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Bio-micro-robots as building blocks for smart materials

Bio-micro-robots as building blocks for smart materials
生物微型机器人作为智能材料的构建模块
批准号:
19F19722
负责人:
オベル加藤 ナタナエル
金额:
$1.47万
依托单位:
依托单位国家:
日本
项目类别:
Grant-in-Aid for JSPS Fellows
财政年份:
2019
资助国家:
日本
项目状态:
已结题
起止时间:
2019-04-25 至 2021-03-31

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中文摘要
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英文摘要
Our aim was to design controllers for self-organizing swarms of micro-robots with specific collective dynamics emerging from local interactions. In particular, we focused on large robotic swarms with millions micrometer-sized micro-robots composed of sepharose beads controlled through the reaction-diffusion dynamics of DNA strands grafted into the robots. We extended the methodology implemented the previous year to automatically design these DNA-based controllers, by using optimization and quality-diversity algorithms and testing promising solutions in simulations. However this approach was especially computationally expensive, in particular because of the complex reaction-diffusion simulations involved. As such, we presented a new method to improve the computational efficiency of such simulations using GPUs with the CUDA framework (paper "Accelerating the Finite-Element Method for Reaction-Diffusion Simulations on GPUs with CUDA"). Another limitation of our methodology to automatically design robot controllers was that the user previously had to manually provide scores ("feature descriptors") quantifying how diverse the tested solutions were, a typical aspect of quality-diversity algorithms. We described a new methodology to find automatically these diversity scores for a target problem (paper "Ensemble Feature Extraction for Multi-Container Quality-Diversity Algorithms").
期刊论文(17)
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会议论文
Molecular programming of swarms for ALife
ALife 群体的分子编程
DOI: --
发表时间: 2020
期刊:
影响因子: --
作者: [Cazenille L, Lobato-Dauzier N, Aubert-Kato N]
通讯作者: Aubert-Kato N
ISIR, Sorbonne Universite(フランス)
ISIR,索邦大学(法国)
DOI: --
发表时间:
期刊:
影响因子: --
作者: []
通讯作者:
Exploring the BipedalWalker benchmark with MAP-Elites and Curiosity-driven A3C
使用 MAP-Elites 和好奇心驱动的 A3C 探索 BipedalWalker 基准
DOI: --
发表时间: 2020
期刊: InProceedings of the Genetic and Evolutionary Computation Conference Companion 2020
影响因子: --
作者: [Gupta V., Aubert-Kato N., Cazenille L]
通讯作者: Cazenille L
Ensemble Feature Extraction for Multi-Container Quality-Diversity Algorithms
多容器质量多样性算法的集成特征提取
DOI: --
发表时间: 2021
期刊: Proceedings of the 2021 Genetic and Evolutionary Computation Conference
影响因子: --
作者: [Cazenille Leo]
通讯作者: Cazenille Leo
8
    Deep learning with evolutionary synaptic pruning
    • 批准号:
      22KF0142
    • 项目类别:
      Grant-in-Aid for JSPS Fellows
    • 资助金额:
      $1.41万
    • 财政年份:
      2023
    • 负责人:
      オベル加藤 ナタナエル
    • 依托单位:
    Optimization of molecular robot swarms for the emergence of collective behaviors
    • 批准号:
      19KK0261
    • 项目类别:
      Fund for the Promotion of Joint International Research (Fostering Joint International Research (B))
    • 资助金额:
      $11.56万
    • 财政年份:
      2019
    • 负责人:
      オベル加藤 ナタナエル
    • 依托单位:
    海外基金