Safety of Automated Agricultural Machineries: A Systematic Literature Review

被引:5
|
作者
Aby, Guy R. [1 ]
Issa, Salah F. [1 ]
机构
[1] Univ Illinois, Dept Agr & Biol Engn, Urbana, IL 61801 USA
关键词
obstacles; deformable terrain; risk assessment and hazard analysis; perception sensors; automated agricultural machine; agricultural environment; engineering standards; safety standards; design standards; OBSTACLE DETECTION; OBJECT DETECTION; AWARENESS; AVOIDANCE;
D O I
10.3390/safety9010013
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
Automated agricultural machinery has advanced significantly in the previous ten years; however, the ability of such robots to operate safely will be critical to their commercialization. This study provides a holistic evaluation of the work carried out so far in the field of automated agricultural machines' safety, as well as a framework for future research considerations. Previous automated agricultural machines' safety-related studies are analyzed and grouped into three categories: (1) environmental perception, (2) risk assessment as well as risk mitigation, and (3) human factors as well as ergonomics. The key findings are as follows: (1) The usage of single perception, multiple perception sensors, developing datasets of agricultural environments, different algorithms, and external solutions to improve sensor performance were all explored as options to improve automated agricultural machines' safety. (2) Current risk assessment methods cannot be efficient when dealing with new technology, such as automated agricultural machines, due to a lack of pre-existing knowledge. Full compliance with the guidelines provided by the current International Organization for Standardization (ISO 18497) cannot ensure automated agricultural machines' safety. A regulatory framework and being able to test the functionalities of automated agricultural machines within a reliable software environment are efficient ways to mitigate risks. (3) Knowing foreseeable human activity is critical to ensure safe human-robot interaction.
引用
收藏
页数:22
相关论文
共 50 条
  • [21] Automated Measurement of Technical Debt: A Systematic Literature Review
    Khomyakov, Ilya
    Makhmutov, Zufar
    Mirgalimova, Ruzilya
    Sillitti, Alberto
    PROCEEDINGS OF THE 21ST INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS (ICEIS 2019), VOL 2, 2019, : 95 - 106
  • [22] A systematic literature review on automated log abstraction techniques
    El-Masri, Diana
    Petrillo, Fabio
    Gueheneuc, Yann-Gael
    Hamou-Lhadj, Abdelwahab
    Bouziane, Anas
    INFORMATION AND SOFTWARE TECHNOLOGY, 2020, 122
  • [23] An automated essay scoring systems: a systematic literature review
    Ramesh, Dadi
    Sanampudi, Suresh Kumar
    ARTIFICIAL INTELLIGENCE REVIEW, 2022, 55 (03) : 2495 - 2527
  • [24] ACCURACY AND EFFICIENCY OF AUTOMATED OR ARTIFICIAL INTELLIGENCE TOOLS IN SYSTEMATIC LITERATURE REVIEWS: A SYSTEMATIC LITERATURE REVIEW
    Hardy, E. J.
    Jenkins, A. R.
    Ross, J.
    Lang, S. H.
    VALUE IN HEALTH, 2024, 27 (12)
  • [25] Artificial Intelligence Technology in the Agricultural Sector: A Systematic Literature Review
    Elbasi, Ersin
    Mostafa, Nour
    AlArnaout, Zakwan
    Zreikat, Aymen I.
    Cina, Elda
    Varghese, Greeshma
    Shdefat, Ahmed
    Topcu, Ahmet E.
    Abdelbaki, Wiem
    Mathew, Shinu
    Zaki, Chamseddine
    IEEE ACCESS, 2023, 11 : 171 - 202
  • [26] Application of Intelligent Recommendation for Agricultural Information: A Systematic Literature Review
    Song, Caixia
    Dong, Haoyu
    IEEE ACCESS, 2021, 9 (09) : 153616 - 153632
  • [27] Data analytics platforms for agricultural systems: A systematic literature review
    Krisnawijaya, Ngakan Nyoman Kutha
    Tekinerdogan, Bedir
    Catal, Cagatay
    van der Tol, Rik
    COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2022, 195
  • [28] Data analytics platforms for agricultural systems: A systematic literature review
    Krisnawijaya, Ngakan Nyoman Kutha
    Tekinerdogan, Bedir
    Catal, Cagatay
    van der Tol, Rik
    COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2022, 195
  • [29] The digitization of agricultural industry - a systematic literature review on agriculture 4.0
    Abbasi, Rabiya
    Martinez, Pablo
    Ahmad, Rafiq
    SMART AGRICULTURAL TECHNOLOGY, 2022, 2
  • [30] A Literature Review of Wheelchair Transportation Safety Relevant to Automated Vehicles
    Klinich, Kathleen D.
    Manary, Miriam A.
    Orton, Nichole R.
    Boyle, Kyle J.
    Hu, Jingwen
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2022, 19 (03)