A review on energy efficiency in autonomous mobile robots

被引:9
|
作者
Wu, Mingyu [1 ,2 ]
Yeong, Che Fai [2 ]
Su, Eileen Lee Ming [2 ]
Holderbaum, William [3 ]
Yang, Chenguang [4 ]
机构
[1] Jiaxing Vocat & Tech Coll, Jiaxing Key Lab Ind Internet Secur, Jiaxing, Peoples R China
[2] Univ Teknol Malaysia, Fac Elect Engn, Johor Baharu, Malaysia
[3] Manchester Metropolitan Univ, Dept Engn, Manchester, England
[4] Univ West England, Robot Lab, Bristol, England
来源
ROBOTIC INTELLIGENCE AND AUTOMATION | 2023年 / 43卷 / 06期
关键词
Autonomous mobile robots; Energy efficiency; Systematic literature review; Optimization; Energy consumption models; Path planning; SLIP-OPTIMIZATION; WHEELED ROBOTS; STRAIGHT-LINE; PATH; CONSUMPTION; BATTERIES; INTELLIGENCE; ALGORITHM; ROTATION; DESIGN;
D O I
10.1108/RIA-05-2023-0060
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Purpose- This paper aims to provide a comprehensive analysis of the state of the art in energy efficiency for autonomous mobile robots (AMRs), focusing on energy sources, consumption models, energy-efficient locomotion, hardware energy consumption, optimization in path planning and scheduling methods, and to suggest future research directions.Design/methodology/approach- The systematic literature review (SLR) identified 244 papers for analysis. Research articles published from 2010 onwards were searched in databases including Google Scholar, ScienceDirect and Scopus using keywords and search criteria related to energy and power management in various robotic systems.Findings- The review highlights the following key findings: batteries are the primary energy source for AMRs, with advances in battery management systems enhancing efficiency; hybrid models offer superior accuracy and robustness; locomotion contributes over 50% of a mobile robot's total energy consumption, emphasizing the need for optimized control methods; factors such as the center of mass impact AMR energy consumption; path planning algorithms and scheduling methods are essential for energy optimization, with algorithm choice depending on specific requirements and constraints.Research limitations/implications The review concentrates on wheeled robots, excluding walking ones. Future work should improve consumption models, explore optimization methods, examine artificial intelligence/machine learning roles and assess energy efficiency trade-offs.Originality/value- This paper provides a comprehensive analysis of energy efficiency in AMRs, highlighting the key findings from the SLR and suggests future research directions for further advancements in this field.
引用
收藏
页码:648 / 668
页数:21
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