Moshe Sipper, Daniel Mange, and Andrés Pérez-Uribe (Eds.)

Proceedings of the Second International Conference on Evolvable Systems: From Biology to Hardware (ICES98)

Lausanne, Switzerland, September 1998

Lecture Notes in Computer Science, vol. 1478, Springer-Verlag, Heidelberg, 1998

ICES98 Home Page

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Preface

The idea of evolving machines, whose origins can be traced to the cybernetics movement of the 1940s and the 1950s, has recently resurged in the form of the nascent field of bio-inspired systems and evolvable hardware. The inaugural workshop, Towards Evolvable Hardware, took place in Lausanne in October 1995, followed by the First International Conference on Evolvable Systems: From Biology to Hardware (ICES96), held in Japan in October 1996.

These proceedings contain the papers presented at the Second International Conference on Evolvable Systems: From Biology to Hardware (ICES98), which was hosted by the Swiss Federal Institute of Technology in Lausanne. The papers present the latest developments in a field that unites researchers who use biologically inspired concepts to implement real-world systems. This year's conference saw a wide range of topics, including: evolution of digital systems, evolution of analog systems, embryonic electronics, bio-inspired systems, artificial neural networks, adaptive robotics, adaptive hardware platforms, and molecular computing.

We thank the authors for their high-quality contributions and the members of the program committee for their invaluable help in the refereeing process. We also thank the International Latsis Foundation, the Swiss National Science Foundation, and the Swiss Federal Institute of Technology for financial support.

Lausanne, July 1998 Moshe Sipper
Daniel Mange
Andrés Pérez-Uribe

General Chair: Daniel Mange, Swiss Federal Institute of Technology

Program Chair: Moshe Sipper, Swiss Federal Institute of Technology

Conference Secretary: Andrés Pérez-Uribe, Swiss Fed. Inst. of Technology

International Steering Committee:

Program Committee:
H. Adeli, Ohio State U. L. Kang, Wuhan U.
I. Aleksander, Imperial College J. R. Koza, Stanford U.
D. Andre, U. California, BerkeleyP. L. Luisi, ETH Zentrum
W. W. Armstrong, U. Alberta B. Manderick, Free U.
F. H. Bennett III, Stanford U. P. Marchal, CSEM, Switzerland
J. Cabestany, Polit. Catalunya J. J. Merelo, U. Granada
M. Capcarrère, EPFL, Switzerland J. F. Miller, Napier U.
L. O. Chua, U. California, Berkeley F. Mondada, EPFL, Switzerland
C. Ciressan, EPFL, Switzerland J. M. Moreno, Polit. Catalunya
R. J. Deaton, U. Memphis P. Nussbaum, CSEM, Switz.
R. Dogaru, U. California, Berkeley C. Piguet, CSEM, Switzerland
B. Faltings, EPFL, Switzerland J. Reggia, U. Maryland
D. Floreano, EPFL, Switzerland E. Ruppin, Tel Aviv U.
T. C. Fogarty, Napier U. E. Sanchez, EPFL, Switzerland
D. B. Fogel, Natural Selection, Inc.A. Stauffer, EPFL, Switzerland
H. de Garis, ATR-HIP, Japan L. Steels, Vrije U.
M. H. Garzon, U. Memphis D. Thalmann, EPFL, Switz.
E. Gelenbe, Duke U. A. Thompson, U. Sussex
W. Gerstner, EPFL, Switzerland M. Tomassini, U. Lausanne
R. W. Hartenstein, Kaiserslautern U. G. Wendin, Chalmers U.
I. Harvey, U. Sussex L. Wolpert, U. College London
H. Hemmi, NTT, Japan X. Yao, ADFA, Australia
J.-C. Heudin, Pôle UniversitaireJ. Zahnd, EPFL, Switzerland




Table of Contents

Evolution of Digital Systems

A Gate-Level EHW Chip: Implementing GA Operations and Reconfigurable Hardware on a Single LSI .......................... 1
I. Kajitani, T. Hoshino, D. Nishikawa, H. Yokoi, S. Nakaya, T. Yamauchi, T. Inuo, N. Kajihara, M. Iwata, D. Keymeulen, and T. Higuchi

On the Automatic Design of Robust Electronics Through Artificial Evolution ........................................... 13
A. Thompson

Aspects of Digital Evolution: Geometry and Learning ................ 25
J. F. Miller and P. Thomson

Evolutionary Design of Hashing Function Circuits using an FPGA ...... 36
E. Damiani, V. Liberali, and A. G. B. Tettamanzi

A New Research Tool for Intrinsic Hardware Evolution ............... 47
P. Layzell

A Divide-and-Conquer Approach to Evolvable Hardware .............. 57
J. Torresen

Evolution of Astable Multivibrators in Silico ....................... 66
L. Huelsbergen, E. Rietman, and R. Slous

Some Aspects of an Evolvable Hardware Approach for Multiple-Valued Combinational Circuit Design ................................... 78
T. Kalganova, J. F. Miller, and T. C. Fogarty

Adaptation in Co-Evolving Non-Uniform Cellular Automata ........... 90
V. Vassilev and T. C. Fogarty

Synthesis of Synchronous Sequential Logic Circuits from Partial Input/Output Sequences ....................................... 98
C. Manovit, C. Aporntewan, and P. Chongstitvatana

Data Compression for Digital Color Electrophotographic Printer with Evolvable Hardware........................................... 106
M. Tanaka, H. Sakanashi, M. Salami, M. Iwata, T. Kurita, and T. Higuchi

Comparison of Evolutionary Methods for Smoother Evolution.......... 115
T. Hikage, H. Hemmi, and K. Shimohara

Evolution of Analog Systems

Automated Analog Circuit Synthesis using a Linear Representation ..... 125
J. D. Lohn and S. P. Colombano

Analogue EHW Chip for Intermediate Frequency Filters .............. 134
M. Murakawa, S. Yoshizawa, T. Adachi, S. Suzuki, K. Takasuka, M. Iwata, and T. Higuchi

Intrinsic Circuit Evolution using Programmable Analogue Arrays ....... 144
S. J. Flockton and K. Sheehan

Analog Circuits Evolution in Extrinsic and Intrinsic Modes ............ 154
R. S. Zebulum, M. A. Pacheco, and M. Vellasco

Evolvable Hardware for Space Applications ........................ 166
A. Stoica, A. Fukunaga, K. Hayworth, and C. Salazar-Lazaro

Embryonic Electronics

Embryonics: A Macroscopic View of the Cellular Architecture.......... 174
D. Mange, A. Stauffer, and G. Tempesti

Embryonics: A Microscopic View of the Molecular Architecture......... 185
D. Mange, A. Stauffer, and G. Tempesti

Modeling Cellular Development using L-Systems .................... 196
A. Stauffer and M. Sipper

MUXTREE Revisited: Embryonics as a Reconfiguration Strategy in Fault-Tolerant Processor Arrays ................................. 206
C. Ortega-Sánchez and A. Tyrrell

Bio-Inspired Systems

Building Complex Systems using Developmental Process: An Engineering Approach ...................................... 218
H. Kitano

Evolving Batlike Pinnae for Target Localisation by an Echolocator ...... 230
H. Peremans, V. A. Walker, G. Papadopoulos, and J. C. T. Hallam

A Biologically Inspired Object Tracking System ..................... 240
R. DuBois

The "Modeling Clay" Approach to Bio-Inspired Electronic Hardware .... 248
K. Hayworth

Artificial Neural Networks

A "Spike Interval Information Coding" Representation for ATR's CAM-Brain Machine (CBM) .............................. 256
M. Korkin, N. E. Nawa, and H. de Garis

Learning in Genetic Algorithms ................................. 268
E. Gelenbe

Back-Propagation Learning of Autonomous Behavior: A Mobile Robot Khepera Took a Lesson from the Future Consequences ............... 280
K. Murase, T. Wakida, R. Odagiri, W. Yu, H. Akita, and T. Asai

SPIKE_4096: A Neural Integrated Circuit for Image Segmentation ...... 287
J.-L. Rebourg, J.-D. Muller, and M. Samuelides

Adaptive Robotics

Analysis of the Scenery Perceived by a Real Mobile Robot Khepera ..... 295
R. Odagiri, W. Yu, T. Asai, and K. Murase

Evolution of a Control Architecture for a Mobile Robot............... 303
M. Ebner

Adaptive Hardware Platforms

Field Programmable Processor Arrays ............................ 311
P. Nussbaum, B. Girau, and A. Tisserand

General-Purpose Computer Architecture Based on Fully Programmable Logic .......................................... 323
K. Oguri, N. Imlig, H. Ito, K. Nagami, R. Konishi, and T. Shiozawa

Palmo: Field Programmable Analogue and Mixed-Signal VLSI for Evolvable Hardware........................................... 335
A. Hamilton, K. Papathanasiou, M. R. Tamplin, and T. Brandtner

Feasible Evolutionary and Self-Repairing Hardware by Means of the Dynamic Reconfiguration Capabilities of the FIPSOC Devices ......... 345
J. M. Moreno, J. Madrenas, J. Faura, E. Cantó, J. Cabestany, and J. M. Insenser

Fault Tolerance of a Large-Scale MIMD Architecture using a Genetic Algorithm .......................................... 356
P. Millet and J.-C. Heudin

Hardware Evolution with a Massively Parallel Dynamically Reconfigurable Computer: POLYP ............................... 364
U. Tangen and J. S. McCaskill

Molecular Computing

Molecular Inference via Unidirectional Chemical Reactions ............ 372
J. J. Mulawka and M. J. Ocwieja

Author Index ............................................. 381




Author Index

Adachi, T., 134Kajihara, N., 1Sakanashi, H., 106
Akita, H., 280Kajitani, I., 1Salami, M., 106
Aporntewan, C., 98Kalganova, T., 78Salazar-Lazaro, C., 166
Asai, T., 280, 295Keymeulen, D., 1Samuelides, M., 287
Kitano, H., 218Sheehan, K., 144
Brandtner, T., 335Konishi, R., 323Shimohara, K., 115
Korkin, M., 256Shiozawa, T., 323
Cabestany, J., 345Kurita, T., 106Sipper, M., 196
Cantó, E., 345 Slous, R., 66
Chongstitvatana, P., 98Layzell, P., 47Stauffer, A., 174, 185, 196
Colombano, S. P., 125Liberali, V., 36Stoica, A., 166
Lohn, J. D., 125Suzuki, S., 134
Damiani, E., 36
de Garis, H., 256Madrenas, J., 345Takasuka, K., 134
DuBois, R., 240Mange, D., 174, 185Tamplin, M. R., 335
Manovit, C., 98Tanaka, M., 106
Ebner, M., 303McCaskill, J. S., 364Tangen, U., 364
Miller, J. F., 25, 78Tempesti, G., 174, 185
Faura, J., 345Millet, P., 356Tettamanzi, A. G. B., 36
Flockton, S. J., 144Moreno, J. M., 345Thompson, A., 13
Fogarty, T. C., 78, 90Mulawka, J. J., 372Thomson, P., 25
Fukunaga, A., 166Muller, J.-D., 287Tisserand, A., 311
Murakawa, M., 134Torresen, J., 57
Gelenbe, E., 268Murase, K., 280, 295Tyrrell, A., 206
Girau, B., 311
Nagami, K., 323Vassilev, V., 90
Hallam, J. C. T., 230Nakaya, S., 1Vellasco, M., 154
Hamilton, A., 335Nawa, N. E., 256
Hayworth, K., 166, 248Nishikawa, D., 1Wakida, T., 280
Hemmi, H., 115Nussbaum, P., 311Walker, V. A., 230
Heudin, J.-C., 356
Higuchi, T., 1, 106, 134Ocwieja, M. J., 372Yamauchi, T., 1
Hikage, T., 115Odagiri, R., 280, 295Yokoi, H., 1
Hoshino, T., 1Oguri, K., 323Yoshizawa, S., 134
Huelsbergen, L., 66Ortega-Sánchez, C., 206Yu, W., 280, 295
.
Imlig, N., 323Pacheco, M. A., 154Zebulum, R. S., 154
Insenser, J. M., 345Papadopoulos, G., 230
Inuo, T., 1Papathanasiou, K., 335
Ito, H., 323Peremans, H., 230
Iwata, M., 1, 106, 134
Rebourg, J.-L., 287
Rietman, E., 66