A Generic Agent-based Dynamic Process Simulation Framework: a Self-adaptive Modelling Approach
نویسندگان
چکیده
Agent-based simulation (ABS) modelling had been a prevalent approach in simulating dynamic processes for a variety of domains. However, the constructed models are usually domain-specific in nature. The proprietary issue of existing modelling approaches limit the possibilities of reusing those constructed models in other application domains. Such limitation also poses issues in model extensibility and customization. Thus, this paper presents a generic ABS framework with self-adaptive modelling approach to address the aforesaid limitations. In the ABS framework, self-adaptive modelling architecture supports construction and re-construction of models autonomously. Simulations were conducted for a few dynamic processes derived from two case studies of New Student Registration and Crime Investigation. Simulation results show that different ABS models were successfully developed, extended and customized by the selfadaptive modelling component in the framework.
منابع مشابه
RELIABILITY-BASED DESIGN OPTIMIZATION OF COMPLEX FUNCTIONS USING SELF-ADAPTIVE PARTICLE SWARM OPTIMIZATION METHOD
A Reliability-Based Design Optimization (RBDO) framework is presented that accounts for stochastic variations in structural parameters and operating conditions. The reliability index calculation is itself an iterative process, potentially employing an optimization technique to find the shortest distance from the origin to the limit-state boundary in a standard normal space. Monte Carlo simulati...
متن کاملAdaptive Automata Community Detection and Clustering: A generic methodology
We present in this paper a generic methodology based on genetic automata for modelling community detection. With Communities, we deal with dynamic organizations which are self-organized from two aspects, the spatial one and the functional one. We propose in this paper a general methodology which extends cellular based modelling like Schelling models to more sophisticated approaches based on age...
متن کاملTutorial on agent-based modelling and simulation
see http://www.wintersim.org/pastprog.htm). This article provides a brief introduction to ABMS. We illustrate the main concepts of agent-based modelling *Correspondence: CM Macal, Center for Complex Adaptive Agent Systems Simulation, Decision & Information Sciences Division, Argonne National Laboratory, 9700 S. Cass Avenue, Argonne, IL 60439-4867, USA. E-mail: [email protected] Journal of Simulatio...
متن کاملA Generic Agent Organisation Framework for Autonomic Systems
Autonomic computing is being advocated as a tool for managing large, complex computing systems. Specifically, self-organisation provides a suitable approach for developing such autonomic systems by incorporating self-management and adaptation properties into largescale distributed systems. To aid in this development, this paper details a generic problem-solving agent organisation framework that...
متن کاملAdaptive Consensus Control for a Class of Non-affine MIMO Strict-Feedback Multi-Agent Systems with Time Delay
In this paper, the design of a distributed adaptive controller for a class of unknown non-affine MIMO strict-feedback multi agent systems with time delay has been performed under a directed graph. The controller design is based on dynamic surface control method. In the design process, radial basis function neural networks (RBFNNs) were employed to approximate the unknown nonlinear functions. S...
متن کامل