Agent-based Simulation Platforms: Review and Development Recommendations
نویسندگان
چکیده
Five software platforms for scientific agent-based models (ABMs) were reviewed by implementing example models in each. NetLogo is the highest-level platform, providing a simple yet powerful programming language, built-in graphical interfaces, and comprehensive documentation. It is designed primarily for ABMs of mobile individuals with local interactions in a grid space, but not necessarily clumsy for others. NetLogo is highly recommended, even for prototyping complex models. MASON, Repast, and Swarm are “framework and library” platforms, providing a conceptual framework for organizing and designing ABMs and corresponding software libraries. MASON is least mature and designed with execution speed a high priority. The Objective-C version of Swarm is the most mature library platform and is stable and well-organized. Objective-C seems more natural than Java for ABMs but weak error-handling and the lack of developer tools are drawbacks. Java Swarm allows Swarm’s Objective-C libraries to be called from Java; it does not seem to combine advantages of the two languages well. Repast provides Swarm-like functions in a Java library and is a good choice for many, but parts of its organization and design could be improved. A rough comparison of execution speed found MASON and Repast usually fastest (MASON 135% faster than Repast), Swarm (including Objective-C) fastest for simple models but slowest for complex ones, and NetLogo intermediate. Recommendations include completing the documentation (for all platforms except NetLogo), strengthening conceptual frameworks, providing better tools for statistical output and automating simulation experiments, simplifying common tasks, and researching technologies for understanding how simulation results arise.
منابع مشابه
Agent-based Simulation Platforms Agent-based Simulation Platforms: Review and Development Recommendations
Five software platforms for scientific agent-based models (ABMs) were reviewed by implementing example models in each. NetLogo is the highest-level platform, providing a simple yet powerful programming language, built-in graphical interfaces, and comprehensive documentation. It is designed primarily for ABMs of mobile individuals with local interactions in a grid space, but not necessarily clum...
متن کاملAgent-based Simulation Platforms: An Updated Review
We review and evaluate two related agent-based simulation platforms: version 5.0 of NetLogo and the ReLogo component of Repast. We implemented the “StupidModel” series of 16 pseudo-models in both platforms; these codes contain many elements of basic agent-based models and can serve as templates for programming real models. Subsequent to the similar review we published in 2006, NetLogo has evolv...
متن کاملTowards a Methodology for Agent-based Social Simulation
A review of software engineering principles, rapid prototyping approaches and accounts of the development of simulation models is used as the basis for recommendations about some practical techniques and methods that can be used effectively in the development of agent-based social simulation models. Particular attention is given to the incorporation of users and stakeholders i n the design of s...
متن کاملThe Evolution of Agent-based Simulation Platforms: A Review of NetLogo 5.0 and ReLogo
We review and evaluate two recently evolved agent-based simulation platforms: version 5.0 of NetLogo and the ReLogo component of Repast. Subsequent to the similar review we published in 2006, NetLogo has evolved into a powerful platform for scientific modeling while retaining its basic conceptual design, ease of use, and excellent documentation. ReLogo evolved both from NetLogo and Repast; it i...
متن کاملRequirements Analysis of Multi-Agent-Based Simulation Platforms: State of the Art and New Prospects
In this work we propose a reference model for the requirements specification of agent-based simulation platforms. We give the following contributions: (i) aid the identification of general principles to develop platforms; (ii) advance the analysis and prospection of technical-operational and highlevel requirements; (iii) promote the identification of shared requirements, addressing them to the ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- Simulation
دوره 82 شماره
صفحات -
تاریخ انتشار 2006