ICLL Publications

Some of the more recent papers published by laboratory personnel are directly accessible on the Web (just follow the links). Copies of non-accessible publications listed below can be obtained by contacting Ms. Carol Boshears: boshears@cs.cmu.edu.

2000

Becker, M.A. and S.F. Smith, "Mixed-Initiative Resource Management: The AMC Barrel Allocator", to appear in Proceedings 5th International Conference on AI Planning and Scheduling (AIPS-2000), April, 2000.

1999

Cesta, A., A. Oddi and S.F. Smith, "An Iterative Sampling Procedure for Resource Constrained Project Scheduling with Time Windows, Proceedings 16th International Joint Conference on Artificial Intelligence, Stockholm, Sweden, August, 1999.
Cesta, A., A. Oddi and S.F. Smith, "Greedy Algorithms for the Multi-Capacitated Metric Scheduling Problem ", Proceedings1999 European Conference on Planning, Sept., 1999.
Cesta, A., A. Oddi and S.F. Sm ith, "A Constraint-Based Approach to the RCPSP/Max Resource Constrained Project Scheduling Problem: Preliminary Report", Proceedings Workshop on Integration of AI and OR techniques in Constraint Programming for Combinatorial Optimization Problems, University of Ferrara , Italy, February, 1999.
Chen, S. and S.F. Smith, "Putting the Genetics back into Genetic Algorithms: Reconsidering the Role of Crossover in Hybrid Operators", in Foundations of Genetic Algorithms * 5 (FOGA-5), (eds. W. Banzhap and C. Reeves), Morgan Kaufmann Publishers, 1999.
Chen, S. and S.F. Smith, "Introducing a New Advantage of Crossover: Commonality-Based Selection", Proceedings 1999 Genetic and Evolutionary Computation Conference (GECCO-99), Orlando, FL, July, 1999.
Chen, S. and S.F. Smith, "Improving Genetic Algorithms by Search Space Reductions (with Applications to Flow Shop Scheduling)", Proceedings 1999 Genetic and Evolutionary Computation Conference (GECCO-99), Orlando, FL, July, 1999.
Chen, S., C. Guerra-Salcedo and S.F. Smith, "Non-Standard Crossover for a Standard Representation --Commonality-Based Feature Subset Selection ",Proceedings 1999 Genetic and Evolutionary Computation Conference (GECCO-99), Orlando, FL, July, 1999.
Chen, S., S.F. Smith and C. Guerra-Salcedo, "The GENIE is Out! (Who Needs Fitness to Evolve?)", 1999 Congress on Evolutionary Computation, Washington DC, July, 1999.
Myers, K, and S.F. Smith, "Issues in Integrating Planning and Scheduling for Enterprise Control", DARPA Research Symposium on Advances in Enterprise Control, San Diego, CA, Nov., 1999
Smith, S.F.," Collaborative Planning and Scheduling Tools", Proceedings 1999 AAAI Workshop on Mixed-Initiative Intelligence, Orlando, FL, July, 1999
Smith, S.F., D.W. Hildum and M.A. Becker, "Workflow Management from a Scheduling Perspective", Proceedings 1999 AAAI Workshop on Agent-Based Systems in a Business Context, Orlando, FL, July, 1999.

1998

Becker, M., "Configurable Architectures for Mixed-Initiative Planning and Scheduling", Ph.D. Thesis, Graduate School of Industrial Engineering, Carnegie Mellon University, August, 1998.
Becker, M., O. Lassila and S.F. Smith, "A Modeling Framework for Reconfigurable Software Architectures", ICLL Working Paper, July, 1998.
Cesta, A., A. Oddi and S.F. Smith, "Profile-Based Algorithms to Solve Multi-Capacitated Metric Scheduling Problems", Proceedings 5th International Conference on Artificial Intelligence Planning Systems, Pittsburgh, PA, June, 1998.
Cesta, A., A. Oddi and S.F. Smith, "Scheduling Multi-Capacitated Resources under Complex Temporal Constraints", CMU Robotics Institute Technical Report CMU-RI-TR-98-17, June 1998 [poster version appeared in 4th International Conference on Principles of Constraints, October, 1998.]
Chen, S. and S.F. Smith, "Experiments on Commonality in Sequencing Operators", Proceedings 1998 Symposium on Genetic Algorithms /3rd Annual Conference on Genetic Programming, Madison, WI, July, 1998.
Swaminathan, J.M., S.F. Smith and N.M. Sadeh, "Modeling Supply Chain Dynamics: A Multi-Agent Approach", Decision Sciences, Volume 29, No. 3, Summer, 1998.

1997

Becker, M. and S.F. Smith, A Domain Ontology for Transportation Planning and Scheduling, ICLL Working Paper, December, 1997.
Cheng, C. and S.F. Smith, "Applying Constraint Satisfaction Techniques to Job Shop Scheduling", to appear in Annals of Operations Research, Special Volume on Scheduling: Theory and Practice, forthcoming, 1997.
Hildum, , D.W. , N. Sadeh, T.J. Laliberty, J. McAíNulty, S.F Smith and D. Kjenstad, "Blackboard Agents for Mixed-Initiative Managment of Integrated Process Planning/ Production Scheduling Solutions Across the Supply Chain", Proceedings 9th Conference on Innovative Applications of Artificial Intelligence, Providence, RI, July, 1997.
Oddi, A. and S.F. Smith, "Stochastic Procedures for Generating Feasible Schedules", to appear in Proceedings 14th National Conference on Artificial Intelligence (AAAI-97), July, 1997.
Smith, S.F., "Toward the Development of Robust Scheduling Tools", Proceedings 1997 NASA Planning and Scheduling Workshop, Mandalay Beach, California, October, 1997
Smith, S.F. and M. Becker, "An Ontology for Constructing Scheduling Systems", to appear in Working Notes of 1997 AAAI Symposium on Ontological Engineering, Stanford, CA, March, 1997 (AAAI Press).
Smith, S.F. and M. Becker, "Configurability and Reuse in Scheduling System Design", Invited Paper, IEEE Conference on Robotics and Automation (ICRA), Workshop on Object-Oriented Methods for Distributed Control Architectures, April 20, 1997.

1996

Chen, S. and S.F. Smith, "Commonality and Genetic Algorithms", CMU Robotics Institute Technical Report CMU-RI-TR-96-27, December, 1996.
Cheng, C. and S.F. Smith, "A Constraint Satisfaction Approach to Makespan Scheduling", Proceedings 4th International Conference on Artificial Intelligence Planning Systems, Edinburgh, Scotland, May, 1996.
Hildum, D.W., N.M. Sadeh, T.J. Laliberty, S.F. Smith, J. McA'Nulty and D. Kjenstad, " Mixed-Initiative Management of Integrated Process-Planning and Production-Scheduling Solutions, Proceedings NSF Research Planning Workshop on Artificial Intelligence and Manufacturing, Albequerque, NM, June 1996.
Laliberty, T.J., D.W. Hildum, N.M. Sadeh, J. McA'Nulty, D. Kjenstad and S.F. Smith, "A Blackboard Architecture for Integrated Process Planning and Production Scheduling", Proceedings ASME Design for Manufacturing Conference, Irvine CA, August, 1996.
Lassila, O., M. Becker and S.F. Smith, "An Exploratory Prototype for Air Medical Evacuation Re-Planning", CMU Robotics Institute Technical Report CMU-RI-TR-96-03, January, 1996.
Oddi, A. and S.F. Smith, "A Monte Carlo Algorithm for Extended Constraint-Posting Scheduling Search", Proceedings 1996 Italian Planning Workshop, Rome, August, 1996.
Sadeh, N.M., D.W. Hildum, T.J. Laliberty, S.F. Smith, J. McA'Nulty and D. Kjenstad, "An Integrated Process-Planning/Production-Scheduling Shell for Agile Manufacturing", Proceedings Fifth National Agility Conference, Boston MA, March, 1996. [Also appeared as CMU Robotics Institute Technical Report CMU-RI-TR-96-10, May, 1996].
S.F. Smith, O. Lassila and M. Becker, Configurable, Mixed-Initiative Systems for Planning and Scheduling, in Advanced Planning Technology, (ed. A. Tate), AAAI Press, Menlo Park, CA, 1996.
Smith, S.F., O. Lassila and M. Becker, "Configurable Planning and Scheduling Systems", AI*IA Notizie (Quarterly Publication of the Artificial Intelligence Italian Association), Special Issue on Aspects of Planning Research, Vol.9, No. 1, March, 1996, pp. 27-32.
Smith, S.F., O. Lassila and M. Becker, "A Scheduling Ontology: Informal Concept Descriptions", ICLL Working Paper, January, 1996.
Swaminathan, J.M., S.F. Smith and N.M. Sadeh, "A Multi-Agent Framework for Modeling Supply Chain Dynamics", Proceedings NSF Research Planning Workshop on Artificial Intelligence and Manufacturing, Albequerque, NM, June 1996.

1995

Aarts, R.J., J.S. Lindsey, L.A. Corkan and S.F. Smith, "Flexible Protocols Improve Parallel Experimentation Throughput", Clinical Chemistry: Journal of the American Association of Clinical Chemistry, Vol. 41, No. 7, 1995.
Burstien, M., R. Shantz, M. Bienkowski, M.desJardin and S.F. Smith, "The Arpa/Rome Laboratory Common Prototyping Environment: A Framework for Software Technology Integration, Evaluation and Transition", IEEE Expert, Vol. 10, No. 1, February 1995.
Cheng, C. and S.F. Smith, "A Constraint-Posting Framework for Scheduling Under Complex Constraints', Proceedings Joint INRIA/IEEE Conference on Emerging Technologies and Factory Automation, Paris, France, October, 1995.
Cheng, C. and S.F. Smith, "Applying Constraint Satisfaction Techniques to Job Shop Scheduling (The Long Version)", Robotics Institute Technical Report CMU-RI-TR-95-03, January, 1995.
Lassila, Ora, "PORK Object System - Programmer's Guide" , CMU Robotics Institute technical report CMU-RI-TR-95-12, April 1995.
Sadeh, Norman, and Yoichiro Nakakuki, "Focused Simulated Annealing Search: An Application to Job Shop Scheduling". Annals of Operations Research (1995). To appear in issue on 'Metaheuristics in Combinatorial Optimization.'.
Sadeh, N., T. Laliberty, S.F. Smith and R. Bryant, "An Integrated Process Planning/Production Scheduling Shell to Support Agile Manufacturing Practices", Proceedings IFIP WG5.7 Working Conference, Seattle, WA, September, 1995 [Also appeared as CMU Robotics Institute Technical Report CMU-RI-TR-95-40.]
Sadeh, N., R. Bryant, T. Laliberty and S.F. Smith, "An Integrated Process Planning and Production Scheduling Shell", Proceedings 1995 IJCAI Workshop on Intelligent Manufacturing, Montreal, CA, August 30, 1995.
Smith, S.F., "Reactive Scheduling Systems", in Intelligent Scheduling Systems, (eds.) D.E. Brown and W.T. Scherer, Kluwer Press, 1995.
Swaminathan, J.M., N. Sadeh, and S.F. Smith, "Impact of Supplier Information on Supply Chain Performance", ICLL Working Paper, January, 1995.

1994

Aarts, R.J. and S.F. Smith, "A High Performance Scheduler for an Automated Chemistry Workstation", Proceedings 1994 European Conference on Artificial Intelligence., Amsterdam, August, 1994.
Cheng, C. and S.F. Smith, "Generating Feasible Schedules under Complex Metric Constraints", Proceedings 12th National Conference on Artificial Intelligence , August, 1994.
Greene, D.P. and S.F. Smith, "Using Coverage as a Model Building Constraint in Learning Classifier Systems", Evolutionary Computation, 2(1), Spring, 1994, pp. 67-91.
Hasle, G. and S.F. Smith, "Directing an Opportunistic Scheduler: An Empirical Investigation of Reactive Scenarios", Proceedings 2nd International Workshop on Knowledge-Based Reactive Scheduling, IFIP TC5/WG5.7 Special Interest Group, Budapest, Hungary, June, 1994.
Lassila, O. and S.F. Smith, "Flexible Constaint-Based Tools for Complex Scheduling Domains", Proceedings 1994 IEEE Conference on Dual-Use Technologies, Utica, NY, April, 1994.
Lassila, O. and S.F. Smith, "Constructing Flexible Schedulers for Decision-Support", Proceedings 1994 Finnish AI Symposium, Turku (Finland), August, 1994.
Li, Gang and Norman Sadeh, "Single-machine Early/Tardy Scheduling Problem with Setups: A Hybrid Heuristic Approach". Robotics Institute, Carnegie Mellon University, Pittsburgh, PA 15213, 1994. Working paper. Presented at the Joint National ORSA/TIMS meeting held in San Francisco, November 1-4, 1992.
Nakakuki, Yoichiro, and Norman Sadeh, "Increasing the Efficiency of Simulated Annealing Search by Learning to Recognize (Un)Promising Runs". Proceedings of the Twelfth National Conference on Artificial Intelligence (AAAI-94), 1994, pp. 1316-1322.
Sadeh, Norman M., "Micro-Boss: Towards a New Generation of Manufacturing Scheduling Shells". Proceedings of the ARPA/Rome Laboratory Knowledge-Based Planning and Scheduling Initiative, Tucson, AZ, Februrary, 1994, pp. 191-203.
Sadeh, N.M, "Globeman 21: Meeting the Global Manufacturing Challenges of the 21st Century". Coalition for Intelligent Manufacturing Systems Newsletter (1994). To appear.
Sadeh, Norman, Katia Sycara, and Yalin Xiong, "Backtracking Techniques for Hard Scheduling Problems". Artificial Intelligence (1994). To appear in Special Issue on 'Planning and Scheduling'.
Sadeh, Norman, "Micro-Opportunistic Scheduling: The Micro-Boss Factory Scheduler". In Intelligent Scheduling, Morgan Kaufmann, 1994, Chap. 4.
Smith, S.F., "OPIS: A Methodology and Architecture for Reactive Scheduling", in Intelligent Scheduling, (eds.) M. Zweben and M. Fox, Morgan Kaufmann, 1994.
Smith, S.F., "High Performance Techniques for Space Mission Scheduling", Proceedings 3rd International Symposium on Artificial Intelligence, Robotics and Automation for Space (i-SAIRAS 94), Pasadena, CA, October, 1994.
Smith, S.F., and O. Lassila, "Towards the Development of Flexible Tools for Mixed-Initiative Transportation Scheduling", Proceedings 1994 ARPA Planning Workshop, Tuscon, AR, February, 1994.
Smith, S.F. and O. Lassila, "Configurable Systems for Reactive Production Management", in Knowledge-Based Reactive Scheduling, (eds.) R. Kerr and K. Szelke, IFIP Transactions 15-B, North Holland, Amsterdam, 1994.
Swaminathan, J.M., S.F. Smith and N.M. Sadeh, "Modeling the Dynamics of Supply Chains", Proceedings AAAI-94 Workshop on Reasoning About the Shop Floor, Seattle, WA, August, 1994

1993

Chen, S., S. Talukdar and N. Sadeh, "Job Shop Scheduling Using Asynchronous Teams of Optimization Agents". Proceedings of the IJCAI-93 Workshop on Knowledge-based Production Planning, Scheduling, and Control, Chambery, France, August, 1993.
Greene, D.P. and S.F. Smith, "Competition-Based Induction of Decision Models from Examples", Machine Learning, 13, 1993, pp. 229-257.
Koivunen, Marja-Riitta, Ora Lassila, Juha Ahvo, Minna Rankinen, Sirpa Riihiaho & Bodil Riihinen, 1993. "ActorStudio: An Interactive User Interface Editor". Proceedings of Vienna Conference on Human-Computer Interaction 1993, Springer-Verlag, September 1993.
Ora Lassila, "Oliokeskeinen ohjelmointi" ("Object-oriented Programming", in Finnish). In: Eero Hyvönen, Ilkka Karanta & Markku Syrjänen (eds.), Tekoälyn Ensyklopedia (Encyclopædia of AI, in Finnish) Helsinki (Finland), Gaudeamus, 1993.
Muscettola, N. "Scheduling by Iterative Partitioning of Bottleneck Conflicts", Proceedings 9th IEEE Conference on Artificial Intelligence Applications, Orlando, FL, March, 1993.
Muscettola, N. and S.F. Smith, "Constraint-Directed Integration of Scheduling and Planning for Space-Based Observatory Management", Proceedings 7th Annual Space Operations, Applications and Research Symposium (SOAR-93), Houston, Texas, August, 1993.
Sadeh, N., "Micro-Boss: A Micro-opportunistic Factory Scheduler". Expert Systems with Applications 6, 3 (July-September 1993), 377-392. Special Issue on Scheduling Expert Systems and their Performances.
Sadeh, N.M., S. Otsuka, and R. Schnelbach, "Predictive and Reactive Scheduling with the Micro-Boss Production Scheduling and Control Systems". Proceedings of the IJCAI-93 Workshop on Knowledge-based Production Planning, Scheduling, and Control, Chambery, France, August, 1993.
Smith. S.F., "Integrating Planning and Scheduling: Towards Effective Coordination in Complex Resource-Constrained Domains", Proceedings 1993 Italian Planning Workshop, Rome, Italy, September, 1993.
Smith, S.F. and C. Cheng, "Slack-Based Heuristics for Constraint Satisfaction Scheduling", Proceedings 11th National Conference on Artificial Intelligence, Washington D.C., July 1993.
Smith, S.F. and K.P Sycara, "Flexible Coordination in Resource-Constrained Domains", CMU Robotics Institute Technical Report CMU-RI-TR-95-02, December, 1993.
Swaminathan, J.M., N.M.Sadeh and S.F.Smith, "A Knowledge-Based Multi-Agent Simulation Testbed to Support Supply Chain Design and Management Decisions", Proceedings IJCAI-93 Workshop on Knowledge-Based Production Planning, Scheduling and Control, Chambery, France, August, 1993.

1992

Geoffroy, A. and S.F. Smith, "Scheduling for Agile Manufacturing", Proceedings DARPA Manufacturing, Engineering, Design Automation Workshop, Palo Alto, CA, June, 1992.
Greene, D.P. and S.F. Smith, "COGIN: Symbolic Induction Using Genetic Algorithms", Proceedings 10th National Conference on Artificial Intelligence (AAAI-92), San Jose, CA, July, 1992.
Greene, D., R. Meservey, and S.F. Smith, " Learning Audit Selection Rules from Data", in Expert Systems in Finance, (eds. D.E. O'Leary and P.R. Watkins), Studies in Management Science and Systems, Vol. 12, North Holland Publishers, 1992.
Lassila, Ora, Seppo Törmä and Markku Syrjänen, "Designing a Distributed Frame System". In: Eero Hyvönen et al (eds.), New Directions in Artificial Intelligence, Vol. 1, 183-192, Finnish Artificial Intelligence Conference, Espoo (Finland), Finnish Artificial Intelligence Society, 1992.
Lassila, Ora, "The Design and Implementation of a Frame System". Master's Thesis, Otaniemi (Finland), Faculty of Technical Physics, Helsinki University of Technology, 1992.
Lassila, Ora, "Oliojärjestelmän laajentaminen metaobjektiprotokollan avulla" ("Extending an Object System Using a Metaobject Protocol", in Finnish). Working paper, Otaniemi (Finland), Department of Computer Science, Helsinki University of Technology, 1992.
Muro, P., S.F. Smith, and J.L. Villarroel, "A Blackboard Architecture for Coordinating Manufacturing Production Scheduling", Novatica (Revista de la Associacion de Tecnicos de Informatica), 18(98), July-August, 1992.
Muscettola, N. and S.F. Smith, "Decomposability and Scalability in Space-Based Observatory Scheduling", Working Notes, 1992 Stanford Spring Symposium on Practical Approaches to Planning and Scheduling, Palo Alto, CA, March, 1992.
Muscettola, N., S.F. Smith, A. Cesta, and D. D'Aloisi, "Coordinating Space Telescope Operations in an Integrated Planning and Scheduling Framework", IEEE Control Systems, 12(1), February, 1992.
Sadeh, Norman, "Artificial Intelligence and Operations Research in Production Management: Some Observations". L'Intelligence Artificielle: Une Discipline et Un Carrefour Interdisciplinaire, Compiegne, France, December, 1992, pp. 119-125. Workshop on Artificial Intelligence and Operations Research. In French.
Smith, S.F., "Knowledge-Based Production Management: Approaches, Results, and Prospects", Production Planning and Control, 3(4), 1992.
Smith, S.F., "Incremental Schedule Revision", Working Notes, 1992 Stanford Spring Symposium on Computational Considerations in Supporting Incremental Modification and Reuse, Palo Alto, CA, March, 1992.
Smith, S.F. and D.P Greene, "Cooperative Diversity Using Coverage as a Constraint", Proceedings 1st International Workshop on Learning Classifier Systems, Houston, October, 1992.
Smith, S.F., N. Keng, and K. Kempf, "Exploiting Local Flexibility During Execution of Pre-Computed Schedules", in Applications of AI in Manufacturing, (eds. D. Nau and C. Tong), AAAI Press, July, 1992.
Smith, S.F. and D.K. Pathak, "Balancing Antagonistic Time and Resource Utilization Constraints in Oversubscribed Scheduling Problems", Proceedings Eighth IEEE Conference on Applications of Artificial Intelligence, Monterey, CA, March, 1992.
Smith, S.F., and N.M. Sadeh, "Knowledge-based Production Management". Tutorial SP4 - Tenth National Conference on Artificial Intelligence (AAAI-92), 1992.
Xiong, Yalin, Norman Sadeh, and Katia Sycara, "Intelligent Backtracking Techniques for Job Shop Scheduling". Proceedings of the Third International Conference on Principles of Knowledge Representation and Reasoning (KR-92), Cambridge, MA, October, 1992, pp. 14-23.

1991

Kempf, K., C. LePape, S.F. Smith, and B.R. Fox, "Issues in the Design of AI-Based Schedulers", AI Magazine, 11(5), January, 1991.
Kitano, H., S.F. Smith, and T. Higuchi, "GA-1: A Parallel Associative Memory Processor for Rule Learning with Genetic Algorithms", Proceedings 4th International Conference on Genetic Algorithms, San Diego, CA, July, 1991.
Lassila, Ora, Pekka Mattila, Lasse Pesonen, Markku Syrjänen and Seppo Törmä, "Applying Knowledge-based Techniques to the Scheduling of Steel Rolling". Presented at the IFAC Workshop on Expert Systems in Mineral and Metal Processing, Otaniemi (Finland), August 1991.
Ora Lassila, Markku Syrjänen and Seppo Törmä, "Coordinating Mutually Dependent Decisions in a Distributed Scheduler". In: Eero Eloranta (ed.), Proceedings of the 4th IFIP TC5/WG5.7 International Conference on Advances in Production Management Systems - APMS'90, Amsterdam (The Netherlands), Elsevier Science Publishers (North-Holland), 1991.
Muro, P.R., Smith, S.F. and J.L. Villarroel, "An Intelligent Architecture for Scheduling in Manufacturing Systems, Proceedings 4th Technical Conference of the Spanish Association for Aritificial Intelligence, Madrid, Spain, October, 1991.
Muscettola, N., S.F. Smith, A. Cesta, and D. D'Aloisi, "Coordinating Space Telescope Operations in an Integrated Planning and Scheduling Framework", Proceedings 1991 IEEE International Conference on Robotics and Automation, Sacramento, CA, April, 1991.
Sadeh, Norman, "The Micro-Boss Factory Scheduler". IPC'91 Conference Proceedings: Integrating People and Technology for Competitive Manufacturing, 1991.
Sadeh, Norman, "Look-ahead Techniques for Micro-opportunistic Job Shop Scheduling". Ph.D. Thesis, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA 15213, March 1991.
Sadeh, Norman M., "Micro-Boss: A Micro-opportunistic Decision Support System for Factory Scheduling". The Robotics Institute 1991 Annual Research Review.
Sadeh, Norman and Mark S. Fox, "Micro vs. Macro-opportunistic Scheduling". Proceedings of the Fourth IFIP Conference on Computer Applications in Production and Engineering, 1991.
Sadeh, Norman and Mark S. Fox, "Variable and Value Ordering Heuristics for Hard Constraint Satisfaction Problems: An Application to Job Shop Scheduling". Tech. Rept. CMU-RI-TR-91-23, The Robotics Institute, Carnegie Mellon University, Pittsburgh, PA 15213, 1991. Submitted to `Artificial Intelligence'.
Smith, S.F., "Integrated Scheduling Frameworks", Proceedings 1991 Norwegian National Conference on Project Management (NORDNET-91), Trondheim, Norway, June, 1991.
Sycara, Katia, Stephen Roth, Norman Sadeh, and Mark S. Fox, "Distributed Constrained Heuristic Search". IEEE Transactions on Systems, Man, and Cybernetics 21, 6 (November/December 1991), 1446-1461.
Sycara, Katia, Stephen Roth, Norman Sadeh, and Mark S. Fox, "Resource Allocation in Distributed Factory Scheduling". IEEE EXPERT 6, 1 (February 1991), 29-40.
Törmä, Seppo, Ora Lassila and Markku Syrjänen, "Adapting the Activity-Based Scheduling Method to Steel Rolling". In: G.Doumeingts, J.Browne and M.Tomljanovich (eds.), Computer Applications in Production and Engineering: Integration Aspects (CAPE'91), Amsterdam (The Netherlands), Elsevier Science Publishers (North-Holland).

1990

Fox, Mark S. and Norman Sadeh, "Why Is Scheduling Difficult? A CSP Perspective". Proceedings of the 1990 European Conference on Artificial Intelligence (ECAI-90), 1990.
Lassila, Ora, "Frames or Objects, or Both?". Workshop Notes from the Eight National Conference on Artificial Intelligence (AAAI-90): Object-Oriented Programming in AI. Boston (Massachusetts, U.S.A.), July 1990.
Lassila, Ora, Markku Syrjänen and Seppo Törmä, "Teräslevyjen valssauksen hajautettu ajoittaminen" ("Distributed Scheduling of Steel-plate Milling", in Finnish). In: Markus Djupsund, Petri Salonen and Markku Syrjänen (eds.), STeP-90, Finnish Artificial Intelligence Symposium, Oulu (Finland), Finnish Artificial Intelligence Society, 1990.
Muscettola, N. and S.F. Smith, "A Framework for Efficient Management of Space Missions", Proceedings 1990 International Symposium on AI, Robotics and Automation in Space (I-SAIRAS 90), Kobe, Japan, November, 1990.
Muscettola, N. and S.F. Smith, "Integrating Planning and Scheduling to Solve Space Mission Scheduling Problems", Proceedings 1990 DARPA Workshop on Innovative Approaches to Planning, Scheduling and Control, San Diego, CA, November, 1990.
Sadeh, Norman and Mark S. Fox, "Variable and Value Ordering Heuristics for Activity-based Job-shop Scheduling". Proceedings of the Fourth International Conference on Expert Systems in Production and Operations Management (ESPOM-90), Hilton Head Island, S.C., 1990.
Safavi, A. and S.F. Smith, "A Heuristic Search Approach to Planning and Scheduling of Software Projects", in Advances in Artificial Intelligence: Natural Language, and Knowledge-Based Systems, (ed.) M. Golumbic, Springer-Verlag Publishers, 1990.
Safavi, A. and S.F. Smith, "A Heuristic Model to Compare Alternative Commitments During Machine-Based Manufacturing Scheduling", Proceedings First International Conference on Expert Planning Systems, Brighton, UK, June 27-29, 1990.
Smith, S.F., D.P. Greene, R. Camden, and C. Dunmire, "Ammunition Requirements Forecasting using Genetic Algorithms", Proceedings US ARMY Symposium on Aritificial Intelligence and Logistics, Williamsburg, VA, March, 1990.
Smith, S.F., P.S. Ow, N. Muscettola, J.Y. Potvin, and D. Matthys, "An Integrated Framework for Generating and Revising Factory Schedules", Journal of the Operational Research Society, 41(6), June, 1990 [reprinted in Artificial Intelligence in Operational Research, (eds. G.I. Doukidis and R.J. Paul), Macmillan Press, 1992].
Smith, S.F., P.S. Ow, N. Muscettola, J.Y. Potvin and D. Matthys, "OPIS: An Opportunistic Factory Scheduling System", Proceedings Third International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems (IEA/AIE-90), Knoxville, TE, May, 1990.
Sycara, Katia, Stephen Roth, Norman Sadeh, and Mark S. Fox, "An Investigation into Distributed Constraint-directed Factory Scheduling". Proceedings of the Sixth IEEE Conference on AI Applications (CAIA-90), Santa Barbara, CA, 1990.
Sycara, Katia, Stephen Roth, Norman Sadeh, and Mark S. Fox, "Distributing Production Control". Proceedings of the Fourth International Conference on Expert Systems in Production and Operations Management (ESPOM-90), Hilton Head Island, S.C., 1990.

1989

Cleveland, G.A. and S.F. Smith, "Using Genetic Algorithms to Schedule Flow Shop Releases", Proceedings 3rd International Conference on Genetic Algorithms and Their Applications, Washington DC, June, 1989.
Fox, Mark S., Norman Sadeh, and Can Baykan, "Constrained Heuristic Search". Proceedings of the Eleventh International Joint Conference on Artificial Intelligence (IJCAI-89), 1989.
Hynynen, Juha and Ora Lassila, 1989. "On the Use of Object-Oriented Paradigm in a Distributed Problem Solver". AI Communications 2(3) 142-151. Originally published in: Hannu Jaakkola and Seppo Linnainmaa (eds), Proceedings of the Second Scandinavian Conference on Artificial Intelligence (SCAI'89), Tampere (Finland), 657-669. Best paper award.
Martinez, J., P.R. Muro, M. Silva, S.F. Smith, and J.L. Villarroel, "Merging Artificial Intelligence Techniques and Petri Nets for Real-Time Scheduling and Control of Production Systems", in Artificial Intelligence and Expert Systems in Scientific Computing, (eds.) J.M. David, R. Huber, J.P Krivine and C. Kulikowski, J.C. Baltzer AG Scientific Publishing Company, Basel, Switzerland, 1989, pp. 307-313 [an abbreviated version of this paper also appears in Modeling and Simulation of Systems, (ed.) P. Breedveld et.al., J.C. Baltzer AG, Scientific Publishing Co., 1989, pp. 141-144].
Muscettola, N. and S.F. Smith, "State-Based Scheduling: An Architecture for Space Telescope Observation Scheduling", Proceedings 1989 JPL Conference on Space Telerobotics, Pasadena, CA, January, 1989.
Muscettola, N., S.F. Smith, G. Amiri and D. Pathak, "Generating Space Telescope Observation Schedules", CMU Robotics Technical Report CMU-RI-TR-89-27, November, 1989 - also appeared in 1989 CMU Robotics Institute Annual Research Review.
Potvin, J. and S.F. Smith, "Flexible Systems for the Design of Heuristic Algorithms in complex OR Domains", in Impacts of Recent Computer Advances on Operations Research, Publications in Operations Research, Vol. 9, (eds.) Sharda R., Golden B.L., Wasil E., Balci O. and Stewart N., North-Holland Publishers, 1989, pp. 332-344.
Sadeh, Norman and Mark S. Fox, "Focus of Attention in an Activity-based Scheduler". Proceedings of the NASA Conference on Space Telerobotics, 1989.
Sadeh, Norman and Mark S. Fox, "CORTES: An Exploration into Micro-Opportunistic Job-Shop Scheduling". Workshop on Manufacturing Production Scheduling, IJCAI89 - Detroit, 1989.
Smith, S.F., "The OPIS Framework for Modeling Manufacturing Systems", CMU Robotics Institute Technical Report CMU-RI-TR-89-30, December, 1989.
Smith, S.F. and K.P. Sycara, "Flexible Coordination of Production", Working Notes - IJCAI-89 Workshop on Integrated Architectures for Manufacturing, Detroit, MI, August, 1989.

1988

Ow, P.S. and S.F. Smith, "Viewing Scheduling as an Opportunistic Problem Solving Process, Annals of Operation Research, 12, 1988.
Ow, P.S., S.F. Smith and R.E. Howie, "CSS: A Cooperative Scheduling System", in Expert Systems and Intelligent Manufacturing, (ed.) M.D. Oliff, Elsevier Science Publishing Co., 1988.
Ow, P.S., S.F. Smith and A. Thiriez, "Reactive Plan Revision", Proceedings 7th National Conference on AI (AAAI-88), St. Paul, MN, August, 1988.
Sadeh, Norman and Mark S. Fox, "Preference Propagation in Temporal/Capacity Constraint Graphs". Tech. Rept. CMU-CS-88-193, Computer Science Department, Carnegie Mellon University, Pittsburgh, PA 15213, 1988. Also appears as Robotics Institute technical report CMU-RI-TR-89-2.

1987

Greene, D. and S.F. Smith, "Adaptive Learning of Consumer Choice Models", Proceedings 1987 International Conference on Genetic Algorithms, MIT, Cambridge, MA, July, 1987.
LePape, C. and S.F. Smith, "Management of Temporal Constraints for Factory Scheduling", Proceedings IFIP TC 8/WG 8.1 Conference on Temporal Aspects in Information Systems (TAIS 87), (eds.) C. Rolland, M. Leonard, and F. Bodart, Elsevier Science Publishers, held in Sophia Antipolis, France, May, 1987 [also appeared as CMU Robotics Institute Technical Report CMU-RI-TR-87-13]
Muscettola, N. and S.F. Smith, "A Probabilistic Framework for Resource-Constrained Multi-Agent Planning", Proceedings 10th International Joint Conference on Artificial Intelligence, Milano, August, 1987.
Ow, P.S. and S.F. Smith, "Two Design Principles for Knowledge-Based Systems", Decision Sciences, 18(3), Summer, 1987, pp. 430-447.
Smith, S.F., "A Constraint-Based Framework for Reactive Management of Factory Schedules", in Intelligent Manufacturing, (ed.) M.D. Oliff, Benjamin Cummings Publishers, 1987.
Smith, S.F., "Constraint-Based Scheduling with Applications to Space Telescope Observation Scheduling", Proceedings 2nd Annual NASA AI Forum, Palo Alto, CA, November, 1987.
Smith, S.F. and J.E. Hynynen, "Integrated Decentralization of Production Management: An Approach for Factory Scheduling", in Intelligent and Integrated Manufacturing Analysis and Synthesis, (eds.) C.R. Liu, A. Requicha, and S. Chandrasekar, ASME PED-Vol. 25, New York, 1987.

1986

Ow, P.S. and S.F. Smith, "Toward an Opportunistic Scheduling System", Proceedings 19th Hawaii International Conference on System Sciences, Honolulu, January, 1986.
Smith, S.F. and M.S. Fox, "Constraint-Based Scheduling in an Intelligent Logistics Support System: An Artificial Intelligence Approach", Final Report, AFOSR Contract Number F49620-82-K-0017, December, 1986.
Smith, S.F., M.S. Fox, and P.S. Ow, "Generating and Maintaining Detailed Production Plans: Investigations into the Development of Knowledge-Based Factory Scheduling Systems", AI Magazine, 7(4), Fall, 1986.
Smith, S.F., P.S. Ow, B. McLaren, N. Muscettola, and C. LePape, "Integrating Multiple Perspectives to Generate Detailed Production Plans", Proceedings SME Conference on AI in Manufacturing, September, 1986.

1980-1985

Fox, M.S. and S.F. Smith, "ISIS: A Knowledge-Based System for Factory Scheduling, Expert Systems Journal, 1(1), July, 1984.
Fox, M.S., and S.F. Smith, "The Role of Intelligent Reactive Processing in Production Management", Proceedings 13th Annual CAMI Technical Conference, Clearwater, Florida, November, 1984.
Fox, M.S., B.P. Allen, S.F. Smith, and G.A. Strohm, "Future Knowledge-Based Systems for Factory Scheduling", Proceedings 12th Annual Technical CAMI Conference, Dallas, Texas, November, 1983.
Fox, M.S., B.P. Allen, S.F. Smith, and G.A. Strohm, "ISIS-II: A Constraint-Directed Reasoning Approach to Job Shop Scheduling: System Summary", CMU Robotics Institute Technical Report CMU-RI-TR-83-8, June, 1983.
Fox, M.S., S.F. Smith, B.P. Allen, G.A. Strohm, and F.C. Wimberly, "ISIS: A Constraint-Directed Reasoning Approach to Job Shop Scheduling", Proceedings IEEE Trends and Applications 83 Conference, National Bureau of Standards, Gaithersburg, MD, May, 1983.
Sadeh, Norman, "Etude d'une Generation Hierarchisee de Plans d'Actions". Department of Industrial Automation and Computer Science, C.R.I.F., Brussels, 1985. Master Thesis.
Smith, S.F., "Adaptive Learning Systems", in Expert Systems: Principles and Case Studies, (ed.) R. Forsyth, Associated Book Publishers Ltd, 1984.
S.F. Smith, "Adaptive Search Techniques for Machine Learning", Proceedings International Symposium on Knowledge Acquisition and Machine Learning, London, England, August, 1984.
Smith, S.F., "Flexible Learning of Problem Solving Heuristics Through Adaptive Search", Proceedings 8th International Joint Conference on Artificial Intelligence, Karlsruhe, West Germany, August, 1983.
Smith S.F., "Exploiting Temporal Knowledge to Organize Constraints", CMU Robotics Institute Technical Report CMU-RI-TR-83-12, July, 1983.
Smith, S.F., "A Learning System Based on Genetic Adaptive Algorithms", PhD Thesis, Computer Science Department, University of Pittsburgh, December, 1980.
Smith, S.F., and P.S. Ow, "The Use of Multiple Problem Decompositions in Time-Constrained Planning Tasks", Proceedings 9th International Joint Conference on Artificial Intelligence, Los Angeles, CA, August, 1985.