Co-evolving parasites improve simulated evolution as an optimization procedure
CNLS '89 Proceedings of the ninth annual international conference of the Center for Nonlinear Studies on Self-organizing, Collective, and Cooperative Phenomena in Natural and Artificial Computing Networks on Emergent computation
Genetic programming II: automatic discovery of reusable programs
Genetic programming II: automatic discovery of reusable programs
An evolvable hardware chip and its application as a multi-function prosthetic hand controller
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
A Scalable Approach to Evolvable Hardware
Genetic Programming and Evolvable Machines
Promises and Challenges of Evolvable Hardware
ICES '96 Proceedings of the First International Conference on Evolvable Systems: From Biology to Hardware
Two-Step Incremental Evolution of a Prosthetic Hand Controller Based on Digital Logic Gates
ICES '01 Proceedings of the 4th International Conference on Evolvable Systems: From Biology to Hardware
A Pattern Recognition System Using Evolvable Hardware
PPSN IV Proceedings of the 4th International Conference on Parallel Problem Solving from Nature
Hardware Evolution at Function Level
PPSN IV Proceedings of the 4th International Conference on Parallel Problem Solving from Nature
A Signal Processing Architecture Based on RAM Technology
Proceedings of the 16th European Simulation Multiconference on Modelling and Simulation 2002
A Divide-and-Conquer Approach to Evolvable Hardware
ICES '98 Proceedings of the Second International Conference on Evolvable Systems: From Biology to Hardware
Scalable Evolvable Hardware Applied to Road Image Recognition
EH '00 Proceedings of the 2nd NASA/DoD workshop on Evolvable Hardware
EvoCOP'10 Proceedings of the 10th European conference on Evolutionary Computation in Combinatorial Optimization
A learning based self-organized additive fuzzy clustering method and its application for EEG data
International Journal of Knowledge-based and Intelligent Engineering Systems - Intelligent Information Processing: Techniques and Applications
| Hi-index | 0.00 |
Evolvable Hardware (EHW) is a new method for designing electronic circuits. However, there are several problems to solve for making high performance systems. One is the limited scalability of the ordinary approach. To reduce this problem, a novel digital signal classification architecture has been developed that allows for incremental evolution. This is based on initially evolving subcircuits for each category to be detected. The architecture is applied for classifying sensor data in a prosthetic hand controller. By applying the proposed method, the best performance achieved is substantially better than that obtained by more ordinary approaches. Analysis of the best circuit shows the importance of having an architecture containing some gates with random connections. Results of the analysis can also be used to collect better training data from users in the future.