Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
IEEE Intelligent Systems
What's AI Done for Me Lately? Genetic Programming's Human-Competitive Results
IEEE Intelligent Systems
Port-based modeling of mechatronic systems
Mathematics and Computers in Simulation - Special issue: Selected papers from the 4th IMACS symposium on mathematical modelling (4th MATHMOD)
Sustainable evolutionary algorithms and scalable evolutionary synthesis of dynamic systems
Sustainable evolutionary algorithms and scalable evolutionary synthesis of dynamic systems
System Dynamics: Modeling and Simulation of Mechatronic Systems
System Dynamics: Modeling and Simulation of Mechatronic Systems
Knowledge interaction with genetic programming in mechatronic systems design using bond graphs
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
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All modern dynamic engineering systems can be characterised asmechatronic systems. The multi-domain nature of a mechatronicsystem makes it difficult to model using a single modellingtechnique over the whole system as varying sets of system variablesare required. Bond-Graphs offer an advanced object-orientedmodelling and simulation technique. They are domain independentallowing straight forward and efficient model composition,classification and analysis. Bond-Graph model of the mechatronicsystem can be directly simulated on a digital computer usingsimulation software such as 20-Sim© and Modelica©graphically or manipulated mathematically to yield state equationsusing a simplified set of power and energy variables. Thesimulation scheme can be augmented to synthesise designs formechatronic systems using genetic programming as a tool foropen-ended search. This research paper presents results of anexperiment conducted to verify a unified approach developed bycombining Bond-Graph modelling and simulation with geneticprogramming for automated mechatronic system design. Acomprehensive review of various aspects of the physical modellingparadigm along with the concept and development of automated designand the methodology is also included.