Evolutionary Design by means of Genetic Programming

通过遗传编程进行进化设计

• 批准号: 13480088
• 负责人: IBA Hitoshi
• 金额: $ 3.97万
• 依托单位: The University of Tokyo
• 依托单位国家: 日本
• 项目类别: Grant-in-Aid for Scientific Research (B)
• 财政年份: 2001
• 资助国家: 日本
• 起止时间: 2001 至 2002
• 项目状态: 已结题
• 来源: https://kaken.nii.ac.jp/en/grant/KAKENHI-PROJECT-13480088/
• 关键词: Genetic Programming; Evolutionary Computation; Evolvable Hardwar; Genome Networks; Evolutionary Robotics; Genetic Algorithms; Linear Genome; lnteractive Evolution

Evolvable Hardware (EHW) is a hardware which modifies its own hardware structure according to the environmental changes. EHW is implemented on a programmable logic device (PLD), whose architecture can be altered by downloading a binary bit string, I.e., architecture bits. In this research, we have used Genetic Programming for the purpose of the evolutionary design. In designing a hardware, key issues are robustness and flexibility. The proposed GP-based design has been proven to be useful for the wide area of applications,, such as evolutionary robotics, circuit designs, and gene regulatory network inferences. The effectiveness of our approach is shown by comparative experiments and successful applications.

演化硬件(EHW)是一种根据环境的变化来修改自身硬件结构的硬件。EHW在可编程逻辑器件(PLD)上实现，其体系结构可以通过下载二进制位串即体系结构位来改变。在这项研究中，我们使用了遗传编程的目的来进化设计。在设计硬件时，关键问题是健壮性和灵活性。所提出的基于GP的设计已经被证明在广泛的应用领域中是有用的，例如进化机器人、电路设计和基因调控网络推断。对比实验和成功应用表明了该方法的有效性。

项目成果

Ando, S., Ishizuka, M., Iba, H.: "Evolving Analog Circuits by Variable Length Chromosomes"Advances in Evolutionary Computing-Theory and Applications. 643-662 (2003)

Ando, S.、Ishizuka, M.、Iba, H.：“通过可变长度染色体进化模拟电路”进化计算理论和应用的进展。

Nilolaev, N.Y., Iba, H.: "Accelerated Genetic Programming of Polynomials"Genetic Programming and Evolvable Machines. 2(3). 231-257 (2001)

Nilolaev, N.Y.，Iba, H.：“多项式的加速遗传编程”遗传编程和可进化机器。

下村彰男: "環境アセスメント技術ガイド:自然とのふれあい"(財)自然環境研究センター. 240 (2002)

Akio Shimomura：“环境评估技术指南：与自然的互动”自然环境研究中心240（2002）。

Ando, S., Sakamoto, E., Iba, H.: "Evolutionary modeling and inference of gene network"Information sciences. 145(3-4). 237-259 (2002)

Ando, S.、Sakamoto, E.、Iba, H.：“基因网络的进化建模与推理”信息科学。

伊庭斉志: "遺伝的プログラミング入門"東京大学出版会. 262 (2001)

Hitoshi Iba：《基因编程导论》东京大学出版社 262 (2001)。