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AI applications in process design, operation and safety

Published online by Cambridge University Press:  07 July 2009

D. Hutton
Affiliation:
Department of Chemical Engineering, University of Edinburgh, King's Buildings, Edinburgh EH9 3JL, Scotland
J. W. Ponton*
Affiliation:
Department of Chemical Engineering, University of Edinburgh, King's Buildings, Edinburgh EH9 3JL, Scotland
A. Waters
Affiliation:
Department of Chemical Engineering, University of Edinburgh, King's Buildings, Edinburgh EH9 3JL, Scotland
*
To whom correspondence should be addressed.

Abstract

This review provides an overview of the present state of the art in applying AI techniques to the work of Chemical and Process Engineers. Such work is described, where necessary, in order to make this paper understandable to an audience outside the process engineering community. The first section discusses the nature of chemical engineering design and draws the important distinction between process design and plant design. The complete design cycle is covered a stage at a time and AI applications and issues identified. The section finishes with a discussion of integrated or concurrent design, which is the ultimate aim of much current research. The second section discusses AI applications in process operation. This covers process monitoring, alarm processing and fault diagnosis. The third section discusses, in some depth, design stage loss prevention, that is the design of plants to be safe and reliable. Safety is an integral part of design, but the inclusion of a separate section is appropriate as the qualitative and judgemental nature of many safety related problems has encouraged the use of AI techniques. Applications of AI planning to the problem of automatic operating procedure synthesis and applications of qualitative simulation to chemical engineering problems are also discussed in this section.

Type
Research Article
Copyright
Copyright © Cambridge University Press 1990

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References

Andow, PK, 1988, “The use of expert systems to improve process safety” Proceedings of I. Mech. E. One Day Symposium on AI Applications in the Process Industries Manchester.Google Scholar
Andow, PK and Galluzzo, M, 1987, “Process plant safety and artificial intelligence” Proceedings of CEF-87 (The Use of Computers in Chemical Engineering).Google Scholar
Galluzzo, M and Andow, PK, 1987, “Expert systems in chemical engineering” Proceedings of CEF-87 (The Use of Computers in Chemical Engineering).Google Scholar
Andow, PK and Lees, FP, 1975, “Process computer alarm analysis: Outline of a method based on list processing” Trans. Instn Chem. Engrs.Google Scholar
Baker-Counsell, J. 1985b, “Flowmeter selection: Expert help is on its wayProcess Eng. 66 (10) 7173.Google Scholar
Banares-Alcantara, R, Ko, EI, Westerberg, AW and Rychener, MD, 1988, “DECADE—A hybrid expert system for catalyst selection—2. Final architecture and results” Computers and Chemical Engineering vol. 12 (9/10) pp 923938, Pergamon Press.Google Scholar
Banares-Alcantara, R, Westerberg, AW, Ko, EI and Rychener, MD, 1987, “DECADE: a Hybrid Expert System for Catalyst Selection—1, Expert System ConsiderationsComputers and Chemical Engineering 11 267277.CrossRefGoogle Scholar
Beltramini, L and Motard, RL, 1988, “KNOD—A knowledge based approach for process design” Computers and Chemical Engineering vol. 12 (9/10) pp 939958, Pergamon Press.Google Scholar
Berkovitch, I and Baker-Counsell, J, 1985, “Proving the use of expert systemsProcess Eng. 2526.Google Scholar
Booth, SH and Jones, MC, 1987, “Use of rule based programming for operability studies” Annual Research Meeting—University of Nottingham I. Chem. E., Nottingham.Google Scholar
Best, RJ, Dhallu, NS and Johns, WR, 1987, “Enumerative and AI methods for process designChem. and Industry 510515.Google Scholar
Branch, J, 1985, “Towards integrated process designProcessing 3739.Google Scholar
Britt, HI, Smith, JA and Wareck, JS, 1989, “A computer-aided process synthesis and analysis environmentConference Proceedings: Foundations of Computer-Aided Process Design—Snowmass Village, Colorado,July 1989Cache Corporation.Google Scholar
Brown, DC, 1984, “Expert systems for design problem solving, using design refinement with plan selection and redesign”, PhD Thesis, Ohio State University.Google Scholar
Bunn, AR and Lees, FP, 1988, “Expert design of plant handling hazardous materials” Chemical Engineering Research & Design 66.Google Scholar
Cherry, DH, 1975, PhD Thesis, Cambridge.Google Scholar
CISHC (Chemical Industry Safety and Health Council), 1977, A Guide to Hazard and Operability Studies, Chemical Industries Association, London.Google Scholar
Conti, GAP, 1987, PhD Thesis, Cambridge.Google Scholar
Dalle Molle, DT, Kuipers, BJ and Edgar, TF, 1988, “Qualitative modelling and simulation of dynamic systems” Computers and Chemical Engineering vol. 12 (9/10) pp 853866. Pergamon Press.Google Scholar
Daniell, J and Director, SW, 1989, “An object orientated approach to CAD tool control within a design framework” CMUCAD–89–15, Research Centre for Computer-Aided Design, Carnegie Mellon University.CrossRefGoogle Scholar
DeKleer, J and Brown, JS, 1984, “A qualitative physics based on confluencesArtificial Intelligence 24 783.CrossRefGoogle Scholar
Dohnal, M, 1987, “Naive models in chemical and system engineering” Proceedings of CEF-87 (The Use of Computers in Chemical Engineering).Google Scholar
Douglas, JM, 1985, “A hierarchical decision procedure for process synthesisA.I.Ch.E. Journal 31 353362.CrossRefGoogle Scholar
Duxbury, HA and Preston, ML, 1987, “The process systems contribution to process safetyConference Proceedings: Foundations of Computer-Aided Process Operation,1987Cache Corporation.Google Scholar
Eberts, RE and Lafayette, W, 1985, “Cognitive skills and process control” Chem. Eng. Progress.Google Scholar
Ferguson, GH, 1985, “The knowledge problem in artificial intelligence with special reference to hazard and operability studies” M.Sc. Project, Loughborough University of Technology, Loughborough, UK.Google Scholar
Forbus, KD, 1984, “Qualitative process theoryArtificial Intelligence 24 85168.CrossRefGoogle Scholar
Foulkes, NR, Walton, MJ, Andow, PK and Galluzzo, M. 1988, “Computer-aided synthesis of complex pump and valve operations” Computers and Chemical Engineering vol. 12 (9/10) pp 10351044, Pergamon Press.Google Scholar
Fusillo, RH and Powers, GJ, 1987, “A synthesis method for chemical plant operating proceduresComputers and Chemical Engineering 11 (4) 369382.CrossRefGoogle Scholar
Fusillo, RH and Powers, GJ, 1988a, “Computer-aided planning of purge operationsA.I.Ch.E. Journal 34 (4) 558566.CrossRefGoogle Scholar
Fusillo, RH and Powers, GJ, 1988b, “Operating procedure synthesis using local models and distributed goals” Computers and Chemical Engineering vol. 12 (9/10) pp 10231034, Pergamon Press.Google Scholar
Harris, DJ and Jones, MC, 1987, “Expert system shells in process safety assessment” Annual Research Meeting—University of Nottingham I. Chem. E., Nottingham.Google Scholar
Hoskins, JC and Himmelblau, DM, 1988, “Artificial neural network models of knowledge representation in chemical engineering” Computers and Chemical Engineering vol. 12 (9/10) pp 881890, Pergamon Press. I. Chem. E., 1977, A First Guide to Loss Prevention I. Chem. E., Rugby.Google Scholar
Joback, KG and Stephanopoulos, G, 1989, “Designing molecules possessing desired physical property valuesConference Proceedings: Foundations of Computer-Aided Process Design–Snowmass Village, Colorado, July 1989Cache Corporation,Austin, Texas.Google Scholar
Joshi, AP and Motard, RL, 1988, “Qualitative simulation of chemical engineering systems using qualitative process theory” Doctoral Proposal, Department of Chemical Engineering, Washington University, Missouri.Google Scholar
Kessler, MG and Parker, RO, 1969, “Optimal networks of heat exchangersChem. Eng. Prog. Symp. Ser. 65 (92) 111120.Google Scholar
Kirkwood, RL, Locke, MH and Douglas, JM, 1988, “A prototype expert system for synthesising chemical process flowsheetsComputers and Chemical Engineering 12 329343.CrossRefGoogle Scholar
Kletz, TA, 1983, “Hazop and Hazan—Notes on the identification and assessment of hazards” I. Chem. E. Workshop Modules I. Chem. E., Rugby.Google Scholar
Kramer, MA, 1987, “Expert systems for process fault diagnosis: A general frameworkConference Proceedings: Foundations of Computer-Aided Process Operation, 1987Cache Corporation.Google Scholar
Kuipers, B, 1986, “Qualitative simulationArtificial Intelligence 29 289338.CrossRefGoogle Scholar
Lakshmanan, R and Stephanopoulos, G, 1988a, “Synthesis of operating procedures for complete chemical plants—1. Hierarchical, structured modeling for nonlinear planning” Computers and Chemical Engineering vol. 12 (9/10) pp 9851002, Pergamon Press.Google Scholar
Lakshmanan, R and Stephanopoulos, G, 1988b, “Synthesis of operating procedures for complete chemical plants—2. A nonlinear planning methodology” Computers and Chemical Engineering vol. 12 (9/10) pp 10031022, Pergamon Press.Google Scholar
Lang, Y-D, Biegler, LT and Grossman, IE, 1988, “Simultaneous optimisation and heat integration with process simulatorsComputers and Chemical Engineering 12 (4) 311328.CrossRefGoogle Scholar
Lapp, SA and Powers, GJ, 1977, “Computer-aided synthesis of fault-treesIEEE Transactions on Reliability R-26 211.CrossRefGoogle Scholar
Lien, K, Suzuki, G and Westerberg, AW, 1986, “The role of expert systems technology in design” Carnegie Mellon University, Engineering Design Research Center, EDRC-06–13–86.Google Scholar
Leitch, RR, 1988, “A task-orientated architecture for process control applications” Proceedings of IEE Colloquium—Qualitative Modelling in Diagnosis and Control.Google Scholar
Liles, JA, Lott, DH and Preston, ML, 1988, “Process definition to plant design: Integration at last?” Proceedings of PSE'88 pp 117124, Inst. Eng. Australia.Google Scholar
Linnhoff, B and Flower, JR, 1978, “Synthesis of heat exchanger networks I. Systematic generation of optimal networksA.I.Ch.E. Journal 24 633642.CrossRefGoogle Scholar
Linnhoff, B, Townsend, DW, Boland, D, Hewitt, GF, Thomas, BEA, Guy, AR and Marsland, RH, 1982, A User Guide for the Efficient Use of Energy I. Chem. E.Google Scholar
Martin-Solis, GA, Andow, PK and Lees, FP, 1982, “Fault tree synthesis for design and real time applicationsTransactions of the I.Chem.E 60 1425.Google Scholar
Masso, AH and Rudd, DF, 1969, “Synthesis of system designs II. Heuristic structuringA.I. Ch. E. Journal 15 (1) 1018.CrossRefGoogle Scholar
Matthews, B, Lindenfelzer, P, Hawkinson, L and Moore, R, 1988, “Process control with the G2 real-time expert systemProceedings of the First International Conference on Industrial and Engineering Applications of Artificial Intelligence & Expert Systems—Tullahoma, Tennessee,1988.Google Scholar
Mavrovouniotis, ML and Stephanopoulos, G, 1987, “Reasoning with order of magnitude and approximate relations” Proceedings of AAAI-87.Google Scholar
Mavrovouniotis, ML and Stephanopoulos, G, 1988, “Formal order of magnitude reasoning in process engineering, Computers and Chemical Engineering vol. 12 (9/10) pp 867880, Pergamon Press.Google Scholar
May, D and Rudd, DF, 1976, “Development of solvay clusters of chemical reactionsChem. Eng. Science 31 5969.CrossRefGoogle Scholar
Milne, R, 1989, “Monitoring process control systems” Workshop on AI in Process Engineering—Preprints of one-day workshop at the Artificial Intelligence Applications Institute, Edinburgh.Google Scholar
Munro, N, 1987, “ECSTACY—An environment for control system design” internal report, University of Manchester Institute of Science & Technology (UMIST), UK.Google Scholar
Myers, DR, Davis, JF and Herman, DJ, 1988, “A task-orientated approach to knowledge-based systems for process engineering design” Computers and Chemical Engineering vol. 12 (9/10) pp 959972, Pergamon Press.Google Scholar
Niida, K, Itoh, J, Umeda, T, Kobyashi, S and Ichikawa, A, 1985, “Some expert system experiments in process engineering” I.Chem.E. Symposium Series vol. 92, Process Systems Engineering'85 Pergamon Press.Google Scholar
O'Shima, E, 1987, “Sequencing and scheduling of plant operationsConference Proceedings: Foundations of Computer-Aided Process Operation,Cache Corporation.Google Scholar
Park, SW and Himmelblau, DM, 1987, “Structural design for systems fault diagnosisComputers and Chemical Engineering 11 (6) 713722.CrossRefGoogle Scholar
Peel, D and Morris, AJ, 1989, “Towards knowledge-based process control” One Day Workshop on AI in Process Engineering Artificial Intelligence Applications Institute, Edinburgh.Google Scholar
Ponton, JW, Donaldson, RAB, Johns, WR and Romero, D, 1979, “The automatic generation and evaluation of process flowsheetsComputers and Chemical Engineering 3 251260.Google Scholar
Ponton, JW, Hutton, D, Jones, G and Skilling, N, 1989, “A demonstration ‘intelligent’ physical properties package” Proceedings ofChempor '89 Lisbon, 1989.Google Scholar
Preston, ML and Ponton, JW, 1988, “ICI process engineering expert systems—Present & futureProceedings of AIChE National Meeting, Spring 1988.Google Scholar
Raiman, O, 1986, “Order of magnitude reasoning” Proceedings of AAAI-86 pp 100104, American Association for Artificial Intelligence.Google Scholar
Ramesh, TS, Shum, SK and Davis, JF, 1988, “A structured framework for efficient problem solving in diagnostic expert systems” Computers and Chemical Engineering vol. 12 (9/10) pp 891902, Pergamon Press.Google Scholar
Rich, SH and Venkatasubramanian, V, 1987, “Model-based reasoning in diagnostic expert systems for chemical process plantsComputers and Chemical Engineering 11 (2) 111122.CrossRefGoogle Scholar
Rijckaert, MJ and Bogaerts, W, 1987, “Expert systems for materials selection and process controlConference Proceedings: Foundations of Computer-Aided Process Operation,Cache Corporation 687694.Google Scholar
Roach, JR and Lees, FP, 1981, “Some features of and activities in hazard and operability (HAZOP) studiesThe Chemical Engineer, 10, 1981.Google Scholar
Russell, LW and Perkins, JD, 1987, “Towards a method for diagnosis of controllability and operability problems in chemical plants” Chemical Engineering Research & Design 65.Google Scholar
Sargent, RWH, 1989, “Process design—What next?Conference Proceedings: Foundations of Computer-Aided Process Design—Snowmass Village,Colorado,July 1989Cache Corporation.Google Scholar
Sargent, RWH and Stephanopoulos, G, 1989, “AI in chemical engineering—informal discussion session summaryConference Proceedings: Foundations of Computer-Aided Process Design—Snowmass Village,Colorado,July 1989Cache Corporation.Google Scholar
Shafaghi, A, Andow, PK and Lees, FP, 1984, “Fault tree synthesis based on control loop structureChemical Engineering Research and Design 62 101110.Google Scholar
Stephanopoulos, G, 1987, “The scope of artificial intelligence in plant-wide operationsConference Proceedings: Foundations of Computer-Aided Process Operation,Cache Corporation.Google Scholar
Stephanopoulos, G, 1988, “Autonomy in process control systems” Proceedings of One Day International Symposium on Advanced Process Supervision and Real-time Knowledge Based Control Newcastle.Google Scholar
Stephanopoulos, G, Johnston, J, Kriticos, T, Lakshmanan, R, Mavrovouniotis, ML and Siletti, C, 1987, “Design-kit: An object-oriented environment for process engineering” Computers and Chemical Engineering vol. 11 (6) pp 655674, Pergamon Press.Google Scholar
Stephanopoulos, G and Townsend, DW, 1985, “Synthesis in process development: Issues and solution methodologies” I. Chem. E. Symp. Series 92—Process Systems Engineering '85, Pergamon Press.Google Scholar
Suokas, J, Heino, P and Karvonen, , 1987, “The development of an expert system to support Hazop analysis” in: Reliability '87—Proceedings, Birmingham.Google Scholar
Talukdar, S and Westerberg, AW, 1988, “A view of next generation tools for design” EDRC 05–17–88, Engineering Design Research Centre, Carnegie Mellon University.Google Scholar
Taylor, JR, 1982, “An algorithm for fault-tree ConstructionIEEE Transactions on Reliability R-31 (2) 137146.CrossRefGoogle Scholar
Thompson, RW and King, CJ, 1972, “Systematic synthesis of separation schemesA.I.Ch.E. Journal 18 (5) 941948.CrossRefGoogle Scholar
Venkatasubramanian, V and Dhurjati, P, 1987, “Towards an object-orientated diagnostic methodology for the expert system FALCONConference Proceedings: Foundations of Computer-Aided Process Operation,Cache Corporation.Google Scholar
Venkatasubramanian, V and Rich, SH, 1988, “An object-orientated two-tier architecture for integrating compiled and deep-level knowledge for process diagnosis” Computers and Chemical Engineering vol. 12 (9/10) pp 903922, Pergamon Press.Google Scholar
Waters, A, Chung, PWH and Ponton, J, 1990, “Representing safety constraints upon chemical plant designs” Expert System Applications, ed. Vadera, S, Sigma Press, Wilmslow, England, 1990.Google Scholar
Waters, A and Ponton, J, 1989, “Qualitative simulation and fault propagation in process plantsChemical Engineering Research and Design 67 407422.Google Scholar
Weatherill, T and Cameron, I, 1988, “Preliminary HAZOP studies using expert systems” in: Proceedings of the Third International Symposium on Process Systems Engineering (PSE '88), Sydney Inst. Eng. Australia.Google Scholar
Wells, GL, 1980, Safety in Process Plant Design George Godwin Ltd, London.Google Scholar
Westerberg, AW, Hutchinson, HP, Motard, RL and Winter, P, 1979, Process Flowsheeting Cambridge University Press.Google Scholar
Westerberg, AW, Piela, PC, Subrahmanian, E, Podnar, G and Elm, B, 1989, “A future computing environment for preliminary designConference Proceedings: Foundations of Computer-Aided Process Design—Snowmass Village,Colorado,July 1989Cache Corporation.Google Scholar
Winter, P and Rosen, EM, 1986, “Process engineering databasesChemical Engineering 93 (13) 6576.Google Scholar
Yamashita, Y, and Motard, RL, 1986, “Object oriented integration of process engineering computing” Paper presented at AIChE Spring Meeting New Orleans.Google Scholar