机械工程学报 ›› 2019, Vol. 55 ›› Issue (17): 110-132.doi: 10.3901/JME.2019.17.110
• 数字化设计与制造 • 上一篇
郭飞燕1, 刘检华2, 邹方1, 翟雨农3, 王仲奇4, 李少卓5
收稿日期:
2018-10-24
修回日期:
2019-03-21
发布日期:
2020-01-07
作者简介:
郭飞燕,男,1986年出生,博士后。主要研究方向为误差控制理论、智能装配与工艺装备等。E-mail:2009200890@mail.nwpu.edu.cn;刘检华,男,1977年出生,博士、教授、博士研究生导师。主要研究方向为产品虚拟装配与检测技术。E-mail:jeffliu@bit.edu.cn;邹方,男,1965年出生,硕士,研究员,博士研究生导师,航空工业基础院首席专家。主要研究方向为数字化制造与柔性装配技术、工业自动化等。E-mail:yzoufang@sina.com;翟雨农,男,1988年出生,博士后。主要研究方向为精密装配精益补偿理论与方法等。E-mail:zhaiyunong.1988@163.com;王仲奇,男,1963年出生,硕士,教授、博士研究生导师。主要研究方向为数字化装配技术、信息化集成制造技术等。E-mail:wangzhqi@nwpu.edu.cn;李少卓,男,1980年出生。主要研究方向为容差虚拟装配仿真验证技术等。
基金资助:
GUO Feiyan1, LIU Jianhua2, ZOU Fang1, ZHAI Yunong3, WANG Zhongqi4, LI Shaozhuo5
Received:
2018-10-24
Revised:
2019-03-21
Published:
2020-01-07
摘要: 基于制造过程中的全数字量协调传递方式,通过"虚实融合、以虚控实"的手段,对数字孪生模型驱动的航空产品装配工艺优化-反馈-改进环机制进行了研究。分析了装配单元划分/求解/评价、孪生工艺模型构建、以及装配精度闭环控制等方面的技术内涵,阐述了国内外的研究现状及存在问题;考虑虚拟空间的设计与物理空间的装配等因素约束,提出数字孪生在装配工艺设计中的三项关键技术:①基于"面向装配设计"(DFA)的装配工艺规划与评价;②考虑真实物理拓扑关系的孪生工艺模型动态构建与分析;③面向装配现场的工艺优化-反馈-改进环机制构建,并给出具体的解决途径,从而拓展基于模型的制造技术内涵,将数字孪生落地应用,实现产品研发生产的闭环优化决策及产品研制模式的改变,提高装配准确性/一致性及装配效率。
中图分类号:
郭飞燕, 刘检华, 邹方, 翟雨农, 王仲奇, 李少卓. 数字孪生驱动的装配工艺设计现状及关键实现技术研究[J]. 机械工程学报, 2019, 55(17): 110-132.
GUO Feiyan, LIU Jianhua, ZOU Fang, ZHAI Yunong, WANG Zhongqi, LI Shaozhuo. Research on the State-of-art, Connotation and Key Implementation Technology of Assembly Process Planning with Digital Twin[J]. Journal of Mechanical Engineering, 2019, 55(17): 110-132.
[1] 刘检华,孙清超,程晖,等. 产品装配技术的研究现状、技术内涵及发展趋势[J]. 机械工程学报,2018,54(11):2-28. LIU Jianhua,SUN Qingchao,CHENG Hui,et al. The state-of-the-art,connotation and developing trends of the products assembly technology[J]. Journal of Mechanical Engineering,2018,54(11):2-28. [2] 冯子明. 飞机数字化装配技术[M]. 北京:航空工业出版社,2015. FENG Ziming. Digital assembly technologies for aircraft[M]. Beijing:Aviation Industrial Press,2015. [3] OLA A. Quality modeling case study at GKN Aerospace Sweden[D]. Gothenburg:Chalmers University of Technology,2015. [4] ANDOLFATTO L,THIÉBAUT F,LARTIGUE C. Quality-and cost-driven assembly technique selection and geometrical tolerance allocation for mechanical structure assembly[J]. Journal of Manufacturing Systems,2014,33(1):103-115. [5] CAMPOS A,JOHNSON R,KENNEDY J. System and method for wiring an aircraft. USA 9727689[P]. 2017-08-08. [6] PILLON E,MAHU C,GRENET D. Key tool and composite panel in particular for an aircraft engine nacelle manufactured by means of such tool. Patent WO/2015/028736A1,FRANCE,2015. [7] 张歌,蒋波,林忠钦委员:要让孩子不出国门就能念世界一流大学[N].[2018-03-10]:人民网, http://lianghui.people.com.cn/2018cppcc/n1/2018/0310/c417786-29860022.html. ZHANG Ge,JIANG Bo. Commissioner Lin Zhongqin:enable children to attend world-class universities without leaving China[N].[2018-03-10]:People's Daily. http://lianghui.people.com.cn/2018cppcc/n1/2018/0310/c417786-29860022.html. [8] GRIEVES M. Product lifecycle management:The new paradigm for enterprises[J]. International Journal of Product Development, 2005,2(1-2):71-84. [9] TAO F,QI Q. New IT driven service-oriented smart manufacturing:framework and characteristics[J]. IEEE Transactions on Systems,Man,and Cybernetics:Systems,2017. DOI:10.1109/TSMC.2017.2723764. [10] TAO F,CHENG J,QI Q. Digital twin-driven product design,manufacturing and service with big data[J]. International Journal of Advanced Manufacturing Technology,2018,94(9-12):3563-3576. [11] 陶飞,戚庆林. 面向服务的智能制造[J]. 机械工程学报,2018,54(16):11-24. TAO Fei,QI Qinglin. Service-oriented smart manufacturing[J]. Journal of Mechanical Engineering,2018,54(16):11-24. [12] ROSEN R,VON W,LO G,et al. About the importance of autonomy and digital twins for the future of manufacturing[J]. IFAC-Papers on line,2015,48(3):567-572. [13] GRIEVES M,VICKERS J. Digital twin:mitigating unpredictable,undesirable emergent behavior in complex systems[M]. Berlin,Germany:Springer-Verlag,2017. [14] JIN Y,ABELLA R,ARES E,et al. Modeling and digital tool development of a new similarity metric for aerospace production[J]. International journal of advanced manufacturing technology,2013,69(10):1-4. [15] XI F,LIN Y,LI Y. A robotic percussive riveting system for aircraft assembly automation[M]//Advanced Mechatronics and MEMS Devices II. Springer International Publishing,2017. [16] MANOHAR K,HOGAN T,BUTTRICK J,et al. Predicting shim gaps in aircraft assembly with machine learning and sparse sensing[J]. Journal of Manufacturing Systems,2018,48(7):87-95 [17] LEE B,BINDER W,PAREDIS C. A Systematic method for specifying effective value models[J]. Procedia Computer Science,2014,28:228-236. [18] TUEGEL E,INGRAFFEA A,EASON T,et al. Reengineering aircraft structural life prediction using a digital twin[J]. International Journal of Aerospace Engineering,2011. DOI:10.1155/2011/154798. [19] Siemens. Industry software[EB/OL]. http://w1.siemens.com.cn/digitalization-zh/industry-software.html. [20] 中国工控网. 解密"Digital Twin"[EB/OL].[2017-01-04] http://www.gongkong.com/news/201701/354714.html. Gongkong.com Decrypt "Digital Twin"[EB/OL].[2017-01-04] http://www.gongkong.com/news/201701/354714.html [21] 李璐. Digital Twin的8种解读[EB/OL].[2017-12-25] http://www.sohu.com/a/212692891_505781. LI Lu. 8 interpretations of Digital Twin[EB/OL].[2017-12-25] http://www.sohu.com/a/212692891_505781. [22] ANSYS. ANSYS Twin builder[EB/OL].https://www.ansys.com/zh-cn/products/systems/ansys-twin-builder. [23] 郭洪杰,冯子明,张永亮,等. 以模型为核心的飞机智能化装配工艺设计[J]. 航空制造技术,2017,53(11):64-69. GUO Hongjie,FENG Ziming,ZHANG Yongliang,et al. Design on aircraft smart assembly based numerical model[J]. Aviation Manufacturing Technology,2017,53(11):64-69. [24] 张棚翔. 基于数字孪生的通飞产品装配工艺规划与仿真技术研究[D]. 石家庄:河北科技大学,2018. ZHANG Pengxiang. Research of digital twin based on assembly process planning and simulation of general aircraft product[D]. Shijiazhuang:Hebei University of Science and Technology,2018. [25] 王岭. 基于数字孪生的航空发动机低压涡轮单元体对接技术研究[J]. 计算机测量与控制,2018,26(10):292-296,309. WANG Ling. Research on the docking technology of final installation for aeroengine low pressure tubine unit based on digital twin[J]. Computer Measurement &Control,2018,26(10):292-296,309. [26] 朱铎先,赵敏. 解码智造,《机·智》当先[J]. 中国机械工程,2019,30(1):113-117. ZHU Dixian,ZHAO Min. Decoding intelligent manufacturing,machine intelligence first[J]. China Mechanical Engineering,2019,30(1):113-117. [27] ULRICH K,TUNG K. Fundamentals of product modularity[J]. Issues in Design Manufacturing Integration,2006(2):73-79. [28] GU P,SOSAL E S. Product modularization for life engineering[J]. Robotics and Computer Integrated Manufacturing,1999,15(5):387-401. [29] LEE W B,LAU H,LIU Z. A fuzzy analytic hierarchy process approach in modular product design[J],Expert Systems,2001,18(1):32-41. [30] Pahl,Beitz. Engineering design:a systematic approach[M]. Berlin:Springer Verlag,1996. [31] STONE R B,WOOD K L,CRAWFORD R H. A heuristic method for identifying modules for product architectures[J].Design Studies,2000,9(1):5-31. [32] CHEN K M,LIU R J. Interface strategies in modular product innovation[J]. Technovation,2005,25(7):771-782. [33] JONATHAN R. MAIER T W,SIMPSON F M. Protect platform design:Method and application[J].Research in Engineering Design,2001(5):2-22. [34] 高浪,向东,彭玲,等. 机电产品多策略模块划分方法[J].计算机集成制造系统,2014,20(5):1021-1028. GAO Lang,XIANG Dong,PENG Ling,et al. Multi-strategies modular partition method for electromechanical products[J]. Computer Integrated Manufacturing Systems,2014,20(5):1021-1028. [35] 王鹏家,巩亚东,刘永贤,等. 基于谱系聚类的数控机床模块划分系统[J]. 东北大学学报,2014,35(5):739-743. WANG Pengjia,GONG Yadong,LIU Yongxian,et al. Module division system of CNC machine tools based on hierarchical clustering[J]. Journal of Northeastern University,2014,35(5):739-743. [36] 毛雨辉. 基于一种改进聚类算法的雷达导引头产品功能模块划分方法研究[J].中国机械工程,2010,21(3):314-319. MAO Yuhui. Research on radar seeker product functional module plotting method based on improved clustering analysis[J]. China Mechanical Engineering,2010,21(3):314-319. [37] 程贤福,陈诚. 基于设计关联矩阵与可拓聚类的产品模块划分方法[J]. 机械设计,2012,29(1):5-9. CHENG Xianfu,CHEN Cheng. Method of module division based on design relationship matrix and extension clustering algorithm[J]. Journal of Machine Design,2012,29(1):5-9. [38] LI B,XIE S. Module partition for 3D CAD assembly models:A hierarchical clustering method based on component dependencies[J]. International Journal of Production Research,2015,53(17):1-17. [39] HEMEM M,SANDERSON A. AND/OR graph representation of assembly plans[J]. Robotics and Automation,1990,6(2):188-199. [40] LEE S,SHIN Y. Assembly planning based on subassembly extraction[C]//The International Conference on Robotics and Automation,1990:1606-1611. [41] TSAIA Y T. The development of modular-based design in considering technology complexity[J]. European Journal of Operational Research,1999,l9(3):692-703. [42] WANG Y,LIU J,LI L. Assembly sequences merging based on assembly unit partitioning[J]. International Journal of Advanced Manufacturing Technology,2009,45(7):808-820. [43] 邹成,刘继红. 基于工艺关联度的飞机装配单元划分[J].计算机集成制造系统,2013,19(6):32-38. ZOU Cheng,LIU Jihong. Process relationship based aircraft assembly unit partitioning[J]. Computer Integrated Manufacturing Systems,2013,19(6):32-38. [44] 靳江艳,黄翔,刘希平,等. 基于广义装配关系的复杂产品装配单元划分方法[J].南京航空航天大学学报,2012,44(1):50-55. JIN Jiangyan,HUANG Xiang,LIU Xiping,et al. Assembly unit partition for complex product based on generalized assembly relationship[J].Journal of Nanjing University of Aeronautics&Astronautics,2012,44(1):50-55. [45] 冯毅雄,王明,谭建荣,等.基于粗糙核聚类的模块化产品方案求解[J]. 浙江大学学报,2016,46(1):150-155. FENG Yixiong,WANG Ming,TAN Jianrong,et al. Product module construction method based on rough kernel clustering algorithm[J]. Journal of Zhejiang University,2016,46(1):150-155. [46] 郏维强,刘振宇,刘达新,等.基于模糊关联的复杂产品模块化设计方法[J]. 机械工程学报,2015,51(05):131-142. JIA Weiqiang,LIU Zhenyu,LIU Daxin,et al. Modular design method and application for complex product based on fuzzy correlation analysis[J]. Journal of Mechanical Engineering,2015,51(05):131-142. [47] 张磊,褚学宁,李玉鹏,等.结构化装配工艺设计中的装配单元划分[J].机械设计与研究,2013,29(2):43-48. ZHANG Lei,CHU Xuening,LI Yupeng,et al. Assembly unit partitioning for structural assembly process planning[J]. Machine Design and Research,2013,29(2):43-48. [48] NEVINS J,WHITNEY D. Concurrent design of products and process[M]. New York:McGraw-Hill Inc,1989. [49] ULLMAN D. The mechanical design process[M]. New York:McGraw-Hill Inc,2003. [50] WARWICK G. GE advances analytical maintenance with digital twins[N]. Aviation week & space technology,2015-10-19. [51] GRIEVES M,VICKERS J. Digital twin:Mitigating unpredictable,undesirable emergent behavior in complex systems[J]. Transdisciplinary Perspectives on Complex Systems,2017:85-113 [52] SCHLEICH B,ANWER N,MATHIEU L,et al. Shaping the digital twin for design and production engineering[J]. CIRP Annals,2017,66(1):141-144. [53] SOEDERBERG R,WAERMEFJORD K,CARLSON J,et al. Toward a digital twin for real-time geometry assurance in individualized production[J]. CIRP Annals,2017,66(1):137-140. [54] MORRIS K,FRECHETTE S,LU Y. Standards landscape and directions for smart manufacturing systems[C]//2015 IEEE International Conference on Automation Science and Engineering (CASE). IEEE,2015. DOI:10.1109/CoASE.2015.7294229 [55] SCHROEDER G,STEINMETZ C,PEREIRA C,et al. Digital twin data modeling with automationml and a communication methodology for data exchange[J]. IFAC-Papers on Line,2016,49(30):12-17. [56] AALM K,SADDIK A. C2ps:A digital twin architecture reference model for the cloud-based cyber-physical systems[J]. IEEE Access,2017,5:2050-2062. [57] FERGUSON S,BENNETT E,IVASCHHENKO A. Digital twin tackles design challenges[J]. World Pumps,2017(4):26-28. [58] Seshadri B,Krishnamurthy T. Structural health management of damaged aircraft structures using digital twin concept[C]//25th AIAA/AHS Adaptive Structures Conference. 2017:1675 [59] ZHENG Y,YANG S,CHENG H. An application framework of digital twin and its case study[J]. Journal of Ambient Intelligence Humanized Computing,2018:1-13. [60] 李心悦. 林诗万:数字孪生体在工业互联网的作用与意义[EB/OL].[2019-02-21]. https://www.innovation4.cn/toutiao/028319-9821421831/. LI Xinyue. LIN Shiwan.The role and significance of digital twin in industrial internet[EB/OL].[2019-02-21]. https://www.innovation4.cn/toutiao/028319-9821421831/. [61] 刘青,刘滨,王冠,等. 数字孪生的模型、问题与进展研究[J]. 河北科技大学学报,2019,40(1):82-92. LIU Qing,LIN Bin,WANG Guan,et al. Research on digital twin:Model,problem and progress[J]. Journal of Hebei University of Science and Technology,2019,40(1):82-92. [62] 庄存波,刘检华,熊辉,等. 产品数字孪生体的内涵、体系结构及其发展趋势[J].计算机集成制造系统,2017,23(4):753-768. ZHUANG Cunbo,LIU Jianhua,XIONG Hui,et al. Connotation,architecture and trends of product digital twin[J].Computer Integrated Manufacturing Systems,2017,23(4):753-768. [63] 刘大同,郭凯,王本宽,等. 数字孪生技术综述与展望[J].仪器仪表学报,2018,39(11):1-10. LIU Datong,GUO Kai,WANG Benkuan,et al. Summary and perspective survey on digital twin technology[J]. Chinese Journal of Scientific Instrument,2018,39(11):1-10. [64] 刘检华,侯伟伟,张志贤,等. 基于精度和物性的虚拟装配技术[J]. 计算机集成制造系统,2011,17(3):595-604. LIU Jianhua,HOU Weiwei,ZHANG Zzhixian,et al. Virtual assembly technology based on precision and physical attribute[J]. Computer Integrated Manufacturing Systems,2011,17(3):595-604. [65] 孔庆超. 大尺寸航天结构件装配的半实物模型点云处理关键技术研究[D]. 上海:东华大学,2017. KONG Qingchao. Research on key technique of point cloud processing for semi-physical model of large size aerospace structure assembly[D]. Shanghai:Donghua University,2017. [66] 于勇,范胜廷,彭关伟,等. 数字孪生模型在产品构型管理中应用探讨[J]. 航空制造技术,2017,53(7):41-45. YU Yong,FAN Shengting,PENG Guanwei,et al. Study on application of digital twin model in product configuration management[J]. Aviation manufacturing technology,2017,53(7):41-45. [67] 陶飞,张萌,程江峰,等. 数字孪生车间-一种未来车间运行新模式[J].计算机集成制造系统,2017,23(1):1-9. TAO Fei,ZHANG Meng,CHENG Jiangfeng,et al. Digital twin workshop:A new paradigm for future workshop[J].Computer Integrated Manufacturing Systems,2017,23(1):1-9. [68] 陶剑,戴永长,魏冉. 基于数字线索和数字孪生的生产生命周期研究[J]. 航空制造技术,2017,53(21):26-31. TAO Jian,DAI Yongchang,WEI Ran. Study on production lifecycle based on digital thread and digital twin[J]. Aviation Manufacturing Technology,2017,53(7):41-45. [69] 穆晓凯,孙清超,孙克鹏,等. 基于载荷作用的柔性体三维公差建模及精度影响分析[J]. 机械工程学报,2018,54(11):39-48. MU Xiaokai,SUN Qingchao,SUN Kepeng,et al. Three-dimensional tolerance modeling and precision analysis of flexible body based on the assembly load[J]. Journal of Mechanical Engineering,2018,54(11):39-48. [70] 屈挺,张凯,李从东. 物联网环境下面向高动态性生产系统优态运行的联动决策与控制方法[J/OL]. (2018-04-16). http://www.cnki.com.cn/Article/CJFDTotal-JXXB2018081400W.htm. QU Ting,ZHANG Kai,LI Congdong. Synchronization decision-Making and control method for the high-dynamic production system operation in opti-stage under environment of internet of things[J]. (2018-04-16). http://www.cnki.com.cn/Article/CJFDTotal-JXXB2018081400W.htm. [71] ZHU W,HU T,LUO W,et al. A STEP-based machining data model for autonomous process generation of intelligent CNC controller[J]. International Journal of Advanced Manufacturing Technology,2018,96(1-4):271-285. [72] 张海军,闫琼. 面向航空复杂产品的大数据制造[J]. 河南科技学院学报,2016,44(1):68-73. ZHANG H,YAN Q. Big data manufacturing for aviation complicated products[J]. Journal of Henan Institute of Science and Technology,2016,44(1):68-73. [73] 张微. 基于实测数据的飞机部件数字化预装配技术研究[D]. 南京:南京航空航天大学,2016. ZHANG Wei. Research on digital pre-assembly technology of aircraft components based on measured data[D]. Nanjing:Nanjing University of Aeronautics & Astronautics,2016. [74] BAO J,WU D,CHENG Q,et al. Information modeling and visualization of assembly fat model for large-scale product[J]. Key Engineering Materials,2014,579-580:711-718. [75] GUO F,ZOU F,LIU J,et al. Working mode in aircraft manufacturing based on digital coordination model[J]. International Journal of Advanced Manufacturing Technology,2018:76(5-8):1-25. [76] LI H,ZHU H,LI P,et al. Tolerance analysis of mechanical assemblies based on small displacement torsor and deviation propagation theories[J]. International Journal of Advanced Manufacturing Technology,2014,72(1-4):89-99. [77] YANG Z,MCWILLIAM S,HUSSAIN T. A probabilistic approach to variation propagation control for straight build in mechanical assembly[J]. International Journal of Advanced Manufacturing Technology. 2013,64(5):1029-1047. [78] GUO C,LIU J,JIANG K. Efficient statistical analysis of geometric tolerances using unified error distribution and an analytical variation model[J]. International Journal of Advanced Manufacturing Technology,2016,84(1-4):347-360. [79] FRANCIOSA P,GERBINO S,LANZOTTI A,et al. Automatic evaluation of variational parameters for tolerance analysis of rigid parts based on graphs[J]. International Journal on Interactive Design & Manufacturing,2013,7(4):239-248. [80] LIU J,JIN J,SHI J. State space modeling for 3-D variation propagation in rigid-body multistage assembly processes[J]. IEEE Transactions on Automation Science & Engineering,2010,7(2):274-290. [81] HUANG W,KONG Z. Simulation and integration of geometric and rigid body kinematics errors for assembly variation analysis[J]. Journal of Manufacturing Systems,2008;27(1):36-44. [82] DU S,YAO X,HUANG D,et al. Three-dimensional variation propagation modeling for multistage turning process of rotary workpieces[J]. Computers & Industrial Engineering,2015,82(C):41-53. [83] BAKKER O,POPOV A,RATCHEV S. Variation analysis of automated wing box assembly[C]//CIRP Conference on Manufacturing Systems,2017:1-6. [84] CHEN H,TIAN C,WANG Z. Statistical variation analysis of complaint assembly coupling geometrical and material error[J]. Chemical & Petroleum Engineering,2016,12(5):421-428. [85] CHENG H,WANG R,LI Y,et al. Modeling and analyzing of variation propagation in aeronautical thin-walled structures automated riveting[J]. Assembly Automation,2012,32(1):25-37. [86] CAI N,QIAO L,ANWER N. Unified variation modeling of sheet metal assembly considering rigid and compliant variations[J]. Proceedings of the Institution of Mechanical Engineers,Part B:Journal of Engineering Manufacture,2015,229(3):495-507. [87] DAS A,FRANCIOSA P,PRAKASH P,et al. Transfer function of assembly process with compliant non-ideal parts[J]. Procedia CIRP,2014,21:177-182. [88] FRANCIOSA P,GERBINO S,LANZOTTI A,et al. Automatic evaluation of variational parameters for tolerance analysis of rigid parts based on graphs[J]. International Journal on Interactive Design & Manufacturing,2013,7(4):239-248. [89] CAI N,QIAO L. Rigid-compliant hybrid variation modeling of sheet metal assembly with 3D generic free surface[J]. Journal of Manufacturing Systems,2016,41(3):45-64. [90] WAN D W,ROBINSON T,ARMSTRONG C,et al. Using CAD parameter sensitivities for stack-up tolerance allocation[J]. International Journal on Interactive Design & Manufacturing,2016,10(2):139-151. [91] LIN J,JIN S,ZHENG C,et al. Compliant assembly variation analysis of aeronautical panels using unified substructures with consideration of identical parts[J]. Computer Aided Design,2014,57(1):29-40. [92] CAMELIO J,HU S,MARIN S. Compliant assembly variation analysis using component geometric covariance[J]. ASME Journal of Manufacturing Science and Engineering,2004,126(2):355-360. [93] WANG Q,HOU R,LI J,et al. Positioning variation modeling for aircraft panels assembly based on elastic deformation theory[J]. Proceedings of the Institution of Mechanical Engineers,Part B:Journal of Engineering Manufacture,2017:095440541769734. [94] LI Y,ZHAO Y,YU H,et al. Compliant assembly variation analysis of sheet metal with shape errors based on primitive deformation patterns[J]. Proceedings of the Institution of Mechanical Engineers:Part C Journal of Mechanical Engineering Science,2017:095440621772023. [95] XIE K,CAMELIO J A,IZQUIERDO L E. Part-by-part dimensional error compensation in compliant sheet metal assembly processes[J]. Journal of Manufacturing Systems,2012,31(2):152-161. [96] WANG Q,DOU Y,LI J,et al. An assembly gap control method based on posture alignment of wing panels in aircraft assembly[J]. Assembly Automation,2017,37(4):422-433. [97] 王皓,陈根良,黄顺舟,等. 面向最优匹配位置的大部件自动对接装配综合评价指标[J]. 机械工程学报,2017,53(23):137-146. WANG Hao,CHEN Genliang,HUANG Shunzhou,et al. Evaluation index framework of optimal matching position for large components automatic assembly[J]. Journal of Mechanical Engineering,2017,53(23):137-146. [98] 朱永国,张文博,刘春锋,等. 基于SDT和间接平差的中机身自动调姿精度分析[J]. 航空学报,2017,38(12):421301. ZHU Yongguo,ZHANG Wenbo,LIU Chunfeng,et al. Accuracy analysis for automatical adjustment of aircraft fuselage posture based on SDT and indirect adjustment[J]. Acta Aerospace et Astronautica Sinica,2017,38(12):421301. [99] 张芹. 数控机床模块化拆卸序列规划与方案评价技术及应用研究[D]. 杭州:浙江大学,2014. ZHANG Qin. Research on modular disassembly sequence planning and scheme evaluation for CNC machine tools and their application[D]. Hangzhou:Zhejiang University,2014. [100] LI D,ZHANG G,LI M,et al. The diagnosis of abnormal assembly quality based on fuzzy relation equations[J]. Advances in Mechanical Engineering,2014:doi:10.1155/2014/437364. [101] 周思航,刘振宇,谭建荣. 基于尺寸变动度的装配序列偏差传递模型及质量评价方法[J]. 机械工程学报, 2011,47(2):1-8. ZHOU Sihang,LIU Zhenyu,TAN Jianrong. Deviation propagation model of assembly sequence and quality evaluation approach based on degree of dimensional variation[J]. Journal of Mechanical Engineering,2011,47(2):1-8. [102] 李敬花,余峰,樊付见. 基于遗传模拟退火融合算法的船舶分段装配序列优化[J]. 计算机集成制造系统,2013,19(1):39-45. LI Jinghua,YU Feng,FAN Fujian. Ship block assembly sequence optimization based on genetic simulated annealing algorithm[J]. Computer Integrated Manufacturing Systems,2013,19(1):39-45. [103] TANG J,TIAN X,GENG J. Sensitivity analysis of deviation source for fast assembly precision optimization[J]. Mathematical Problems in Engineering,2014(12):1-7. [104] BI Y,YAN W,KE Y. Numerical study on predicting and correcting assembly deformation of a large fuselage panel during digital assembly[J]. Assembly Automation,2014,34(2):204-216. [105] WANG X,LIU M,GE M,et al. Research on assembly quality adaptive control system for complex mechanical products assembly process under uncertainty[J]. Computers in Industry,2015,74(C):43-57. [106] 王跃. 飞机装配工艺综合评价技术研究[D]. 南京:南京航空航天大学,2016. WANG Yue. Research on comprehensive evaluation technology of aircraft assembly process[D]. Nanjing:Nanjing University of Aeronautics&Astronautics,2016. [107] 唐文斌. 飞机非线性装配偏差分析与容差协同分配方法研究[D]. 西安:西北工业大学,2016. TANG Wenbin. Non-linear assembly deviation analysis and tolerance co-allocation for aircraft[D]. Xi'an:Northwestern Polytechnical University,2016. [108] 凤俊杰. 复杂机械产品装配过程动态监测与控制方法研究[D]. 合肥:合肥工业大学,2015. FENG Junjie. Research on dynamic monitoring and control method for assembly process of complex mechanical products[D]. Heifei:Heifei University of Technology,2015. [109] 窦亚冬. 飞机装配间隙协调及数字化加垫补偿技术研究[D]. 杭州:浙江大学,2017. DOU Yadong. Study on gap coordination and shim compensation in aircraft assembly[D]. Hangzhou:Zhejiang University,2017. [110] WEN Y,TAN J W,ZHAN H,et al. Fault diagnosis based on multi-sensor data fusion for numerical control machine[J]. International Journal of Online Engineering,2016,12(2):29-35. [111] ZHOU Q,NING Y,LUO L,et al. Structural damage detection method based on random forests and data fusion[J]. Structural Health Monitoring,2013,12(1):48-58. [112] ZHANG J,WU G,HU X,et al. A parallel clustering algorithm with MPI-MK means[J]. Journal of Computers,2013,8(1):10-17. [113] TANG J,TIAN X,GENG J. Sensitivity analysis of deviation source for fast assembly precision optimization[J]. Mathematical Problems in Engineering,2014,(12):1-7. [114] 王伟,李晴朝,康文俊,等. 基于综合评价体系的五轴数控机床加工性能评价和误差溯源方法[J]. 机械工程学报,2017,53(21):149-157. WANG Wei,LI Qinglang,KANG Wenjun,et al. Method of machining error tracing and processing performance evaluation for five-axis CNC machine tool based on the comprehensive evaluation system[J]. Journal of Mechanical Engineering,2017,53(21):149-157. [115] BERUVIDES G,VILLALONGA A,FRANCIOSA P,et al. Fault pattern identification in multi-stage assembly processes with non-ideal sheet-metal parts based on reinforcement learning architecture[C]//CIRP Conference on Intelligent Computation in Manufacturing Engineering. 2017:18-27. [116] GORJIAN N,SUN Y,MA L,et al. Remaining useful life prediction of rotating equipment using covariate-based hazard models-Industry applications[J]. Australian Journal of Mechanical Engineering,2015,15(1):36-45. [117] 张发平,吴迪,张体广,等. 基于盲源信号分离的加工误差分离方法研究[J]. 兵工学报,2016,37(9):1692-1699. ZHANG Faping,WU Di,ZHANG Tiguang,et al. Independent component analysis based on machining error separation[J]. ACTA Armamentarii,2016,37(9):1692-1699. [118] 王晓峰,张园,冯晓明,等. 基于游程理论和Copula函数的干旱特征分析及应用[J]. 农业工程学报,2017,33(10):206-214. WANG Xiaofeng,ZHANG Yuan,FENG Xiaoming,et al. Analysis and application of drought characteristics based on run theory and Copula function[J]. Transactions of the Chinese Society of Agricultural Engineering,2017,33(10):206-214. [119] GUO F,ZOU F,LIU J H,et al. Comprehensive identification of aircraft coordination feature based on complete importance modeling and its engineering application[J]. Assembly Automation,2018,38(4):398-411. [120] 张秋爽,金鑫,张忠清,等. 基于曲面约束匹配算法的装配仿真定位方法[J]. 机械工程学报,2018,54(11):70-76. ZHANG Qiushuang,JIN Xin,ZHANG Zhongqing,et al. Assembly method based on constrained surface registration[J]. Journal of Mechanical Engineering,2018,54(11):70-76. [121] 鞠萍华,黄广全,肖莉明,等. 多目标模糊综合评价的装配序列优选方法[J]. 哈尔滨工业大学学报,2018,50(7):154-163. JU Pinghua,HUANG Guangquan,XIAO Liming,et al. Optimization method of assembly sequence based on multi-objective fuzzy comprehensive evaluation[J]. Journal of Harbin Institute of Technology,2018,50(7):154-163. [122] GUO F,ZHANG X. ZOU F,et al. An adaptive sampling methodology for measuring blade with CMM based on dominant feature points[J]. Measurement Science and Technology,2019. DOI:10.1088/1361-6501/ab019d. [123] 亢颖,王仲奇,康永刚,等. 飞机数字化装配数据集成管理研究[J]. 航空制造技术,2014,50(16):17-22. KANG Ying,WANG Zhongqi,KANG Yongkang,et al. Data integration management of digital assembly for aircraft[J]. Aircraft Manufacturing Technology,2014,50(16):17-22. |
[1] | 刘伟东;宁汝新;刘检华;蒋科. 基于偏差有向图和D-H方法的产品装配精度预测技术[J]. , 2012, 48(7): 125-140. |
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