Artificial Intelligence and Integrated Intelligent Systems in Product Design and Development

Product-process design in product development creates a design entity in accordance with the market-related, functional, technical, manufacturing, ergonomic and aesthetic requirements. It is a very complex process involving many sophisticated procedures, and requires a team of designers and engineers with different aspects of knowledge and experience to work together. In recent years, computer-aided design and manufacturing (CAD/CAM) and product data management (PDM) and their integration have been the focal research areas in advancing design and manufacturing automation. Many CAD systems have incorporated some of the functional requirements necessary to support integrated design, e.g., direct interface to analytical, parametric feature-based design or CAM (such as Pro/Engineer and CADDS), and other design techniques. However, most of existing CAD systems still adopt the traditional design methods with various design activities being carried out sequentially. The integration of the design activities and product life cycle issues have not yet been taken into account sufficiently and intelligently. The sequential and non-intelligent approaches are costly, tedious, and could not help in optimizing the product-process design. They are also used relatively late in the design process, in general, during the detailed design phase, and no intelligent and collaborative actions between designers or participants are supported.

[1]  V. Lun,et al.  An assessment of the negotiation metaphor for flexible manufacturing system control , 1991 .

[2]  Yilmaz Cengeloglu A framework for dynamic knowledge exchange among intelligent agents , 1993 .

[3]  Tetsuo Tomiyama,et al.  Knowledge Intensive CAD , 1996, IFIP Advances in Information and Communication Technology.

[4]  Piero P. Bonissone,et al.  A Retrospective View of CACE-III: Considerations in Coordinating Symbolic and Numeric Computation in a Rule-Based Expert System , 1985, CAIA.

[5]  Sai Cheong Fok,et al.  Integrated intelligent design and assembly planning: A survey , 1998 .

[6]  Reinhard Lohmann,et al.  Structure evolution and incomplete induction , 1993, Biological Cybernetics.

[7]  Cihan H. Dagli Artificial Neural Networks for Intelligent Manufacturing , 1994 .

[8]  Yoh-Han Pao,et al.  A parallel and distributed processing algorithm for facility layout , 1993 .

[9]  Birkhofer,et al.  Information resource management for design - illustrated by hypermedial guidelines , 1997 .

[10]  John S. Gero,et al.  Artificial Intelligence in Design ’02 , 2009, Springer Netherlands.

[11]  Fay Sudweeks,et al.  Artificial Intelligence in Design ’96 , 1996, Springer Netherlands.

[12]  Xuan F. Zha,et al.  A knowledge intensive multi-agent framework for cooperative/collaborative design modeling and decision support of assemblies , 2002, Knowl. Based Syst..

[13]  John S. Gero,et al.  Artificial Intelligence in Design ’98 , 1998, Springer Netherlands.

[14]  Xuan F. Zha,et al.  An object-oriented knowledge based Petri net approach to intelligent integration of design and assembly planning , 2000, Artif. Intell. Eng..

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

[16]  David C. Brown,et al.  Design Problem Solving: Knowledge Structures and Control Strategies , 1989 .

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

[18]  Hejun Du,et al.  Manufacturing process and material selection in concurrent collaborative design of MEMS devices , 2003 .

[19]  H. Craig Howard,et al.  Recording and reuse of design strategies in an integrated case-based design system , 1994, Artificial Intelligence for Engineering Design, Analysis and Manufacturing.

[20]  Christopher Tong,et al.  Artificial Intelligence in Engineering Design , 1992 .

[21]  Jack Mostow,et al.  Toward Better Models of the Design Process , 1985, AI Mag..

[22]  Daizhong Su,et al.  Evolutionary optimization within an intelligent hybrid system for design integration , 1999, Artif. Intell. Eng. Des. Anal. Manuf..

[23]  Young B. Moon,et al.  Neuro-clustering for group technology , 1993 .

[24]  Daizhong Su Design Automation with the Aids of Multiple Artificial Intelligence Techniques , 1999 .

[25]  Fook Fah Yap,et al.  Feature-Based Component Models for Virtual Prototyping of Hydraulic Systems , 2001 .

[26]  Andrew Kusiak,et al.  Neural computing-based design of components for cellular manufacturing , 1996 .

[27]  Duvvuru Sriram,et al.  The MIT Dice project , 1993, Computer.

[28]  Douglas H. Norrie,et al.  A Multi-Agent Intelligent Design System Integrating Manufacturing and Shop-Floor Control , 1995, ICMAS.

[29]  John P. McDermott,et al.  R1 Revisited: Four Years in the Trenches , 1984, AI Mag..

[30]  Gerald Paul Roston,et al.  A genetic methodology for configuration design , 1994 .

[31]  S. H. Huang,et al.  Applications of neural networks in manufacturing: a state-of-the-art survey , 1995 .

[32]  Jeffrey J. P. Tsai,et al.  An intelligent decisionmaker for optimal control , 1988, Appl. Artif. Intell..

[33]  Xuan F. Zha,et al.  A Knowledge Intensive Multi-Agent System for Cooperative/Collaborative assembly Modeling and Process Planning , 2003, Trans. SDPS.

[34]  Andrew Y. C. Nee,et al.  A distributed multi-agent environment for product design and manufacturing planning , 2001 .

[35]  Gunter Schlageter,et al.  A Multi-Agent Approach for the Integration of Neural Networks and Expert Sytems , 1993 .

[36]  X. F. Zha,et al.  Intelligent design and planning of manual assembly workstations: a neuro-fuzzy approach , 2003 .

[37]  Soheil Khajenoori,et al.  DYNACLIPS (DYNAmic CLIPS): A dynamic knowledge exchange tool for intelligent agents , 1994 .

[38]  Xuan F. Zha A neuro-fuzzy hybrid scheme for design and simulation of human machine systems , 2001, Appl. Artif. Intell..

[39]  Alice M. Agogino,et al.  Case-based conceptual design information server for concurrent engineering , 1996, Comput. Aided Des..

[40]  Martti Mäntylä,et al.  Knowledge Intensive CAD - 2, Reprints of the Second IFIP WG 5.2 Workshop , 1996 .

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

[42]  Raymond E. Levitt,et al.  Knowledge-based support for management of concurrent, multidisciplinary design , 1991, Artificial Intelligence for Engineering Design, Analysis and Manufacturing.

[43]  Ram D. Sriram,et al.  An object-oriented representation for product and design processes , 1998, Comput. Aided Des..

[44]  Maryanne M. Gobble,et al.  Design Thinking , 2010, The Palgrave Encyclopedia of the Possible.

[45]  Mark R. Cutkosky,et al.  SHARE: a methodology and environment for collaborative production development , 1993, [1993] Proceedings Second Workshop on Enabling Technologies@m_Infrastructure for Collaborative Enterprises.

[46]  John R. Dixon,et al.  A review of research in mechanical engineering design. Part I: Descriptive, prescriptive, and computer-based models of design processes , 1989 .

[47]  Andreas Dieberger,et al.  Supporting social navigation on the World Wide Web , 1997, Int. J. Hum. Comput. Stud..

[48]  David Wallace,et al.  WEB-BASED COLLABORATIVE DESIGN MODELING AND DECISION SUPPORT , 1998 .

[49]  Robert D. Logcher,et al.  DICE: An object-oriented programming environment for cooperative engineering design , 1992 .

[50]  Mark R. Cutkosky,et al.  PACT: an experiment in integrating concurrent engineering systems , 1993, Computer.

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

[52]  Gary Lamont,et al.  The role of artificial intelligence in computer-aided design of control systems , 1987, 26th IEEE Conference on Decision and Control.

[53]  Xuan F. Zha,et al.  Integration of knowledge-based systems and neural networks: neuro-expert Petri net models and applications , 1998, Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146).

[54]  Alice M. Agogino,et al.  INTELLIGENT ENGINEERING COMPONENT CATALOGS , 1994 .

[55]  Ronald E. Giachetti,et al.  A decision support system for material and manufacturing process selection , 1998, J. Intell. Manuf..

[56]  Siang Kok Sim The distributed artificial intelligence approach to flexible manufacturing system , 1988 .

[57]  J. Elfes A. and Talukdar S.N. Rehg CASE : Computer-Aided Simultaneous Engineering , 1988 .

[58]  Mark R. Cutkosky,et al.  SHARE: A Methodology and Environment for Collaborative Product Development , 1994, Int. J. Cooperative Inf. Syst..

[59]  Heimo H. Adelsberger,et al.  Intelligent simulation environments , 1986 .

[60]  G. M. P. O'Hare,et al.  Designing intelligence manufacturing systems: a distributed artificial intelligence approach , 1990 .

[61]  Fook Fah Yap,et al.  Computational tools for fluid power system design: towards distributed AI and virtual reality , 2000 .

[62]  John Dixon Artificial Intelligence and Design: A Mechanical Engineering View , 1986, AAAI.

[63]  Andrés Gómez de Silva Garza,et al.  Case-Based Reasoning in Design , 1995, IEEE Expert.

[64]  D T Pham,et al.  A Genetic Algorithm Based Preliminary Design System , 1993 .

[65]  Spyros G. Tzafestas,et al.  Knowledge-based (expert) systems in engineering applications: A survey , 1994, J. Intell. Robotic Syst..

[66]  Michael A. Rosenman,et al.  Design Codes as Expert Systems , 1985 .

[67]  Peter Scallan Process planning , 2003 .

[68]  John S. Gero,et al.  Design Prototypes: A Knowledge Representation Schema for Design , 1990, AI Mag..

[69]  Susan D. Urban,et al.  Design information system infrastructure to support collaborative design in a large organization , 1995 .

[70]  Fook Fah Yap,et al.  A fuzzy neural network approach to model component behavior for virtual prototyping of hydraulic system , 2001, SAC.

[71]  Marti A. Hearst Trends & Controversies: Mixed-initiative interaction , 1999, IEEE Intell. Syst..

[72]  Alice M. Agogino,et al.  Text analysis for constructing design representations , 1997, Artif. Intell. Eng..

[73]  David C. Brown,et al.  Which way to KIC , 1997 .

[74]  Larry R. Medsker,et al.  Hybrid Intelligent Systems , 1995, Springer US.

[75]  David C. Brown,et al.  Concurrent accumulation of knowledge: a view of concurrent , 1993 .

[76]  Kenneth N. Brown,et al.  AI in Design , 1994 .

[77]  Cihan H. Dagli,et al.  From fuzzy input requirements to crisp design , 1993 .

[78]  David G. Ullman,et al.  The information requests of mechanical design engineers , 1991 .

[79]  Gregory R. Olsen,et al.  SHADE: Technology for Knowledge-based Collaborative Engineering , 1993 .

[80]  Edward J. Haug,et al.  Virtual Prototyping Simulation for Design of Mechanical Systems , 1995 .

[81]  Jan Treur,et al.  ON FORMAL SPECIFICATION OF DESIGN TASKS , 1994 .

[82]  Steven L. Salzberg,et al.  Managing information for concurrent engineering: Challenges and barriers , 1990 .

[83]  Sai Cheong Fok,et al.  Integrated knowledge-based assembly sequence planning , 1998 .

[84]  Monica S. Lam,et al.  Jade: a high-level, machine-independent language for parallel programming , 1993, Computer.

[85]  Marcus Sandberg,et al.  Knowledge Based Engineering - In Product Development , 2003 .

[86]  Mark Stefik,et al.  Planning with Constraints (MOLGEN: Part 1) , 1981, Artif. Intell..

[87]  Panos Y. Papalambros,et al.  Design and implementation of a prototype intelligent CAD system , 1989 .

[88]  Stephen F. Smith,et al.  ISIS—a knowledge‐based system for factory scheduling , 1984 .

[89]  Ram D. Sriram,et al.  Conflict mitigation system for collaborative engineering , 1995, Artificial Intelligence for Engineering Design, Analysis and Manufacturing.

[90]  Robert E. Douglas SNEAKERS: A Concurrent Engineering Demonstration System , 1999 .

[91]  T. Liao,et al.  A fuzzy multicriteria decision-making method for material selection , 1996 .

[92]  Nigel Cross,et al.  Elicitation of Rules for Graphic Design Evaluation , 1996 .

[93]  Stephen C. Y. Lu,et al.  Discourse model for collaborative design , 1996, Comput. Aided Des..

[94]  Xuan F. Zha An integrated intelligent approach and system for rapid robotic assembly prototyping, planning and control , 1999, Proceedings 1999 IEEE International Conference on Robotics and Automation (Cat. No.99CH36288C).

[95]  Cesar O. Malave,et al.  Machine-part family formation , 1994 .

[96]  W. N. Borst,et al.  Construction of Engineering Ontologies for Knowledge Sharing and Reuse , 1997 .

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

[98]  Xuan F. Zha Soft computing framework for intelligent human–machine system design, simulation and optimization , 2003, Soft Comput..

[99]  Jim Oliver,et al.  Discovering Individual Decision Rules : An Application of Genetic Algorithms , 1993, International Conference on Genetic Algorithms.

[100]  J. Dill,et al.  Intelligent computer aided design , 1993 .

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

[102]  Hongwu Du,et al.  Knowledge intensive Petri net framework for concurrent intelligent design of automatic assembly systems , 2001 .

[103]  Lotfi A. Zadeh,et al.  Fuzzy logic, neural networks, and soft computing , 1993, CACM.

[104]  Raghu V. Hudli,et al.  CORBA fundamentals and programming , 1996 .

[105]  Simon Szykman,et al.  Architecture and Implementation of a Design Repository System , 2002 .

[106]  X. F Zha,et al.  Knowledge-based approach and system for assembly oriented design, Part I: the approach , 2001 .

[107]  Mark R. Cutkosky,et al.  DESIGN FOR MANUFACTURABILITY VIA AGENT INTERACTION , 1996 .

[108]  X. F Zha,et al.  Knowledge-based approach and system for assembly-oriented design, Part II: the system implementation , 2001 .

[109]  A. W. Westerberg,et al.  DISTRIBUTED AND COLLABORATIVE COMPUTER-AIDED ENVIRONMENTS IN PROCESS ENGINEERING DESIGN , 1996 .

[110]  Nicola Senin,et al.  Distribution modeling and evaluation of product design problems , 1998, Comput. Aided Des..

[111]  Feniosky Peña-Mora,et al.  SHARED-DRIMS: SHARED design recommendation-intent management system , 1993, [1993] Proceedings Second Workshop on Enabling Technologies@m_Infrastructure for Collaborative Enterprises.

[112]  Don R. Brown,et al.  Solving fixed configuration problems with genetic search , 1993 .

[113]  John S. Gero,et al.  Knowledge-Based Design Systems , 1989 .

[114]  Y. W. Huang L.T. Fan Fuzzy logic rule based system for separation sequence synthesis: An object-oriented approach , 1988 .

[115]  Chris A McMahon,et al.  The influence of information technology in new product development: Observations of an empirical study of the access of engineering design information , 1997 .

[116]  Yen P. Cheung,et al.  Artificial intelligence in process planning , 1988 .

[117]  Mark R. Cutkosky,et al.  An agent-based approach to concurrent cable harness design , 1994, Artif. Intell. Eng. Des. Anal. Manuf..

[118]  David A Chappell Understanding ActiveX and OLE , 1996 .

[119]  Soundar Kumara,et al.  Neural networks in conceptual design , 1993 .

[120]  Ervin Y. Rodin,et al.  Artificial intelligence modelling of control systems , 1988, Simul..

[121]  N. F. M. Roozenburg,et al.  Product design: Fundamentals and methods , 1996 .

[122]  Xuan F. Zha,et al.  Mechanical systems and assemblies modeling using knowledge-intensive Petri nets formalisms , 2001, Artificial Intelligence for Engineering Design, Analysis and Manufacturing.

[123]  Richard Kendall Miller,et al.  Artificial Intelligence Applications in Engineering , 1988 .

[124]  Xuan F. Zha,et al.  A hybrid cross-mapping neural network model for computational intelligent design , 2004, Int. J. Knowl. Based Intell. Eng. Syst..

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

[126]  Sai Cheong Fok,et al.  Development of Expert System for Concurrent Product Design and Planning for Assembly , 1999 .

[127]  Jo Dale Carothers,et al.  Low Power VLSI Design Techniques - The Current State , 1998, Integr. Comput. Aided Eng..

[128]  Ruxu Du,et al.  A fuzzy expert system for the design of machining operations , 1995 .

[129]  Ashok K. Goel Design, Analogy, and Creativity , 1997, IEEE Expert.

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

[131]  Mark Henderson,et al.  Manufacturing feature identification , 1994 .

[132]  X. F. Zha,et al.  Integration and Visualization of Assembly Sequences in Manufacturing Systems , 2000 .

[133]  Xuan F. Zha,et al.  A Multi-Agent Intelligent Environment for Rapid Assembly Design, Planning and Simulation , 2004 .

[134]  Jeffrey J. P. Tsai,et al.  IDSCA: An intelligent direction selector for the controller's action in multiloop control systems , 1988, Int. J. Intell. Syst..

[135]  John R. Dixon,et al.  A review of research in mechanical engineering design. Part II: Representations, analysis, and design for the life cycle , 1989 .

[136]  Mary Lou Maher,et al.  Adaptive design using a genetic algorithm , 1994, Formal Design Methods for CAD.

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

[138]  Imre J. Rudas,et al.  Modeling of manufacturing processes using a Petri-net representation , 1997 .

[139]  Xuan F. Zha Neuro-fuzzy comprehensive assemblability and assembly sequence evaluation , 2001, Artificial Intelligence for Engineering Design, Analysis and Manufacturing.

[140]  Mark R. Cutkosky,et al.  Design Space Navigation as a Collaborative Aid , 1994 .

[141]  Ram D. Sriram,et al.  The Role of Knowledge in Next-generation Product Development Systems , 2001, J. Comput. Inf. Sci. Eng..

[142]  Jin-Oh Kim Task based kinematic design of robot manipulators , 1992 .

[143]  Paul Rodgers,et al.  Design Support Using Distributed Web-Based AI Tools , 1999 .

[144]  Henrik Eriksson,et al.  Expert Systems as Knowledge Servers , 1996, IEEE Expert.

[145]  Lucienne Blessing,et al.  A process-based approach to computer-supported engineering design , 1994 .

[146]  Anantha Chandrakasan,et al.  A framework for collaborative and distributed web-based design , 1999, DAC '99.

[147]  Raymond E. Levitt Knowledge-based systems in engineering , 1991 .

[148]  T.-C. Chang,et al.  An integrated approach to automated assembly planning for three-dimensional mechanical products , 1993 .

[149]  Nabil A. Kartam,et al.  Integrating knowledge-based systems and artificial neural networks for engineering , 1995, Artificial Intelligence for Engineering Design, Analysis and Manufacturing.

[150]  Michael J. Shaw,et al.  An intelligent-agent framework for concurrent product design and planning , 1996 .