement using the existing level of technology. Nevertheless, there is something close to all of us that is capable of performing such evaluations instantaneously: the brain. Humans have evolved a method for direct evaluation of individual units, and in this regard, the human evaluation system can be incorporated into an optimization system as an evaluation function. Thus, when EC is employed for optimization based on human subjective evaluation, this process is then referred to as interactive evolutionary computation (IEC) [10, 116].

As we have seen above, IEC allows the combining of computational power and the evaluative abilities of humans in order to perform “optimization” and “retrieval” based on user subjectivity and preferences. Nevertheless, IEC suffers from problems that do not arise in standard EC. First, the psychological burden placed on users to evaluate units is rather heavy. IEC users are required to perform the repetitive mechanical operations of comparing and evaluating a large number of units and assigning fitness scores to numerous generations.

These conversions are done in real time while the music is being played. A human performer and the swarm intelligence in Swarm influence each other and perform alternatively. Performances like 4 bar exchange jazz can be created. Using the MIDI piano (in which the computer’s signals move the keyboard and produce sound) of the Yamaha Company, a real piano performance is created in the computer. This way, a kind of interaction is created as if a human performer and Swarm are doing a duet on a single piano (see Fig.

Download PDF sample

Rated 4.75 of 5 – based on 19 votes