Sm. Bhandarkar et al., PARODS - A STUDY OF PARALLEL ALGORITHMS FOR ORDERING DNA-SEQUENCES, Computer applications in the biosciences, 12(4), 1996, pp. 269-280
A suite of parallel algorithms for ordering DNA sequences (termed PARO
DS) is presented. The algorithms in PARODS are based on an earlier ser
ial algorithm, ODS, which is a physical mapping algorithm based on sim
ulated annealing. Parallel algorithms for simulated annealing based on
Markov chain decomposition are proposed and applied to the problem of
physical mapping. Perturbation methods and problem-specific annealing
heuristics are proposed and described. Implementations of parallel Si
ngle Instruction Multiple Data (SIMD) algorithms on a 2048 processor M
asPar MP-2 system and implementations of prvallel Multiple Instruction
Multiple Data (MIMD) algorithms on an 8 processor Intel iPSC/860 syst
em ave presented. The convergence, speedup and scalability characteris
tics of the aforementioned algorithms are analyzed and discussed. The
best SIMD algorithm is shown to have a speedup of similar to 1000 on t
he 2048 processor MasPar MP-2 system, whereas the best MIMD algorithm
is shown to have a speedup of similar to 5 on the 8 processor Intel iP
SC/860 system.