References on the Application of Genetic Algorithms to Production Scheduling Jane Shaw Automatic Control and Systems Engineering, University of Sheffield, PO Box 60 0, Mappin Street, Sheffield 1., UK. email: jane.shaw@sheffield.ac.uk 9 June, 1994 This list is distributed as a copy of references found to date when compiling a literature search on the subject and makes no claim of completeness or accuracy ! Feedback would be welcome. ====================================================================== 1. Agapiou, J.S., (1990). Optimization of single-stage multifunctional s ystems, Proceedings of Manufacturing International '90,p.289-99 vol.1. 2. Baeck, T., Hoffmeister, F., Schwefel, H. P., (1991). A Survey of Evol ution Strategies, Proceedings of the Fourth International Conference on Genetic Algorithms. Morgan Kaufmann Publishers 3. Bagchi, S., Uckan, S., Miyabe, Y., Kawamura, K., (1991). Exploring Pro blem- Specific Recombination Operators for Job-Shop Scheduling, Proceedings of the Fourth International Conference on Genetic Algorithms. Morgan Kaufmann Publishers 4. Beasley, J.E., 1990. OR-Library: distributing test problems by electr onic mail, Journal of the Operational Research Society 41(11) (1990) pp. 1069-1072. All the files in OR-Library are available via anonymous ftp to mscmga.ms.ic.ac.uk. The numeric equivalent of this ftp address is 155.198.66.4 5. Biegel, Daverns, (1990). Genetic Algorithms and Job Shop Scheduling, Proceedings of the 12th Annual Conference on Computers and industrial Engineering, 1990. 6. Bruns, R., (1993). Direct Chromosome Representation and Advanced Genet ic Operators for Production Scheduling Proceedings of the Fifth International Conference on Genetic Algorithms (ed. Stephanie Forrest) Morgan Kaufmann Publishers 7. Bruns, R., (1993). Knowledge-Augmented Genetic Algorithm for Producti on and Scheduling, IJCAI 93 Workshop on Knowledge-Based Production Planning, Scheduling and Control. 8. Cartwright, H.M., and Tuson, A., (1994). Genetic Algorithms and Flow s hop scheduling: towards the development of a real-time process control system, Proceedings of the AISB Workshop on Evolutionary Computing, Leeds University, 1994, available by anonymous ftp from ftp muriel.pcl.ox.ac.uk ) 9. Cartwright, H. M., Long, R., A., (1993). Simultaneous optimization of chemical flowshop sequencing and topology using genetic algorithms, Industrial and Engineering Chemistry Research, 1993, vol. 32, no. 11, pp. 2706 - 2713. 10. Chen, C. L. P., (1990). And or Precedence constraint Travelling Salesm an Problem and its application to Assembly Schedule Generation, 1990 IEEE International Conference on Systems, Man and Cybernetics, 1990, Ch. 212 pp. 560 - 562 11. Cleveland, G. A., and Smith, S. F., (1989). Using genetic algorithms t o schedule flow-shop releases, Proceedings of the Third International Conference on Geneti c Algorithms. 12. Davidor, Y., Yamada, T., Nakano, R., 1993. The ECOlogical framework II : Improving GA Performance at Virtually Zero Cost, ICGA5 13. Davis, L., (1985). Job Shop Scheduling with Genetic Algorithms, Procee dings of the First International Conference on Genetic Algorithms and their Applications , (ed. J. J. Grefenstette). Lawrence Erblaum Publishers 14. Davis, L., (editor), 1991. Handbook of Genetic Algorithms, Van Nostran d Reinhold. 15. Della Croce, F., Tadei, R., Volta, G., (1993). A Genetic Algorithm for the Job Shop Problem. Report, Politecnico di Torino (Italy) 16. Dorndorf, U., and Pesch, E., (1992). Evolution Based Learning in a Job shop Environment, Working Paper, INFORM - Institut fuer Operations Research und Management, GmbH, Pascalstrasse 23, D-5100 Aachen, Germany. 17. Falkenauer, E.; Bouffouix, S., (1991). A genetic algorithm for job shop , Proceedings. 1991 IEEE International Conference on Robotics and Automation (Cat. No.91CH2969-4), p. 824-9 vol.1 18. Fang, H. L., Ross, P. and Corne, D., (1993). A Promising Genetic Algor ithm Approach to Job shop Scheduling , Rescheduling and Open-Shop Scheduling Problems, Proceedings of the Fifth International Conference on Genetic Algorithms, (ed. S. Forrest). Morgan Kaufmann Publishers. 19. Filipic, B., (1992). Enhancing general search to schedule a production unit, ECAI 92: Tenth European Conference on Artificial Intelligence, pp603-7. 20. Filipic, B, (1993). Scheduling of Production Processes, Ellis Horwood Chichester, 1993 (chapter on applications of GAs) 21. Fox, B.R., and MacMahon, M.B, (1990). An investigation of genetic oper ators for sequencing problems, Foundations of Genetic Algorithms, ed. G.E.J. Rawlins, Morgan Kaufmann Publishers. 22. Goldberg, D. A., (1989). Genetic Algorithms in Search, Optimisation an d Machine Learning. Addison-Wesley 23. Heitkoetter, Joerg, ed. (1993) "The Hitch-Hiker's Guide to E volutionary Computation: A list of Frequently Asked Questions (FAQ)", Usenet: comp.ai.genetic. Available via anonymous ftp from rtfm.mit.edu in pub/usenet/news.answers/ai-faq/genetic/part 24. Hilliard, M.E., Liepins, G.E., Palmer, M., Morrow,M., Richardson,J., (1 987). A classifier-based system for discovering scheduling heuristics, Proceedings of t he Second International Conference on Genetic Algorithms, Lawrence Erlbaum Associates 25. Hilliard, M.R., Liepins, G.E., Palmer, M. R., (1988?). Machine Learni ng applied to Job Shop Scheduling, Proceedings of the First International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems, 1988. 26. Holsapple, C. W. , Jacob, V.S., Pakath, R., Zaveri, J.S., (1993). A Ge netics-Based Hybrid Scheduler for Generating Static Schedules in Flexible Manufacturing Contexts IEEE Transactions on Systems, Man and Cybernetics, Vol. 23, No. 4, July/August 1993 27. Hou, E.S.H.; Li, H.-Y., (1991). Task scheduling for flexible manufact uring systems based on genetic algorithms, Conference Proceedings 1991 IEEE International Conference on Systems, Man, and Cybernetics. 'Decision Aiding for Complex Systems (Cat. No.91CH3067-6) p. 397-402 vol.1 28. Husbands, P., Mill, F., (1991). Simulated co-evolution as the mechani sm for emergent planning and scheduling, Proceedings of the Fourth International Conference on Genetic Algorithms. Morgan Kaufmann Publishers 29. Husbands, P. Mill, F., Warrington, S., (1991). Genetic Algorithms, Pro duction Planning optimization and Scheduling. Parallel Problem Solving from Nature, 1991, vol. 496, ch. 68, pp. 80 - 84. 30. Husbands, P., (1993). An ecosystems model for integrated production p lanning, International Journal of Computer Integrated Manufacturing Vol.: 6 Iss: 1-2 p . 74-86, Jan.-April 1993 31. Iima, H.; Sannomiya, N., (1992). Genetic algorithm approach to a prod uction ordering problem, Transactions of the Society of Instrument and Control Engineers Vol.: 28 Iss: 11 p. 1337-44, Date: Nov. 1992 32. Kabada, N., Nygard, K. E., (1990). Improving the performance..., Machi ne Learning, Proceedings of the Seventh International Conference, 1990. 33. Kanet, J.J.; Sridharan, V., (1991). PROGENITOR: a genetic algorithm f or production scheduling, Wirtschaftsinformatik, Vol: 33 Iss: 4 p. 332-6, Aug . 1991 34. Kanet, J.J., Sridharan, V., (1992). PROGENITOR - A Genetic Algorithm f or production scheduling, reply, Wirtschaftsinformatik, vol. 34, issue 2, p256 35. Kargupta, Deb and Goldberg, (1992) Ordering GAs and Deception, PPSN2 36. Khuri, S.; Baterekh, A., (1990). Genetic algorithms and discrete opti mization, Methods of Operations Research, Vol: 64 p. 133-42, 1991, Operations Research 1990. XV Symposium (CM 518.05) 37. Lawton, G. (1992). Genetic Algorithms for schedule optimisation, AI Ex pert, vol 7, issue 5, p23 - 7, May 1992. 38. Lee, I., Sikora, R., Shaw, M. J., (1993). Joint Lot Sizing and Sequenc ing with Genetic Algorithms for Scheduling - Evolving the Chromosome Structure, Proceedings of the Fifth International Conference on Genetic Algorithms, (ed. S . Forrest). Morgan Kaufmann Publishers. 39. Liepins, G. E., Hilliard, M. R., (1987). Greedy Genetics, Proceedings of the Second International Conference on Genetic Algorithms and their Applications, (ed. J. J. Grefenstette). Lawrence Erblaum Publishers 40. Mason, A.J, (1992). Genetic Algorithms and Job Shop Scheduling, PhD th esis, University of Cambridge, Management Studies Group, Department of Engineering, 1992. 41. Morikawa, K, Furuhashi, T., Uchikawa, Y., (1992). Single populated GA and its application to Job shop scheduling, Proceedings of the 1992 International Conference on Industrial Electronics, Control, Instrumentation and Automation, Vol. 1-3, 1992, ch. 286_vl.003, pp1014-1019 42. Mott, G.F., (1991). Optimising Flowshop scheduling through adaptive ge netic algorithms, Chemistry part 2 thesis, Oxford University, 1991. 43. Nakano, R., Yamada, T., (1991). Conventional Genetic Algorithm for Job Shop Problems, Proceedings of the Fourth International Conference on Genetic Algorithms, (ed. R. K. Belew and L. B. Booker). Morgan Kaufmann Publishers 44. Nishikawa, Y.; Tamaki, H., (1991). A genetic algorithm as applied to the job shop scheduling,, Transactions of the Society of Instrument and Control Engineers, Vol: 27 Iss: 5 p. 593-9, May 1991 45. Norman, B., A., and Bean, J., C., (1994). Random Keys Genetic Algorith m for Job Shop Scheduling, Technical Report, Department of Industrial and Operations Engineering, University of Michigan, Ann Arbor, MI 48109 46. Paredis, J., (1992). Exploiting constraints as Background knowledge fo r GAs - A case study in scheduling, Parallel Problem solving from Nature, 2 1992, Ch. 60, pp 299-238 47. Ranito, J. & Neto, J., (1993). Using normal crossover and mutation on order - based problems: a new representation for permutations, First draft of report, M ay 3rd, 1993. 48. Reeves, C.R., (1993). A Genetic Algorithm for Flow shop Scheduling, Coventry Polytechnic Working Paper. 49. Sannomiya, N., Iiama, H., (1993). GA approach to a production ordering problem in an assembly process with buffers, Information Control Problems in Manufacturing Technology, Vol 1993, Ch. 84, pp403-408 50. Shibata, T., Fukuda, T., Kosuge, K., Arai, F. , (1992). Selfish and Co ordinative planning for Multiple Mobile Robots by Genetic Algorithm, Proceedings of the 31st IEEE Conference on Decision and Control, vol. 1-4, 1992, Ch.865_Vl.004, pp 2686-2691 51. Smith, S. P., (1992). An Experiment on using Genetic Algorithms to lea rn scheduling heuristics, Applications of Artificial Intelligence, X, Knowledge Ba sed Systems., Vol. 1707, Ch. 43, pp. 378 - 386. 52. Sponsler, J.L., (1989). Genetic algorithms applied to the scheduling of the Hubble Space Telescope, Telematics and Informatics, Vol: 6 Iss: 3-4 p. 181-90, 198 9/ 1989 Goddard Conference on Space Applications of Artificial Intelligence 53. Starkweather, T., McDaniel, S., Mathias, K., Whitley, D., Whitley, C., (1991). A Comparison of Genetic Sequencing Operators, Proceedings of the Fourth International Conference on Genetic Algorithms, (ed. R. K. Belew and L. B. Booker). Morgan Kaufmann Publishers 54. Starkweather, T., Whitley, D., (1993). A Genetic Algorithm for Schedul ing and Resource Consumption, Operations Research in Production Planning and Control, Lecture Notes in Economics and Mathematical Systems, pp. 567 - 583, Springer - Verlag 1993. 55. Storer, R. H., Wu, S. D., and Vaccari, R., (1992). New Search Spaces f or Sequencing Problems with Application to Job Shop Scheduling, Management Science, vol. 38, no. 10, 1495-1509 56. Suh, J. Y., and Van Gucht, D., (1987). Incorporating heuristic informa tion into genetic search, Proceedings of the Second International Conference on Genetic Algorithms and their Applications, Lawrence Erblaum Publishers, pp100-107. 57. Syswerda, G. Palmucci, J., (1991). The Application of Genetic Algorith ms to Resource Scheduling, Proceedings of the Fourth International Conference on Genetic Algorithms, (ed. R. K. Belew and L. B. Booker). Morgan Kaufmann Publishers 58. Syswerda, G., (1991). Schedule optimization using genetic algorithms. The Genetic Algorithms Handbook, (ed. L. Davis), Van Nostrand Reinhold,. 59. Syswerda, G., Gerys, (1990). Knowledge Based Genetic Search in Schedul ing Optimisation, Proceedings of the Fourth International Conference: Expert Systems in Production and Operations Management, 125, 133, 1990. 60. Tamaki, H., Nishikawa, Y., (1992). A paralleled GA based on a neighbou rhood model and its application to Job Shop scheduling, Parallel Problem Solving from Nature, 2 1992, Ch. 60, pp.573-582. 61. Uckan, S., Bagchi, S, Kawamura, K., (1993). Managing Genetic Search in Job Shop Scheduling, IEEE Expert, vol. 8, no. 5, October 1993 62. Vanczu, J., and Markus, A, (1991). Genetic Algorithms in Process Plann ing, Computers in Industry, 17 (2 - 3), 161 - 164, November, 1991 63. Venugal, V., Narendan, T.T., (1992). A Genetic Algorithm to the machin e component grouping problem with multi-objectives, Computers and Industrial Engineering, 22 (1), pp. 169 - 180, October 1992. 64. Whitley, D., Starkweather, T. and Fuquay, D., (1989). Scheduling Probl ems and Traveling Salesmen: The Genetic Edge Recombination Operator, Proceedings of the Third International Conference on Genetic Algorithms and their Applications , (ed. J. D. Schaffer). Morgan Kaufmann Publishers. 65. Whitley, D., Starkweather, T., and Shaner, D., (1991). The Travelling Salesman and Sequence Scheduling: Quality Solutions Using Genetic Edge Recombination, Chapter 22, Handbook of Genetic Algorithms, Van Nostrand Reinhold. 66. Whitley, D., Starkweather, T., Shaner, D., (1990). Using simulations w ith Genetic Algorithms for optimizing schedules, Proceedings of the 1990 Summer Computer Simulation conference, ch. 195., pp. 288 - 293. 67. Wu, X., Dissanayake, M.W.M.G., (1993). An approach for supervised Job Shop Scheduling using genetic algorithms, A NZIIS-93, Proceedings of Inaugural Australian and New Zealand Conference on Intelligent Information Systems, 1993. 68. Yamada, T., and Nakano, R., (1992). A Genetic Algorithm applicable to Large Scale Job Shop Problems, Parallel Problem Solving from Nature, 2, 1992, pp. 281 - 291