Read e-book online Agent-based modeling and simulation with Swarm PDF

By Hitoshi Iba

ISBN-10: 146656234X

ISBN-13: 9781466562349

Swarm-based multi-agent simulation results in higher modeling of projects in biology, engineering, economics, paintings, and plenty of different parts. It additionally enables an realizing of advanced phenomena that can not be solved analytically. Agent-Based Modeling and Simulation with Swarm presents the technique for a multi-agent-based modeling technique that integrates computational ideas resembling man made lifestyles, mobile automata, and bio-inspired optimization.

Each bankruptcy provides an outline of the matter, explores cutting-edge expertise 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, software, approach for visualisation, and extra examine projects. whereas the publication employs the widely used Swarm approach, readers can version and enhance the simulations with their very own simulator. To inspire hands-on exploration of emergent platforms, Swarm-based software program and resource codes can be found for obtain from the author’s web site.

A thorough evaluation of multi-agent simulation and assisting instruments, this ebook exhibits how this kind of simulation is used to procure an figuring out of complicated structures and synthetic lifestyles. It conscientiously explains the best way to build a simulation application for varied applications.

Show description

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

Similar machine theory books

Download PDF by Patricia Grossi, Howard Kunreuther: Catastrophe Modeling: A New Approach to Managing Risk

Disaster Modeling: a brand new method of coping with hazard is the 1st ebook that systematically analyzes how disaster versions can be utilized for assessing and coping with dangers of maximum occasions. It makes a speciality of traditional catastrophe threat, but in addition discusses the administration of terrorism possibility. a different characteristic of this booklet is the involvement of 3 major disaster modeling companies, AIR around the globe, EQECAT, and possibility administration ideas, who research the position of disaster modeling in price atmosphere, portfolio administration and probability financing.

New PDF release: Combinatorial Image Analysis: 16th International Workshop,

This quantity constitutes the refereed lawsuits of the sixteenth foreign Workshop on Combinatorial photograph research, IWCIA 2014, held in Brno, Czech Republic, in may well 2014. The 20 revised complete papers and three invited papers awarded have been rigorously reviewed and chosen from a number of submissions. the subjects coated contain discrete geometry and topology in imaging technological know-how, new ends up in picture illustration, segmentation, grouping, and reconstruction, clinical snapshot processing.

New PDF release: Artificial Intelligence and Soft Computing: 13th

The two-volume set LNAI 8467 and LNAI 8468 constitutes the refereed court cases of the thirteenth overseas convention on synthetic Intelligence and smooth Computing, ICAISC 2014, held in Zakopane, Poland in June 2014. The 139 revised complete papers awarded within the volumes, have been conscientiously reviewed and chosen from 331 submissions.

Additional info for Agent-based modeling and simulation with Swarm

Example text

There are a number of crossover methods based on the level of granularity in separating each individual, for example, the one-point crossover and the uniform crossover. The crossover shown in Fig. 2: GA operators. one-point crossover. Following are some methods for performing the crossover operation. 1. One-point crossover 2. Multi-point crossover (n-point crossover) 3. Uniform crossover We have already explained the one-point crossover operation (Fig. 3(a)). The n-point crossover operation has n crossover points, so if n = 1, this is equivalent to the one-point crossover operation.

In all methods, individuals who have higher fitness are more likely to be selected. • Roulette selection Roulette selection selects individuals with a probability in proportion to their fitness. This is the most general method in EAs; however, procedures such as scaling are necessary to perform searches efficiently. 1: GTYPE and PTYPE. 15 16 Agent-Based Modeling and Simulation with Swarm • Tournament selection Tournament selection is widely used in EAs. The selection rate in roulette selection is determined by the absolute value of fitness.

Hence, the system represents another example of this new form of human– computer interaction. 19: An example rock rhythm generated by CONGA. Undertaking similar research, the author has developed a rhythm generation system named CONGA [120]. A characteristic feature of this system is that the search technique is based on a combination of a GA and GP. First, short rhythms with a length of one bar are represented as the character sequences of genes, which are then used by a GA. Conversely, GP uses functions such as “repeat” to arrange the rhythms represented by GA units, with the aim of realizing a musical structure.

Download PDF sample

Agent-based modeling and simulation with Swarm by Hitoshi Iba


by Daniel
4.3

Rated 4.43 of 5 – based on 14 votes