Cluster analysis of kitchen cabinet operation posture based on OpenPose technology

被引:9
|
作者
Zhou, Chengmin [1 ,2 ]
Huang, Ting [1 ,2 ]
Luo, Xin [1 ]
Kaner, Jake [3 ]
Fu, Xiaoman [4 ]
机构
[1] Nanjing Forestry Univ, Coll Furnishings & Ind Design, Nanjing 210037, Jiangsu, Peoples R China
[2] Jiangsu Coinnovat Ctr Efficient Proc & Utilizat Fo, Nanjing, Peoples R China
[3] Nottingham Trent Univ, Sch Art & Design, Nottingham NG1 4FQ, England
[4] Nanjing Audit Univ, Coll Art & Design, Jinshen Coll, Xianlin Caddesi 100, Nanjing 210023, Peoples R China
关键词
Cabinet operations; OpenPose acquisition; Cluster analysis; Cabinet design; PREDICTION;
D O I
10.1016/j.ergon.2022.103352
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
With the help of OpenPose technology, the key data of the user's operating posture when using the kitchen cabinet during cooking are obtained. The second-order clustering method is used to cluster the obtained data, and the relationship between the characteristics of human operating behavior posture and height among different categories is analyzed, to provide a scientific basis for the design of high adaptability customization scheme of the kitchen cabinet table in the later stage. The clustering results show that the deviation angle of the parts beyond the health threshold is different under different task states. The average deviation angle of the neck was more than 45?. In Category 3, the average waist deviation angle was 3-9 times of the other categories, and 68.05% of the operation time exceeded the health threshold. Therefore, in the design of the kitchen cabinet, the sizes of the cleaning area and preparation area need to be adjusted according to the sight distance to ensure that users maintain a healthy operation behavior. In addition, it is found that the user sight distance range of 160-180 cm is [419,621] mm under the operation state, which can be used as a reference for design evaluation.
引用
收藏
页数:12
相关论文
共 50 条
  • [41] Thermal Simulation Analysis for Cabinet of Carborne Controller Based on Finite Element Analysis
    Chen, Sen-Yan
    Liu, Dan-Dan
    Chen, Xiang-Xian
    3RD INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND MECHANICAL AUTOMATION (CSMA 2017), 2017, : 381 - 385
  • [42] Assessing technology transfer and business development potential: Technology cluster analysis
    Martin, M
    Gruetzmacher, RR
    Lanham, R
    Brady, J
    ECONOMIC DEVELOPMENT QUARTERLY, 2004, 18 (02) : 168 - 173
  • [43] OpenPose Technology Based Yoga Exercise Guidance Functions by Hint Messages and Scores Evaluation for Dynamic and Static Yoga Postures
    Huang, Wan-Chia
    Shih, Cheng-Liang
    Anggraini, Irin Tri
    Funabiki, Nobuo
    Fan, Chih-Peng
    JOURNAL OF ADVANCES IN INFORMATION TECHNOLOGY, 2023, 14 (05) : 1029 - 1036
  • [44] ‘Technology Mining’ bibliometrics analysis: applying network analysis and cluster analysis
    Farshad Madani
    Scientometrics, 2015, 105 : 323 - 335
  • [45] 'Technology Mining' bibliometrics analysis: applying network analysis and cluster analysis
    Madani, Farshad
    SCIENTOMETRICS, 2015, 105 (01) : 323 - 335
  • [46] Method for Daily Operation of Hydropower Stations With One Reservoir Based on Cluster Analysis and Decision Tree Technique
    Shen J.
    Zhang N.
    Cheng C.
    Zhang C.
    Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2019, 39 (03): : 652 - 663
  • [47] An Eye Location based Head Posture Recognition Method and Its Application in Mouse Operation
    Chen, Zhe
    Yang, Bingbing
    Yin, Fuliang
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2015, 9 (03): : 1087 - 1104
  • [48] Regional logistic systems and operation mode based on industrial cluster
    Sun Shusheng
    Hai Feng
    Proceeding of the 2006 International Conference on Management of Logistics and Supply Chain, 2006, : 39 - 44
  • [49] A Method of Operation Scheduling Based on Video Transcoding for Cluster Equipment
    Zhou, Haojie
    Yan, Chun
    ADVANCES IN MATERIALS, MACHINERY, ELECTRONICS II, 2018, 1955
  • [50] Validation of a 3D Markerless System for Gait Analysis Based on OpenPose and Two RGB Webcams
    D'Antonio, Erika
    Taborri, Juri
    Mileti, Ilaria
    Rossi, Stefano
    Patane, Fabrizio
    IEEE SENSORS JOURNAL, 2021, 21 (15) : 17064 - 17075