Parallel Solution of a Traffic Flow Simulation Problem

Computational Fluid Dynamics (CFD) methods for solving traffic flow continuum models have been studied and efficiently implemented in traffic simulation codes in the past. This is the first time that such methods are studied from the point of view of parallel computing. We studied and implemented an implicit numerical method for solving the high-order flow conservation traffic model on parallel computers. Implicit methods allow much larger time-step than explicit methods, for the same accuracy. However, at each time-step a nonlinear system must be solved. We used the Newton method coupled with a linear iterative method (Orthomin). We accelerated the convergence of Orthomin with parallel incomplete LU factorization preconditionings. We ran simulation tests with real traffic data from an 12-mile freeway section (in Minnesota) on the nCUBE2 parallel computer. These tests gave the same accuracy as past tests, which were performed on one-processor computers, and the overall execution time was significantly reduced.

[1]  Hojjat Adeli,et al.  Parallel Processing in Computational Mechanics , 1992 .

[2]  John N. Shadid,et al.  A Comparison of Preconditioned Nonsymmetric Krylov Methods on a Large-Scale MIMD Machine , 1994, SIAM J. Sci. Comput..

[3]  O. Widlund Domain Decomposition Algorithms , 1993 .

[4]  Sotirios G. Ziavras Efficient Mapping Algorithms for a Class of Hierarchical Systems , 1993, IEEE Trans. Parallel Distributed Syst..

[5]  J. Ortega Introduction to Parallel and Vector Solution of Linear Systems , 1988, Frontiers of Computer Science.

[6]  Anthony T. Chronopoulos,et al.  Efficient traffic flow simulation computations , 1992 .

[7]  Robert E. Benner,et al.  Development of Parallel Methods for a $1024$-Processor Hypercube , 1988 .

[8]  M J Lighthill,et al.  On kinematic waves II. A theory of traffic flow on long crowded roads , 1955, Proceedings of the Royal Society of London. Series A. Mathematical and Physical Sciences.

[9]  Anthony T. Chronopoulos,et al.  Traffic flow simulation through high order traffic modelling , 1993 .

[10]  George Karypis,et al.  Introduction to Parallel Computing , 1994 .

[11]  Marian Brezina,et al.  Balancing domain decomposition for problems with large jumps in coefficients , 1996, Math. Comput..

[12]  Yves Robert,et al.  Parallel conjugate gradient-like algorithms for solving sparse nonsymmetric linear systems on a vector multiprocessor , 1989, Parallel Comput..

[13]  Anthony T. Chronopoulos,et al.  A class of Lanczos-like algorithms implemented on parallel computers , 1991, Parallel Comput..

[14]  T. Chan,et al.  Domain decomposition algorithms , 1994, Acta Numerica.

[15]  Jack J. Dongarra,et al.  A collection of parallel linear equations routines for the Denelcor HEP , 1984, Parallel Comput..

[16]  Oliver A. McBryan,et al.  Matrix and vector operations on hypercube parallel processors , 1987, Parallel Comput..

[17]  Ping Yi,et al.  DEVELOPMENT OF AN IMPROVED HIGH-ORDER CONTINUUM TRAFFIC FLOW MODEL , 1992 .

[18]  Anthony T. Chronopoulos,et al.  Implementation of Iterative Methods for Large Sparse Nonsymmetric Linear Systems On a Parallel Vector Machine , 1990, Int. J. High Perform. Comput. Appl..

[19]  William Gropp,et al.  A comparison of domain decomposition techniques for elliptic partial differential equations and their parallel implementation , 1985, PP.

[20]  Chin Jian Leo,et al.  Numerical simulation of macroscopic continuum traffic models , 1992 .

[21]  Anthony T. Chronopoulos,et al.  Iterative methods for nonsymmetric systems in DAEs and stiff ODEs codes , 1993 .

[22]  P. Brown,et al.  Reduced storage matrix methods in stiff ODE systems , 1989, Conference on Numerical Ordinary Differential Equations.

[23]  Gérard Meurant,et al.  Domain Decomposition methods for solving large sparse linear systems , 1991 .

[24]  Raymond Hanus,et al.  Hierarchical control of congested urban traffic—mathematical modelling and simulation , 1994 .

[25]  Harold J Payne,et al.  FREFLO: A MACROSCOPIC SIMULATION MODEL OF FREEWAY TRAFFIC , 1979 .