A multirate parallel-modular algorithm for dynamic process simulation using distributed memory multicomputers

The use of a distributed memory message-passing multicomputer for dynamic simulation of chemical processes is investigated. The computational speed-up expected from the parallel implementation of the modular integration approach depends crucially on appropriate partitioning of the overall system int...

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Veröffentlicht in:Computers & chemical engineering Jg. 23; H. 6; S. 733 - 761
Hauptverfasser: Abdel-Jabbar, Nabil, Carnahan, Brice, Kravaris, Costas
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Oxford Elsevier Ltd 01.06.1999
Elsevier
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ISSN:0098-1354, 1873-4375
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Abstract The use of a distributed memory message-passing multicomputer for dynamic simulation of chemical processes is investigated. The computational speed-up expected from the parallel implementation of the modular integration approach depends crucially on appropriate partitioning of the overall system into smaller sub-systems (modules), and the need for coordination and synchronization of module integrations to account for the interaction effects among the sub-systems. In this paper, a coordination algorithm based on a dynamic block Jacobi-like iteration is employed. Sufficient conditions for the finite-time convergence of the iterative solution scheme are established. These conditions are shown to be very useful in quantifying the convergence rate that can be used as a basis for adjusting the integration time horizon and selection of the best process system partitioning strategy. Timing results from simulation of the dynamics of a multicomponent distillation column on a distributed memory message-passing multicomputer demonstrate the potential of the proposed implementation. The results suggest that the execution time of modular dynamic process simulation can be reduced very significantly by distributing the module integrations onto several computing nodes communicating via high-performance communication networks.
AbstractList The use of a distributed memory message-passing multicomputer for dynamic simulation of chemical processes is investigated. The computational speed-up expected from the parallel implementation of the modular integration approach depends crucially on appropriate partitioning of the overall system into smaller sub-systems (modules), and the need for coordination and synchronization of module integrations to account for the interaction effects among the sub-systems. In this paper, a coordination algorithm based on a dynamic block Jacobi-like iteration is employed. Sufficient conditions for the finite-time convergence of the iterative solution scheme are established. These conditions are shown to be very useful in quantifying the convergence rate that can be used as a basis for adjusting the integration time horizon and selection of the best process system partitioning strategy. Timing results from simulation of the dynamics of a multicomponent distillation column on a distributed memory message-passing multicomputer demonstrate the potential of the proposed implementation. The results suggest that the execution time of modular dynamic process simulation can be reduced very significantly by distributing the module integrations onto several computing nodes communicating via high-performance communication networks.
Author Abdel-Jabbar, Nabil
Carnahan, Brice
Kravaris, Costas
Author_xml – sequence: 1
  givenname: Nabil
  surname: Abdel-Jabbar
  fullname: Abdel-Jabbar, Nabil
  organization: Jordan University of Science and Technology, Department of Chemical Engineering, PO Box 3030, Irbid, Jordan
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  givenname: Brice
  surname: Carnahan
  fullname: Carnahan, Brice
  organization: Department of Chemical Engineering, The University of Michigan, Ann Arbor, MI 48109, USA
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  givenname: Costas
  surname: Kravaris
  fullname: Kravaris, Costas
  organization: Department of Chemical Engineering, The University of Michigan, Ann Arbor, MI 48109, USA
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Cites_doi 10.1016/0098-1354(88)85056-7
10.1016/0098-1354(94)80062-6
10.1016/0098-1354(93)80241-E
10.1145/355719.355722
10.1145/63047.63060
10.1016/0098-1354(87)85006-8
10.1016/0098-1354(89)87030-9
10.1016/0098-1354(93)80267-Q
10.1016/0098-1354(89)85048-3
10.1109/TCAD.1982.1270004
10.1137/0904010
10.1016/0098-1354(93)80056-S
10.1007/BF01934907
10.1016/0098-1354(86)87008-9
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Issue 6
Keywords Distributed memory
Multirate parallel-modular algorithm
Parallel computing
Coordination algorithm
Message passing
Dynamic process simulation
Multicomputers
Parallel algorithm
Plate column
Multicomponent mixture
Numerical simulation
MIMD computer
Dynamic model
Distillation column
Language English
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CC BY 4.0
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References Best (BIB3) 1989; 114
Cera (BIB5) 1989; 13
Marquardt W. (1990). Dynamic process simulation-recent progress and future challenges.
Shampine (BIB26) 1977; 3
The University of Michigan.
Liu, Brosilow (BIB17) 1987; 11
Skjellum, A., Morari, M., & Mattison, S. (1988). Waveform relaxation for concurrent dynamic simulation of distillation columns.
(Suppl.), S287–S297.
131–145.
Gear, Jaung (BIB8) 1991
Hillestad, Hertzberg (BIB12) 1986; 10
(Suppl.) S375–S384.
Amdahl (BIB1) 1967; 30
Laganier, F. S., Le Lann, J. M., Joulia, X., Koehret, B., Morari, M. (1993). Simultaneous modular dynamic simulation: application to interconnected distillation columns.
Shampine, L. F. (1980). Lipschitz constants and robust ODE codes.
Skelboe, S. (1984). Multirate integration methods, theory and implementation.
Vasek, McKinnel, Ponton (BIB31) 1991
Secchi, A. R., Laganier, F. S. & Morari, M. (1993a). Dynamic process simulation using a concurrent differential and algebraic solver.
Gear (BIB6) 1980
Best (BIB4) 1990; 68
Lelarasmee, E., Ruehli, A. E., & Sangiovanni-Vincenteli, A.L. (1982). The waveform relaxation method for time-domain analysis of large scale integrated circuits.
Vidyasagar (BIB32) 1993
Secchi, Morari, Biscaia (BIB25) 1993; 17
Hindmarsh (BIB14) 1983
(p. 427), Amsterdam: North-Holland.
Gropp, Lusk, Skjellum (BIB10) 1994
Luyben (BIB18) 1990
(Suppl.), S467–S472.
Bertsekas, Tsitsiklis (BIB2) 1989
Geist, Beguelin, Dongarra, Jiang, Manchek, Sunderam (BIB9) 1993
Ponton, Johnston, Forsyth, Matheson, Rutherford (BIB23) 1989; 13
Henley, Seader (BIB11) 1981
(pp. 415–421). Kyongju, Korea.
(pp. 1062–1071). ACM Press.
131.
Moe, H. I., Nordgard-Hansen, H., Storen, S., Lien, K. & Hertzberg, T. (1994). Modular dynamic process simulation on a message passing MIMD computer.
(pp. III.23.1–III.23.14). Montebello, Quebec, Canada.
Moe, H. I., Hertzberg, T. (1994). Advanced computer architectures applied in dynamic process simulation: a review.
Gear, Wells (BIB7) 1984; 24
Tomko, K. A. (1995). Domain decomposition, irregular applications, and parallel computers.
Watanabe, N. (1991). Dynamic simulation of large-scale system using parallel computing systems.
(pp. 1089–1097). IEEE
Hillestad, Hertzberg (BIB13) 1988; 12
Petzold (BIB22) 1983; 4
Geist (10.1016/S0098-1354(99)00002-2_BIB9) 1993
Cera (10.1016/S0098-1354(99)00002-2_BIB5) 1989; 13
10.1016/S0098-1354(99)00002-2_BIB19
10.1016/S0098-1354(99)00002-2_BIB24
Gear (10.1016/S0098-1354(99)00002-2_BIB7) 1984; 24
10.1016/S0098-1354(99)00002-2_BIB27
Best (10.1016/S0098-1354(99)00002-2_BIB3) 1989; 114
10.1016/S0098-1354(99)00002-2_BIB20
10.1016/S0098-1354(99)00002-2_BIB21
Vidyasagar (10.1016/S0098-1354(99)00002-2_BIB32) 1993
Henley (10.1016/S0098-1354(99)00002-2_BIB11) 1981
Gear (10.1016/S0098-1354(99)00002-2_BIB6) 1980
Luyben (10.1016/S0098-1354(99)00002-2_BIB18) 1990
Hindmarsh (10.1016/S0098-1354(99)00002-2_BIB14) 1983
Bertsekas (10.1016/S0098-1354(99)00002-2_BIB2) 1989
Ponton (10.1016/S0098-1354(99)00002-2_BIB23) 1989; 13
Secchi (10.1016/S0098-1354(99)00002-2_BIB25) 1993; 17
Vasek (10.1016/S0098-1354(99)00002-2_BIB31) 1991
Amdahl (10.1016/S0098-1354(99)00002-2_BIB1) 1967; 30
Shampine (10.1016/S0098-1354(99)00002-2_BIB26) 1977; 3
Hillestad (10.1016/S0098-1354(99)00002-2_BIB12) 1986; 10
10.1016/S0098-1354(99)00002-2_BIB28
10.1016/S0098-1354(99)00002-2_BIB29
Gear (10.1016/S0098-1354(99)00002-2_BIB8) 1991
10.1016/S0098-1354(99)00002-2_BIB15
10.1016/S0098-1354(99)00002-2_BIB16
Petzold (10.1016/S0098-1354(99)00002-2_BIB22) 1983; 4
Hillestad (10.1016/S0098-1354(99)00002-2_BIB13) 1988; 12
10.1016/S0098-1354(99)00002-2_BIB33
Best (10.1016/S0098-1354(99)00002-2_BIB4) 1990; 68
10.1016/S0098-1354(99)00002-2_BIB30
Gropp (10.1016/S0098-1354(99)00002-2_BIB10) 1994
Liu (10.1016/S0098-1354(99)00002-2_BIB17) 1987; 11
References_xml – year: 1990
  ident: BIB18
  publication-title: Process modeling, simulation, and control for chemical engineers
– reference: . The University of Michigan.
– volume: 30
  start-page: 483
  year: 1967
  end-page: 485
  ident: BIB1
  article-title: Validity of the single processor approach to achieving large scale computing capabilities
  publication-title: American Federation of Information Processing Societies Conference Proceedings
– reference: , (Suppl.) S375–S384.
– reference: (Suppl.), S467–S472.
– year: 1993
  ident: BIB32
  publication-title: Nonlinear systems analysis
– start-page: 37
  year: 1991
  end-page: 48
  ident: BIB8
  article-title: The speed of waveform methods for ODEs
  publication-title: Applied and industrial mathematics
– volume: 114
  start-page: 157
  year: 1989
  end-page: 164
  ident: BIB3
  publication-title: The use of parallel computation in process modeling and simulation
– reference: Watanabe, N. (1991). Dynamic simulation of large-scale system using parallel computing systems.
– start-page: 717
  year: 1980
  end-page: 722
  ident: BIB6
  publication-title: Proceedings of the IFIP: automatic multirate methods for ordinary differential equations
– reference: (Suppl.), S287–S297.
– reference: (pp. 1089–1097). IEEE
– reference: Laganier, F. S., Le Lann, J. M., Joulia, X., Koehret, B., Morari, M. (1993). Simultaneous modular dynamic simulation: application to interconnected distillation columns.
– reference: Moe, H. I., Nordgard-Hansen, H., Storen, S., Lien, K. & Hertzberg, T. (1994). Modular dynamic process simulation on a message passing MIMD computer.
– year: 1981
  ident: BIB11
  publication-title: Equilibrium stage separation operations in chemical engineering
– year: 1989
  ident: BIB2
  publication-title: Parallel and distributed computation
– reference: Shampine, L. F. (1980). Lipschitz constants and robust ODE codes.
– reference: Moe, H. I., Hertzberg, T. (1994). Advanced computer architectures applied in dynamic process simulation: a review.
– volume: 24
  start-page: 484
  year: 1984
  end-page: 502
  ident: BIB7
  article-title: Multirate linear multistep methods
  publication-title: BIT
– reference: , (pp. 415–421). Kyongju, Korea.
– reference: Tomko, K. A. (1995). Domain decomposition, irregular applications, and parallel computers.
– reference: , 131–145.
– volume: 11
  start-page: 241
  year: 1987
  end-page: 253
  ident: BIB17
  article-title: Simulation of large scale dynamic systems (I): modular integration methods
  publication-title: Computers and Chemical Engineering
– volume: 13
  start-page: 737
  year: 1989
  end-page: 752
  ident: BIB5
  article-title: Parallel dynamic process simulation of a distillation column on the BBN Butterfly parallel processor computer
  publication-title: Computers and Chemical Engineering
– reference: Skelboe, S. (1984). Multirate integration methods, theory and implementation.
– volume: 3
  start-page: 44
  year: 1977
  ident: BIB26
  article-title: Stiffness and non-stiff differential equation solvers (II): detecting stiffness with Runge–Kutta methods
  publication-title: ACM Transactions on Mathematical Software
– start-page: 129
  year: 1991
  end-page: 134
  ident: BIB31
  article-title: Detailed dynamic simulation of distillation columns using parallel computers
  publication-title: Computer-oriented process engineering
– volume: 4
  start-page: 136
  year: 1983
  ident: BIB22
  article-title: Automatic selection of methods for solving stiff and non-stiff ODEs
  publication-title: SIAM Journal on Scientific and Statistical Computing
– reference: Skjellum, A., Morari, M., & Mattison, S. (1988). Waveform relaxation for concurrent dynamic simulation of distillation columns.
– volume: 10
  start-page: 377
  year: 1986
  end-page: 388
  ident: BIB12
  article-title: Dynamic simulation of chemical engineering systems by the sequential modular approach
  publication-title: Computers and Chemical Engineering
– reference: Secchi, A. R., Laganier, F. S. & Morari, M. (1993a). Dynamic process simulation using a concurrent differential and algebraic solver.
– year: 1994
  ident: BIB10
  publication-title: Using MPI portable parallel programming with the message-passing interface
– start-page: 55
  year: 1983
  ident: BIB14
– reference: (pp. III.23.1–III.23.14). Montebello, Quebec, Canada.
– reference: Lelarasmee, E., Ruehli, A. E., & Sangiovanni-Vincenteli, A.L. (1982). The waveform relaxation method for time-domain analysis of large scale integrated circuits.
– reference: , 131.
– reference: (pp. 1062–1071). ACM Press.
– volume: 17
  start-page: 683
  year: 1993
  end-page: 704
  ident: BIB25
  article-title: The waveform relaxation method in the concurrent dynamic process simulation
  publication-title: Computers and Chemical Engineering
– reference: Marquardt W. (1990). Dynamic process simulation-recent progress and future challenges.
– volume: 68
  start-page: 418
  year: 1990
  end-page: 428
  ident: BIB4
  article-title: Process simulation using parallel computers
  publication-title: Trans. ICHEME A
– volume: 12
  start-page: 407
  year: 1988
  end-page: 414
  ident: BIB13
  article-title: Convergence and stability of the sequential modular approach to dynamic process simulation
  publication-title: Computers and Chemical Engineering
– reference: (p. 427), Amsterdam: North-Holland.
– volume: 13
  start-page: 1245
  year: 1989
  end-page: 1253
  ident: BIB23
  article-title: Real time dynamic simulation using networked computers
  publication-title: Computers and Chemical Engineering
– year: 1993
  ident: BIB9
– year: 1981
  ident: 10.1016/S0098-1354(99)00002-2_BIB11
– ident: 10.1016/S0098-1354(99)00002-2_BIB19
– volume: 12
  start-page: 407
  year: 1988
  ident: 10.1016/S0098-1354(99)00002-2_BIB13
  article-title: Convergence and stability of the sequential modular approach to dynamic process simulation
  publication-title: Computers and Chemical Engineering
  doi: 10.1016/0098-1354(88)85056-7
– volume: 114
  start-page: 157
  year: 1989
  ident: 10.1016/S0098-1354(99)00002-2_BIB3
– ident: 10.1016/S0098-1354(99)00002-2_BIB20
  doi: 10.1016/0098-1354(94)80062-6
– ident: 10.1016/S0098-1354(99)00002-2_BIB21
– ident: 10.1016/S0098-1354(99)00002-2_BIB15
  doi: 10.1016/0098-1354(93)80241-E
– volume: 68
  start-page: 418
  year: 1990
  ident: 10.1016/S0098-1354(99)00002-2_BIB4
  article-title: Process simulation using parallel computers
  publication-title: Trans. ICHEME A
– ident: 10.1016/S0098-1354(99)00002-2_BIB27
– volume: 3
  start-page: 44
  year: 1977
  ident: 10.1016/S0098-1354(99)00002-2_BIB26
  article-title: Stiffness and non-stiff differential equation solvers (II): detecting stiffness with Runge–Kutta methods
  publication-title: ACM Transactions on Mathematical Software
  doi: 10.1145/355719.355722
– ident: 10.1016/S0098-1354(99)00002-2_BIB29
  doi: 10.1145/63047.63060
– volume: 11
  start-page: 241
  year: 1987
  ident: 10.1016/S0098-1354(99)00002-2_BIB17
  article-title: Simulation of large scale dynamic systems (I): modular integration methods
  publication-title: Computers and Chemical Engineering
  doi: 10.1016/0098-1354(87)85006-8
– volume: 13
  start-page: 1245
  year: 1989
  ident: 10.1016/S0098-1354(99)00002-2_BIB23
  article-title: Real time dynamic simulation using networked computers
  publication-title: Computers and Chemical Engineering
  doi: 10.1016/0098-1354(89)87030-9
– ident: 10.1016/S0098-1354(99)00002-2_BIB30
– year: 1989
  ident: 10.1016/S0098-1354(99)00002-2_BIB2
– start-page: 37
  year: 1991
  ident: 10.1016/S0098-1354(99)00002-2_BIB8
  article-title: The speed of waveform methods for ODEs
– year: 1994
  ident: 10.1016/S0098-1354(99)00002-2_BIB10
– ident: 10.1016/S0098-1354(99)00002-2_BIB24
  doi: 10.1016/0098-1354(93)80267-Q
– volume: 30
  start-page: 483
  year: 1967
  ident: 10.1016/S0098-1354(99)00002-2_BIB1
  article-title: Validity of the single processor approach to achieving large scale computing capabilities
  publication-title: American Federation of Information Processing Societies Conference Proceedings
– start-page: 129
  year: 1991
  ident: 10.1016/S0098-1354(99)00002-2_BIB31
  article-title: Detailed dynamic simulation of distillation columns using parallel computers
– volume: 13
  start-page: 737
  year: 1989
  ident: 10.1016/S0098-1354(99)00002-2_BIB5
  article-title: Parallel dynamic process simulation of a distillation column on the BBN Butterfly parallel processor computer
  publication-title: Computers and Chemical Engineering
  doi: 10.1016/0098-1354(89)85048-3
– ident: 10.1016/S0098-1354(99)00002-2_BIB16
  doi: 10.1109/TCAD.1982.1270004
– volume: 4
  start-page: 136
  year: 1983
  ident: 10.1016/S0098-1354(99)00002-2_BIB22
  article-title: Automatic selection of methods for solving stiff and non-stiff ODEs
  publication-title: SIAM Journal on Scientific and Statistical Computing
  doi: 10.1137/0904010
– start-page: 55
  year: 1983
  ident: 10.1016/S0098-1354(99)00002-2_BIB14
– volume: 17
  start-page: 683
  year: 1993
  ident: 10.1016/S0098-1354(99)00002-2_BIB25
  article-title: The waveform relaxation method in the concurrent dynamic process simulation
  publication-title: Computers and Chemical Engineering
  doi: 10.1016/0098-1354(93)80056-S
– ident: 10.1016/S0098-1354(99)00002-2_BIB28
– volume: 24
  start-page: 484
  year: 1984
  ident: 10.1016/S0098-1354(99)00002-2_BIB7
  article-title: Multirate linear multistep methods
  publication-title: BIT
  doi: 10.1007/BF01934907
– ident: 10.1016/S0098-1354(99)00002-2_BIB33
– year: 1993
  ident: 10.1016/S0098-1354(99)00002-2_BIB32
– volume: 10
  start-page: 377
  year: 1986
  ident: 10.1016/S0098-1354(99)00002-2_BIB12
  article-title: Dynamic simulation of chemical engineering systems by the sequential modular approach
  publication-title: Computers and Chemical Engineering
  doi: 10.1016/0098-1354(86)87008-9
– start-page: 717
  year: 1980
  ident: 10.1016/S0098-1354(99)00002-2_BIB6
– year: 1990
  ident: 10.1016/S0098-1354(99)00002-2_BIB18
– year: 1993
  ident: 10.1016/S0098-1354(99)00002-2_BIB9
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Snippet The use of a distributed memory message-passing multicomputer for dynamic simulation of chemical processes is investigated. The computational speed-up expected...
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SubjectTerms Applications of mathematics to chemical engineering. Modeling. Simulation. Optimization
Applied sciences
Chemical engineering
Coordination algorithm
Distributed memory
Dynamic process simulation
Exact sciences and technology
Message passing
Multicomputers
Multirate parallel-modular algorithm
Parallel computing
Title A multirate parallel-modular algorithm for dynamic process simulation using distributed memory multicomputers
URI https://dx.doi.org/10.1016/S0098-1354(99)00002-2
Volume 23
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