Evolutionary Cost-Optimal Composition Synthesis of Modular Robots Considering a Given Task

被引:0
|
作者
Icer, Esra [1 ]
Hassan, Heba A. [2 ]
El-Ayat, Khaled [2 ]
Althoff, Matthias [1 ]
机构
[1] Tech Univ Munich, Dept Comp Sci, D-85748 Garching, Germany
[2] Amer Univ Cairo, Dept Comp Sci & Engn, 113 Kasr Al Aini St, Cairo, Egypt
关键词
OBSTACLE AVOIDANCE; CONFIGURATION; DESIGN; MANIPULATORS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Commercially available robots cannot always be adapted to arbitrary tasks or environments, particularly when the task would exceed the kinematic or dynamic limits of the robot. Modular robots offer a solution to this problem, since they can be reconfigured in various ways from a set of modules. The challenge of choosing the optimal composition for a given task, however, is hard since the search space of compositions is vast. Our approach addresses this problem: instead of finding the cost-optimal solution over all possible compositions individually, we propose a time-efficient composition synthesis method which uses evolutionary algorithms by taking task-related objectives into account. Simulations show that our algorithm finds the cost-optimal module composition with less computation time than other methods in the literature.
引用
收藏
页码:3562 / 3568
页数:7
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    Goransson, Lisa
    Goop, Joel
    Odenberger, Mikael
    Johnsson, Filip
    [J]. APPLIED ENERGY, 2017, 197 : 230 - 240
  • [22] Research on cost-optimal algorithm of multi-QoS constraints for task scheduling in Hybrid-Cloud
    Department of Computer Science, Wuhan University of Technology, China
    不详
    不详
    [J]. J. Softw. Eng., 1 (33-49):
  • [23] A generalized technique for register counting and its application to cost-optimal DSP architecture synthesis
    Ito, K
    Parhi, KK
    [J]. JOURNAL OF VLSI SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 1997, 16 (01): : 57 - 72
  • [24] A Generalized Technique for Register Counting and its Application to Cost-Optimal DSP Architecture Synthesis
    Kazuhito Ito
    Keshab K. Parhi
    [J]. Journal of VLSI signal processing systems for signal, image and video technology, 1997, 16 : 57 - 72
  • [25] A generalized method for HEN synthesis using stochastic optimization - II. The synthesis of cost-optimal networks
    Lewin, DR
    [J]. COMPUTERS & CHEMICAL ENGINEERING, 1998, 22 (10) : 1387 - 1405
  • [26] A generalized method for HEN synthesis using stochastic optimization - II. The synthesis of cost-optimal networks
    Department of Chemical Engineering, Technion I. I. T., Haifa 32000, Israel
    [J]. Comput. Chem. Eng., 10 (1387-1405):
  • [27] Cost-optimal operation and recovery method for power distribution systems considering multiple flexible resources and logistics restrictions
    Tang, Wenhu
    Li, Zepeng
    Yu, Zeyuan
    Qian, Tong
    Lian, Xianglong
    Chen, Xingyu
    [J]. SUSTAINABLE ENERGY TECHNOLOGIES AND ASSESSMENTS, 2022, 49
  • [28] Improving the flexibility of coal-fired power generators: Impact on the composition of a cost-optimal electricity system
    Garoarsdottir, Stefania O.
    Goransson, Lisa
    Normann, Fredrik
    Johnsson, Filip
    [J]. APPLIED ENERGY, 2018, 209 : 277 - 289
  • [29] ILP-based cost-optimal DSP synthesis with module selection and data format conversion
    Ito, K
    Lucke, LE
    Parhi, KK
    [J]. IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 1998, 6 (04) : 582 - 594
  • [30] Global-local analysis of cost-optimal onshore wind turbine configurations considering wind classes and hub heights
    Satymov, Rasul
    Bogdanov, Dmitrii
    Breyer, Christian
    [J]. Energy, 2022, 256