Applications of neural networks in manufacturing: a state-of-the-art survey

Artificial intelligence has been claimed to yield revolutionary advances in manufacturing. While most of the survey papers about artificial intelligence in manufacturing have been focused on knowledge-based expert systems, fewer attentions have been paid to neural networks. However, neural networks are able to learn, adapt to changes, and can mimic human thought processes with little human interventions. They could be of great help for the present computer-integrated manufacturing and the future intelligent manufacturing systems. This paper presents a state-of-the-art survey of neural network applications in manufacturing. The objective of this paper is to update information about the applications of neural networks in manufacturing, which will provide some guidelines and references for the research and implementation.

[1]  Amit Kumar Ray,et al.  Equipment fault diagnosis—A neural network approach , 1991 .

[2]  R. Tibshirani,et al.  An introduction to the bootstrap , 1993 .

[3]  Yoh-Han Pao,et al.  Self-improving expert systems: An architecture and implementation , 1992, Inf. Manag..

[4]  G. Karsai,et al.  Artificial neural networks applied to arc welding process modeling and control , 1989, Conference Record of the IEEE Industry Applications Society Annual Meeting,.

[5]  Godwin J. Udo,et al.  Neural networks applications in manufacturing processes , 1992 .

[6]  Esther Levin,et al.  Neural network architecture for adaptive system modeling and control , 1991, International 1989 Joint Conference on Neural Networks.

[7]  Sagar V. Kamarthi,et al.  Neural networks and their applications in component design data retrieval , 1990, J. Intell. Manuf..

[8]  Satheesh Ramachandran,et al.  Neural network-based design of cellular manufacturing systems , 1991, J. Intell. Manuf..

[9]  James P. Ignizio,et al.  A stochastic neural network for resource constrained scheduling , 1992, Comput. Oper. Res..

[10]  George Chryssolouris,et al.  The use of neural networks in determining operational policies for manufacturing systems , 1991 .

[11]  Belle R. Upadhyaya,et al.  Application of Neural Networks for Sensor Validation and Plant Monitoring , 1990 .

[12]  Gabor Karsai,et al.  Neural network methods for the modeling and control of welding processes , 1992, J. Intell. Manuf..

[13]  Kozo Osakada,et al.  Expert System for Cold-Forging Process Based on FEM Simulation , 1990 .

[14]  Y. Moon,et al.  An unified group technology implementation using the backpropagation learning rule of neural networks , 1991 .

[15]  Teuvo Kohonen,et al.  An introduction to neural computing , 1988, Neural Networks.

[16]  John J. Hopfield,et al.  Simple 'neural' optimization networks: An A/D converter, signal decision circuit, and a linear programming circuit , 1986 .

[17]  Gerald M. Knapp,et al.  Machine fault classification: a neural network approach , 1992 .

[18]  N. A. Jalel,et al.  Application of Neural Networks in Process Control , 1992 .

[19]  Laura I. Burke,et al.  Tool condition monitoring in metal cutting: A neural network approach , 1991, J. Intell. Manuf..

[20]  Silvanus J. Udoka The role of automatic identification (auto ID) in the computer integrated manufacturing (CIM) architecture , 1992 .

[21]  Mo M. Jamshidi,et al.  Neural networks in robotics: A survey , 1990, J. Intell. Robotic Syst..

[22]  G. A. Pugh Synthetic neural networks for process control , 1989 .

[23]  Babak Forouraghi Planning Robust Design Experiments Using Neural Networks and Taguchi Methods , 1992 .

[24]  Satheesh Ramachandran,et al.  A self-organizing neural network approach for the design of cellular manufacturing systems , 1992, J. Intell. Manuf..

[25]  Matthew Zeidenberg,et al.  Neural networks in artificial intelligence , 1990, Ellis Horwood series in artificial intelligence.

[26]  László Monostori,et al.  Multiprocessor systems for connectionist diagnosis of technical processes , 1991 .

[27]  Dana S. Nau,et al.  Artificial intelligence applications in manufacturing , 1992 .

[28]  T.-H. Hou,et al.  Manufacturing process monitoring using neural networks , 1993 .

[29]  Dimitris N. Chorafas Expert systems in manufacturing , 1992 .

[30]  Inyong Ham,et al.  Use of Associative Memory and Self-Organization in Conceptual Design , 1990 .

[31]  Markus Roberts Twelve neural network cliches , 1988 .

[32]  Leon O. Chua,et al.  Neural networks for nonlinear programming , 1988 .

[33]  Inyong Ham,et al.  Computer-Aided Process Planning: The Present and the Future , 1988 .

[34]  Soundar R. T. Kumara,et al.  Function-to-structure transformation in conceptual design: An associative memory-based paradigm , 1991, J. Intell. Manuf..

[35]  Timo Sorsa,et al.  Neural networks in process fault diagnosis , 1991, IEEE Trans. Syst. Man Cybern..

[36]  C. L. Philip Chen,et al.  Design of a real-time AND/OR assembly scheduler on an optimization neural network , 1992, J. Intell. Manuf..

[37]  Sema E. Alptekin,et al.  Integrating scheduling and control functions in computer integrated manufacturing using artificial intelligence , 1989 .

[38]  T. T. Narendran,et al.  Neural network model for design retrieval in manufacturing systems , 1992 .

[39]  Jun Wang,et al.  Neurally-inspired stochastic algorithm for determining multi-stage multi-attribute sampling inspection plans , 1991, J. Intell. Manuf..

[40]  William H. VerDuin The role of integrated AI technologies in product formulation , 1992 .

[41]  Bernard Widrow,et al.  30 years of adaptive neural networks: perceptron, Madaline, and backpropagation , 1990, Proc. IEEE.

[42]  Kozo Osakada,et al.  Application of neural networks to an expert system for cold forging , 1991 .

[43]  Mohammed H. A. Tafti,et al.  Neural networks: a new dimension in expert systems applications , 1990, DATB.

[44]  Singiresu S Rao,et al.  A NEURAL NETWORK BASED APPROACH TO MECHANICAL DESIGN OPTIMIZATION , 1992 .

[45]  Mo-Yuen Chow,et al.  A neural network approach to real-time condition monitoring of induction motors , 1991 .

[46]  Lakhmi C. Jain,et al.  Neural network applications , 1995, Proceedings Electronic Technology Directions to the Year 2000.

[47]  S. Chi,et al.  Generalized part family formation using neural network techniques , 1992 .

[48]  James William Hall,et al.  Emulating human process control functions with neural networks , 1992 .

[49]  Akio Yamamoto,et al.  Scheduling for minimizing total actual flow time by neural networks , 1992 .

[50]  J. King,et al.  Machine-component group formation in group technology: review and extension , 1982 .

[51]  Philip F. Spelt,et al.  Hybrid artificial intelligence architecture for diagnosis and decision-making in manufacturing , 1991, J. Intell. Manuf..

[52]  J. A. Feldman Neural networks, artificial intelligence and computational reality , 1990 .

[53]  Cihan H. Dagli,et al.  A neural network approach to group technology , 1993 .

[54]  Gregory R. Madey,et al.  Integration of neurocomputing and system simulation for modeling continuous improvement systems in manufacturing , 1992, J. Intell. Manuf..

[55]  László Monostori,et al.  Neural networks—Their applications and perspectives in intelligent machining , 1991 .

[56]  Dia L. Ali,et al.  The undeterministic manipulation of solid models for robot program synthesis , 1990 .

[57]  Tosiyasu L. Kunii,et al.  Geometrical constraint solving based on the extended Boltzmann machine , 1992 .

[58]  Yoshiyasu Takefuji,et al.  Integer linear programming neural networks for job-shop scheduling , 1988, IEEE 1988 International Conference on Neural Networks.

[59]  John H. Murphy,et al.  Neural network recognition of electronic malfunctions , 1992, J. Intell. Manuf..

[60]  George Chryssolouris,et al.  Sensor Synthesis for Control of Manufacturing Processes , 1992 .

[61]  Jacek M. Zurada,et al.  Introduction to artificial neural systems , 1992 .

[62]  George Rzevski,et al.  Artificial Intelligence in Manufacturing , 1989 .

[63]  Jun Wang,et al.  A feedforward neural network for multiple criteria decision making , 1992, Comput. Oper. Res..

[64]  Gerald M. Knapp,et al.  Acquiring, storing and utilizing process planning knowledge using neural networks , 1992, J. Intell. Manuf..

[65]  Stelios Kafandaris,et al.  Expert Process Planning for Manufacturing , 1990 .

[66]  Maureen Caudill,et al.  Neural networks primer, part III , 1988 .

[67]  M. A. Shanblatt,et al.  Improved linear programming neural networks , 1989, Proceedings of the 32nd Midwest Symposium on Circuits and Systems,.

[68]  J. Hatvany,et al.  Matching Al Tools to Engineering Requirements , 1987 .

[69]  Kazuaki Iwata,et al.  CAD with design specification decomposition and its application , 1990 .

[70]  Nallan C. Suresh,et al.  A neural network system for shape-based classification and coding of rotational parts , 1991 .

[71]  Oren Masory,et al.  Monitoring machining processes using multi-sensor readings fused by artificial neural network , 1991 .

[72]  T. L. Yu Time-table scheduling using neural network algorithms , 1990, 1990 IJCNN International Joint Conference on Neural Networks.

[73]  Jerome A. Feldman,et al.  Connectionist Models and Their Properties , 1982, Cogn. Sci..

[74]  Richard P. Lippmann,et al.  An introduction to computing with neural nets , 1987 .

[75]  Herbert Moskowitz,et al.  Integrating Neural Networks and Semi‐Markov Processes for Automated Knowledge Acquisition: An Application to Real‐time Scheduling* , 1992 .

[76]  Gene A. Tagliarini,et al.  Optimization Using Neural Networks , 1991, IEEE Trans. Computers.

[77]  Susan I. Hruska,et al.  Hybrid systems: the equivalence of rule-based expert system and artificial neural network inference , 1991 .

[78]  C G Gingrich,et al.  Modeling human operators using neural networks. , 1992, ISA transactions.

[79]  Zhen-Ping Lo,et al.  Multiple job scheduling with artificial neural networks , 1993 .

[80]  K. Osakada,et al.  Neural Networks for Process Planning of Cold Forging , 1991 .

[81]  Aloke Guha,et al.  Continuous process control using neural networks , 1992, J. Intell. Manuf..

[82]  Richard D. Coyne,et al.  Spatial applications of neural networks in computer-aided design , 1990, Artif. Intell. Eng..