Balancing Accuracy and Efficiency: The Status and Challenges of Agricultural Multi-Arm Harvesting Robot Research
文献类型: 外文期刊
第一作者: Chen, Jiawei
作者: Chen, Jiawei;Liao, Hongsen;Lu, Junhua;Yang, Yuxin;Ma, Wei;Qian, Jianping;Xu, Lijia
作者机构:
关键词: harvesting robot; automatic navigation; fruit and vegetable recognition and localization; multi-arm task planning
期刊名称:AGRONOMY-BASEL ( 影响因子:3.4; 五年影响因子:3.8 )
ISSN:
年卷期: 2024 年 14 卷 10 期
页码:
收录情况: SCI
摘要: As the global fruit growing area continues to increase and the population aging problem continues to intensify, fruit and vegetable production is constrained by the difficulties of labor shortages and high costs. Single-arm harvesting robots are inefficient, and in order to balance harvesting accuracy and efficiency, research on multi-arm harvesting robots has become a hot topic. This paper summarizes the performance of multi-arm harvesting robots in indoor and outdoor environments from the aspects of automatic navigation technology, fruit and vegetable identification and localization, multi-arm workspace optimization, and multi-arm harvesting task planning and analyzes their advantages and challenges in practical applications. The results show that the lack of application of automatic field navigation for multi-arm harvesting robots, the low harvesting rate in non-structured environments, and the complexity of algorithms for multi-arm harvesting robots' task planning are the main challenges hindering their wide-scale application. Future studies need to focus on building a standardized growing environment to control the amount of information acquired by the robots and optimize the multi-arm control strategy of these challenges, which is an important direction for research on multi-arm harvesting robots.
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