Elements of information theory
Elements of information theory
A Genetic Programming Approach to Logic Function Synthesis by Means of Multiplexers
EH '99 Proceedings of the 1st NASA/DOD workshop on Evolvable Hardware
Evolutionary Multi-Level Network Synthesis in Given Design Style
ISMVL '00 Proceedings of the 30th IEEE International Symposium on Multiple-Valued Logic
Information Theory Method for Flexible Network Synthesis
ISMVL '01 Proceedings of the 31st IEEE International Symposium on Multiple-Valued Logic
Design of combinational logic circuits through an evolutionary multiobjective optimization approach
Artificial Intelligence for Engineering Design, Analysis and Manufacturing
A Mathematical Theory of Communication
A Mathematical Theory of Communication
Machine-learning-based circuit synthesis
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
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In this paper, we propose the use of Information Theory as the basis of the fitness function for Boolean circuit design. Boolean functions are implemented by means of multiplexers and genetic programming. Entropy based measures such as Mutual Information and Conditional Entropy are investigated as tools for similarity measures between circuits. A comparison of synthesized (through evolution) and minimized circuits through other methods denotes the advantages of the Information-Theoretical approach.