Defeasible time-stepping

Some physical systems need to be modeled for simulation so that they evolve in time in both a time-driven (time-stepped) and an event-driven manner. An example is a system of colliding particles that move in a dynamically changing potential field. Such behavior can be observed in the modeling of rea...

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Published inParallel computing Vol. 25; no. 4; pp. 461 - 489
Main Authors Wedemann, Roseli S., Barbosa, Valmir C., Donangelo, Raul
Format Journal Article
LanguageEnglish
Published Elsevier B.V 1999
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Online AccessGet full text
ISSN0167-8191
1872-7336
DOI10.1016/S0167-8191(98)00117-3

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Abstract Some physical systems need to be modeled for simulation so that they evolve in time in both a time-driven (time-stepped) and an event-driven manner. An example is a system of colliding particles that move in a dynamically changing potential field. Such behavior can be observed in the modeling of real physical systems such as nuclear collisions and the transport of neutrinos in a supernova explosion. We have developed a distributed algorithm for the optimistic simulation of systems that evolve according to time steps of known duration, but also require simulation time to evolve in an event-driven manner within each step, in order to reproduce the occurrence of discrete events. It is then a hybrid simulation algorithm, since it synchronizes the computation according to both the time- and event-driven aspects of the physical system model. One of the main characteristics of our algorithm, which we call defeasible time-stepping (DTS), is that its time-stepping portion is also subject to revision by rollback. This paper introduces DTS and its properties, and contains performance figures for an implementation of the algorithm when applied to the simulation of a nuclear physics problem on an Intel iPSC/860. We also show that DTS imposes an upper bound on the difference of clock values of the various logical processes that participate in the simulation. This upper bound grows linearly with the diameter of the directed graph underlying the physical system model, and can be calibrated by adjusting a proportionality constant. As a consequence, DTS can also be viewed as a mechanism for limiting optimism in strictly event-driven simulations.
AbstractList Some physical systems need to be modeled for simulation so that they evolve in time in both a time-driven (time-stepped) and an event-driven manner. An example is a system of colliding particles that move in a dynamically changing potential field. Such behavior can be observed in the modeling of real physical systems such as nuclear collisions and the transport of neutrinos in a supernova explosion. We have developed a distributed algorithm for the optimistic simulation of systems that evolve according to time steps of known duration, but also require simulation time to evolve in an event-driven manner within each step, in order to reproduce the occurrence of discrete events. It is then a hybrid simulation algorithm, since it synchronizes the computation according to both the time- and event-driven aspects of the physical system model. One of the main characteristics of our algorithm, which we call defeasible time-stepping (DTS), is that its time-stepping portion is also subject to revision by rollback. This paper introduces DTS and its properties, and contains performance figures for an implementation of the algorithm when applied to the simulation of a nuclear physics problem on an Intel iPSC/860. We also show that DTS imposes an upper bound on the difference of clock values of the various logical processes that participate in the simulation. This upper bound grows linearly with the diameter of the directed graph underlying the physical system model, and can be calibrated by adjusting a proportionality constant. As a consequence, DTS can also be viewed as a mechanism for limiting optimism in strictly event-driven simulations.
Author Barbosa, Valmir C.
Donangelo, Raul
Wedemann, Roseli S.
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10.1016/0167-8191(92)90096-P
10.1016/0167-8191(93)90108-W
10.1109/SIMSYM.1989.748296
10.1145/3916.3988
10.1145/6462.6485
10.1145/159737.159744
10.1016/0370-1573(88)90170-6
10.1145/214451.214456
10.1145/182478.182490
10.1145/182478.182480
10.1145/63238.63247
10.1145/182478.182481
10.1016/0021-9991(88)90101-5
10.1145/359545.359563
10.1016/0167-8191(94)00101-F
10.1109/PADS.1995.404307
10.1145/4221.4227
10.1145/84537.84545
10.1109/TSE.1979.230182
10.1109/PADS.1995.404309
10.1103/PhysRevLett.69.1888
10.1145/182478.182479
10.1145/318123.318205
10.1145/158459.158473
10.1145/130611.130614
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Keywords Distributed simulation
Hybrid time evolution
Optimism limitation
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References J. Steinman, C.A. Lee, L.F. Wilson, D.M. Nicol, Global virtual time and distributed synchronization, Proceedings of the Workshop on Parallel and Distributed Simulation, 1995, pp. 139–148
Chandy, Lamport (BIB9) 1985; 3
V. Madisetti, J. Walrand, D. Messerschmitt, Wolf: A rollback algorithm for optimistic distributed simulation systems, Proceedings of the Winter Simulation Conference, 1988, pp. 296–305
Awerbuch (BIB2) 1985; 32
D.P. Briscoe, L.M. Sokol, A.P. Wieland, Object-oriented simulations on a parallel architecture, Technical Report MTR-87W00172, The MITRE Corporation, September 1987
Aichelin, Bertsch (BIB1) 1985; 31
Lamport (BIB21) 1978; 21
J. Steinman, Breathing Time Warp, Proceedings of the Workshop on Parallel and Distributed Simulation, 1993, pp. 109–118
R.M. Fujimoto, Lookahead in parallel discrete event simulation, Proceedings of the International Conference on Parallel Processing, vol. III, 1988, pp. 34–41
J. Steinman, SPEEDES: Synchronous Parallel Environment for Emulation and Discrete-Event Simulation, Proceedings of the SCS Multiconference on Advances in Parallel and Distributed Simulation, 1991, pp. 95–103
J. Steinman, Discrete event simulation and the event horizon, Proceedings of the Workshop on Parallel and Distributed Simulation, 1994, pp. 39–49
Eick, Greenberg, Lubachevsky, Weiss (BIB13) 1993; 3
Fujimoto (BIB16) 1990; 33
Lubachevsky (BIB22) 1988; 75
Struckmeier, Pfreundt (BIB37) 1993; 19
Chandy, Misra (BIB10) 1979; 5
J. Steinman, Parallel proximity detection and the distribution list algorithm, Proceedings of the Workshop on Parallel and Distributed Simulation, 1994, pp. 3–11
Bagrodia, Chandy, Liao (BIB3) 1991; 1
Lubachevsky (BIB23) 1989; 32
M. Snir, S.W. Otto, S. Huss-Lederman, D.W. Walker, J. Dongarra, MPI: The Complete Reference, The MIT Press, Cambridge, MA, 1995
Schüller (BIB28) 1992; 18
L.M. Sokol, B. K. Stucky, MTW: experimental results for a constrained optimistic scheduling algorithm, Proceedings of the SCS Conference on Distributed Simulation, 1990, pp. 169–173
V.C. Barbosa, An Introduction to Distributed Algorithms, The MIT Press, Cambridge, MA, 1996
Bertsch, Gupta (BIB7) 1988; 160
W. Bauer, G.F. Bertsch, H. Schulz, Bubble and ring formation in nuclear fragmentation, Technical Report MSUCL-840, Michigan State University/National Superconducting Cyclotron Laboratory, June 1992
D.O. Hamnes, A. Tripathi, Investigations in adaptive distributed simulation, Proceedings of the Workshop on Parallel and Distributed Simulation, 1994, pp. 20–23
V. Madisetti, J. Walrand, D. Messerschmitt, Efficient distributed simulation, Proceedings of the Annual Simulation Symposium, 1989, pp. 5–21
S.J. Turner, Q.M. Xu, Performance evaluation of the Bounded Time Warp algorithm, Proceedings of the Workshop on Parallel and Distributed Simulation, 1992, pp. 117–126
K.M. Chandy, R. Sherman, Space-time and simulation, Proceedings of the SCS Multiconference on Distributed Simulation, 1989, pp. 53–57
L.M. Sokol, B.K. Stucky, V.S. Hwang, MTW: a control mechanism for parallel discrete simulation, Proceedings of the International Conference on Parallel Processing, vol. III, 1989, pp. 250–254
R.S. Wedemann, Distributed simulation of systems with a hybrid time-evolution nature, Doctoral thesis, COPPE/UFRJ, 1995 (in Portuguese)
K.M. Chandy, R. Sherman, The conditional event approach to distributed simulation, Proceedings of the SCS Multiconference on Distributed Simulation, 1989, pp. 93–99
V. Jha, R. Bagrodia, A unified framework for conservative and optimistic distributed simulation, Proceedings of the Workshop on Parallel and Distributed Simulation, 1994, pp. 12–19
Misra (BIB26) 1986; 18
Nicol (BIB27) 1995; 21
A. Ferscha, Probabilistic adaptive direct optimism control in Time Warp, Proceedings of the Workshop on Parallel and Distributed Simulation, 1995, pp. 120–129
P. Hontalas, B. Beckman, M. DiLoreto, L. Blume, P. Reiher, K. Sturdevant, L. van Warren, J. Wedel, F. Wieland, D.R. Jefferson, Performance of the colliding pucks simulation on the Time Warp operating system, Proceedings of the SCS Multiconference on Distributed Simulation, 1989, pp. 3–7
D.R. Jefferson, Virtual time, ACM Transactions on Programming Languages and Systems 7 (1985) 404–425
D. Ball, S. Hoyt, The adaptive Time Warp concurrency control algorithm, Proceedings of the SCS Multiconference on Distributed Simulation, 1990, pp. 174–177
10.1016/S0167-8191(98)00117-3_BIB35
10.1016/S0167-8191(98)00117-3_BIB14
Nicol (10.1016/S0167-8191(98)00117-3_BIB27) 1995; 21
10.1016/S0167-8191(98)00117-3_BIB36
10.1016/S0167-8191(98)00117-3_BIB15
10.1016/S0167-8191(98)00117-3_BIB38
10.1016/S0167-8191(98)00117-3_BIB31
10.1016/S0167-8191(98)00117-3_BIB32
10.1016/S0167-8191(98)00117-3_BIB11
Schüller (10.1016/S0167-8191(98)00117-3_BIB28) 1992; 18
10.1016/S0167-8191(98)00117-3_BIB33
10.1016/S0167-8191(98)00117-3_BIB12
10.1016/S0167-8191(98)00117-3_BIB34
Eick (10.1016/S0167-8191(98)00117-3_BIB13) 1993; 3
10.1016/S0167-8191(98)00117-3_BIB17
10.1016/S0167-8191(98)00117-3_BIB39
10.1016/S0167-8191(98)00117-3_BIB18
10.1016/S0167-8191(98)00117-3_BIB19
Lamport (10.1016/S0167-8191(98)00117-3_BIB21) 1978; 21
Aichelin (10.1016/S0167-8191(98)00117-3_BIB1) 1985; 31
10.1016/S0167-8191(98)00117-3_BIB30
Fujimoto (10.1016/S0167-8191(98)00117-3_BIB16) 1990; 33
Chandy (10.1016/S0167-8191(98)00117-3_BIB10) 1979; 5
10.1016/S0167-8191(98)00117-3_BIB24
10.1016/S0167-8191(98)00117-3_BIB6
10.1016/S0167-8191(98)00117-3_BIB25
Awerbuch (10.1016/S0167-8191(98)00117-3_BIB2) 1985; 32
10.1016/S0167-8191(98)00117-3_BIB8
Chandy (10.1016/S0167-8191(98)00117-3_BIB9) 1985; 3
10.1016/S0167-8191(98)00117-3_BIB20
10.1016/S0167-8191(98)00117-3_BIB5
10.1016/S0167-8191(98)00117-3_BIB4
10.1016/S0167-8191(98)00117-3_BIB29
Lubachevsky (10.1016/S0167-8191(98)00117-3_BIB23) 1989; 32
Bertsch (10.1016/S0167-8191(98)00117-3_BIB7) 1988; 160
Bagrodia (10.1016/S0167-8191(98)00117-3_BIB3) 1991; 1
Misra (10.1016/S0167-8191(98)00117-3_BIB26) 1986; 18
Lubachevsky (10.1016/S0167-8191(98)00117-3_BIB22) 1988; 75
Struckmeier (10.1016/S0167-8191(98)00117-3_BIB37) 1993; 19
References_xml – reference: D. Ball, S. Hoyt, The adaptive Time Warp concurrency control algorithm, Proceedings of the SCS Multiconference on Distributed Simulation, 1990, pp. 174–177
– reference: V.C. Barbosa, An Introduction to Distributed Algorithms, The MIT Press, Cambridge, MA, 1996
– reference: S.J. Turner, Q.M. Xu, Performance evaluation of the Bounded Time Warp algorithm, Proceedings of the Workshop on Parallel and Distributed Simulation, 1992, pp. 117–126
– volume: 3
  start-page: 63
  year: 1985
  end-page: 75
  ident: BIB9
  article-title: Distributed snapshots: determining global states of distributed systems
  publication-title: ACM Trans. on Computer Systems
– volume: 31
  start-page: 1730
  year: 1985
  end-page: 1738
  ident: BIB1
  article-title: Numerical simulation of medium energy heavy ion reactions
  publication-title: Physical Review C
– reference: R.S. Wedemann, Distributed simulation of systems with a hybrid time-evolution nature, Doctoral thesis, COPPE/UFRJ, 1995 (in Portuguese)
– reference: D.P. Briscoe, L.M. Sokol, A.P. Wieland, Object-oriented simulations on a parallel architecture, Technical Report MTR-87W00172, The MITRE Corporation, September 1987
– volume: 21
  start-page: 558
  year: 1978
  end-page: 565
  ident: BIB21
  article-title: Time, clocks, and the ordering of events in a distributed system
  publication-title: Comm. of the ACM
– reference: J. Steinman, Breathing Time Warp, Proceedings of the Workshop on Parallel and Distributed Simulation, 1993, pp. 109–118
– reference: D.R. Jefferson, Virtual time, ACM Transactions on Programming Languages and Systems 7 (1985) 404–425
– reference: P. Hontalas, B. Beckman, M. DiLoreto, L. Blume, P. Reiher, K. Sturdevant, L. van Warren, J. Wedel, F. Wieland, D.R. Jefferson, Performance of the colliding pucks simulation on the Time Warp operating system, Proceedings of the SCS Multiconference on Distributed Simulation, 1989, pp. 3–7
– volume: 160
  start-page: 190
  year: 1988
  end-page: 233
  ident: BIB7
  article-title: A guide to microscopic models for intermediate energy heavy ion collisions
  publication-title: Physics Reports
– reference: W. Bauer, G.F. Bertsch, H. Schulz, Bubble and ring formation in nuclear fragmentation, Technical Report MSUCL-840, Michigan State University/National Superconducting Cyclotron Laboratory, June 1992
– reference: V. Jha, R. Bagrodia, A unified framework for conservative and optimistic distributed simulation, Proceedings of the Workshop on Parallel and Distributed Simulation, 1994, pp. 12–19
– volume: 18
  start-page: 39
  year: 1986
  end-page: 65
  ident: BIB26
  article-title: Distributed discrete-event simulation
  publication-title: Computing Surveys
– volume: 3
  start-page: 287
  year: 1993
  end-page: 314
  ident: BIB13
  article-title: Synchronous relaxation for parallel simulations with applications to circuit switched networks
  publication-title: ACM Trans. on Modeling and Computer Simulation
– reference: A. Ferscha, Probabilistic adaptive direct optimism control in Time Warp, Proceedings of the Workshop on Parallel and Distributed Simulation, 1995, pp. 120–129
– reference: M. Snir, S.W. Otto, S. Huss-Lederman, D.W. Walker, J. Dongarra, MPI: The Complete Reference, The MIT Press, Cambridge, MA, 1995
– reference: L.M. Sokol, B.K. Stucky, V.S. Hwang, MTW: a control mechanism for parallel discrete simulation, Proceedings of the International Conference on Parallel Processing, vol. III, 1989, pp. 250–254
– volume: 1
  start-page: 348
  year: 1991
  end-page: 385
  ident: BIB3
  article-title: A unifying framework for distributed simulation
  publication-title: ACM Trans. on Modeling and Computer Simulation
– reference: J. Steinman, Discrete event simulation and the event horizon, Proceedings of the Workshop on Parallel and Distributed Simulation, 1994, pp. 39–49
– reference: R.M. Fujimoto, Lookahead in parallel discrete event simulation, Proceedings of the International Conference on Parallel Processing, vol. III, 1988, pp. 34–41
– volume: 5
  start-page: 440
  year: 1979
  end-page: 452
  ident: BIB10
  article-title: Distributed simulation: a case study in design and verification of distributed programs
  publication-title: IEEE Trans. on Software Engineering
– reference: V. Madisetti, J. Walrand, D. Messerschmitt, Wolf: A rollback algorithm for optimistic distributed simulation systems, Proceedings of the Winter Simulation Conference, 1988, pp. 296–305
– volume: 32
  start-page: 804
  year: 1985
  end-page: 823
  ident: BIB2
  article-title: Complexity of network synchronization
  publication-title: J. of the ACM
– reference: L.M. Sokol, B. K. Stucky, MTW: experimental results for a constrained optimistic scheduling algorithm, Proceedings of the SCS Conference on Distributed Simulation, 1990, pp. 169–173
– volume: 75
  start-page: 103
  year: 1988
  end-page: 122
  ident: BIB22
  article-title: Efficient parallel simulations of dynamic Ising spin systems
  publication-title: Journal of Computational Physics
– volume: 18
  start-page: 269
  year: 1992
  end-page: 279
  ident: BIB28
  article-title: Parallelizing particle simulations based on the Boltzmann equation
  publication-title: Parallel Computing
– reference: V. Madisetti, J. Walrand, D. Messerschmitt, Efficient distributed simulation, Proceedings of the Annual Simulation Symposium, 1989, pp. 5–21
– reference: J. Steinman, C.A. Lee, L.F. Wilson, D.M. Nicol, Global virtual time and distributed synchronization, Proceedings of the Workshop on Parallel and Distributed Simulation, 1995, pp. 139–148
– reference: D.O. Hamnes, A. Tripathi, Investigations in adaptive distributed simulation, Proceedings of the Workshop on Parallel and Distributed Simulation, 1994, pp. 20–23
– volume: 32
  start-page: 111
  year: 1989
  end-page: 123
  ident: BIB23
  article-title: Efficient distributed event-driven simulations of multiple-loop networks
  publication-title: Comm. of the ACM
– reference: K.M. Chandy, R. Sherman, Space-time and simulation, Proceedings of the SCS Multiconference on Distributed Simulation, 1989, pp. 53–57
– volume: 33
  start-page: 30
  year: 1990
  end-page: 53
  ident: BIB16
  article-title: Parallel discrete event simulation
  publication-title: Comm. of the ACM
– reference: J. Steinman, Parallel proximity detection and the distribution list algorithm, Proceedings of the Workshop on Parallel and Distributed Simulation, 1994, pp. 3–11
– reference: J. Steinman, SPEEDES: Synchronous Parallel Environment for Emulation and Discrete-Event Simulation, Proceedings of the SCS Multiconference on Advances in Parallel and Distributed Simulation, 1991, pp. 95–103
– reference: K.M. Chandy, R. Sherman, The conditional event approach to distributed simulation, Proceedings of the SCS Multiconference on Distributed Simulation, 1989, pp. 93–99
– volume: 21
  start-page: 529
  year: 1995
  end-page: 549
  ident: BIB27
  article-title: Non-committal barrier synchronization
  publication-title: Parallel Computing
– volume: 19
  start-page: 103
  year: 1993
  end-page: 119
  ident: BIB37
  article-title: On the efficiency of simulation methods for the Boltzmann equation on parallel computers
  publication-title: Parallel Computing
– volume: 31
  start-page: 1730
  year: 1985
  ident: 10.1016/S0167-8191(98)00117-3_BIB1
  article-title: Numerical simulation of medium energy heavy ion reactions
  publication-title: Physical Review C
  doi: 10.1103/PhysRevC.31.1730
– volume: 18
  start-page: 269
  year: 1992
  ident: 10.1016/S0167-8191(98)00117-3_BIB28
  article-title: Parallelizing particle simulations based on the Boltzmann equation
  publication-title: Parallel Computing
  doi: 10.1016/0167-8191(92)90096-P
– volume: 19
  start-page: 103
  year: 1993
  ident: 10.1016/S0167-8191(98)00117-3_BIB37
  article-title: On the efficiency of simulation methods for the Boltzmann equation on parallel computers
  publication-title: Parallel Computing
  doi: 10.1016/0167-8191(93)90108-W
– ident: 10.1016/S0167-8191(98)00117-3_BIB15
– ident: 10.1016/S0167-8191(98)00117-3_BIB25
  doi: 10.1109/SIMSYM.1989.748296
– ident: 10.1016/S0167-8191(98)00117-3_BIB38
– ident: 10.1016/S0167-8191(98)00117-3_BIB19
  doi: 10.1145/3916.3988
– volume: 18
  start-page: 39
  year: 1986
  ident: 10.1016/S0167-8191(98)00117-3_BIB26
  article-title: Distributed discrete-event simulation
  publication-title: Computing Surveys
  doi: 10.1145/6462.6485
– volume: 3
  start-page: 287
  year: 1993
  ident: 10.1016/S0167-8191(98)00117-3_BIB13
  article-title: Synchronous relaxation for parallel simulations with applications to circuit switched networks
  publication-title: ACM Trans. on Modeling and Computer Simulation
  doi: 10.1145/159737.159744
– volume: 160
  start-page: 190
  year: 1988
  ident: 10.1016/S0167-8191(98)00117-3_BIB7
  article-title: A guide to microscopic models for intermediate energy heavy ion collisions
  publication-title: Physics Reports
  doi: 10.1016/0370-1573(88)90170-6
– ident: 10.1016/S0167-8191(98)00117-3_BIB12
– volume: 3
  start-page: 63
  year: 1985
  ident: 10.1016/S0167-8191(98)00117-3_BIB9
  article-title: Distributed snapshots: determining global states of distributed systems
  publication-title: ACM Trans. on Computer Systems
  doi: 10.1145/214451.214456
– ident: 10.1016/S0167-8191(98)00117-3_BIB31
– ident: 10.1016/S0167-8191(98)00117-3_BIB35
  doi: 10.1145/182478.182490
– ident: 10.1016/S0167-8191(98)00117-3_BIB20
  doi: 10.1145/182478.182480
– volume: 32
  start-page: 111
  year: 1989
  ident: 10.1016/S0167-8191(98)00117-3_BIB23
  article-title: Efficient distributed event-driven simulations of multiple-loop networks
  publication-title: Comm. of the ACM
  doi: 10.1145/63238.63247
– ident: 10.1016/S0167-8191(98)00117-3_BIB5
– ident: 10.1016/S0167-8191(98)00117-3_BIB17
  doi: 10.1145/182478.182481
– ident: 10.1016/S0167-8191(98)00117-3_BIB18
– volume: 75
  start-page: 103
  year: 1988
  ident: 10.1016/S0167-8191(98)00117-3_BIB22
  article-title: Efficient parallel simulations of dynamic Ising spin systems
  publication-title: Journal of Computational Physics
  doi: 10.1016/0021-9991(88)90101-5
– ident: 10.1016/S0167-8191(98)00117-3_BIB39
– volume: 21
  start-page: 558
  year: 1978
  ident: 10.1016/S0167-8191(98)00117-3_BIB21
  article-title: Time, clocks, and the ordering of events in a distributed system
  publication-title: Comm. of the ACM
  doi: 10.1145/359545.359563
– volume: 21
  start-page: 529
  year: 1995
  ident: 10.1016/S0167-8191(98)00117-3_BIB27
  article-title: Non-committal barrier synchronization
  publication-title: Parallel Computing
  doi: 10.1016/0167-8191(94)00101-F
– ident: 10.1016/S0167-8191(98)00117-3_BIB36
  doi: 10.1109/PADS.1995.404307
– volume: 32
  start-page: 804
  year: 1985
  ident: 10.1016/S0167-8191(98)00117-3_BIB2
  article-title: Complexity of network synchronization
  publication-title: J. of the ACM
  doi: 10.1145/4221.4227
– volume: 33
  start-page: 30
  year: 1990
  ident: 10.1016/S0167-8191(98)00117-3_BIB16
  article-title: Parallel discrete event simulation
  publication-title: Comm. of the ACM
  doi: 10.1145/84537.84545
– volume: 5
  start-page: 440
  year: 1979
  ident: 10.1016/S0167-8191(98)00117-3_BIB10
  article-title: Distributed simulation: a case study in design and verification of distributed programs
  publication-title: IEEE Trans. on Software Engineering
  doi: 10.1109/TSE.1979.230182
– ident: 10.1016/S0167-8191(98)00117-3_BIB8
– ident: 10.1016/S0167-8191(98)00117-3_BIB14
  doi: 10.1109/PADS.1995.404309
– ident: 10.1016/S0167-8191(98)00117-3_BIB6
  doi: 10.1103/PhysRevLett.69.1888
– ident: 10.1016/S0167-8191(98)00117-3_BIB11
– ident: 10.1016/S0167-8191(98)00117-3_BIB32
– ident: 10.1016/S0167-8191(98)00117-3_BIB30
– ident: 10.1016/S0167-8191(98)00117-3_BIB34
  doi: 10.1145/182478.182479
– ident: 10.1016/S0167-8191(98)00117-3_BIB29
– ident: 10.1016/S0167-8191(98)00117-3_BIB24
  doi: 10.1145/318123.318205
– ident: 10.1016/S0167-8191(98)00117-3_BIB33
  doi: 10.1145/158459.158473
– volume: 1
  start-page: 348
  year: 1991
  ident: 10.1016/S0167-8191(98)00117-3_BIB3
  article-title: A unifying framework for distributed simulation
  publication-title: ACM Trans. on Modeling and Computer Simulation
  doi: 10.1145/130611.130614
– ident: 10.1016/S0167-8191(98)00117-3_BIB4
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Snippet Some physical systems need to be modeled for simulation so that they evolve in time in both a time-driven (time-stepped) and an event-driven manner. An example...
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SubjectTerms Distributed simulation
Hybrid time evolution
Optimism limitation
Title Defeasible time-stepping
URI https://dx.doi.org/10.1016/S0167-8191(98)00117-3
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