Parallel ant colony optimization for the training of cell signaling networks

作者:

Highlights:

• Hybrid parallel ACO adapted to pseudo-boolean optimization problem.

• Application to logic-based modeling of biochemical signaling networks.

• Experimental assessment in an HPC infrastructure.

• Comparison with other optimization methods used so far.

摘要

•Hybrid parallel ACO adapted to pseudo-boolean optimization problem.•Application to logic-based modeling of biochemical signaling networks.•Experimental assessment in an HPC infrastructure.•Comparison with other optimization methods used so far.

论文关键词:Cell signaling network,Metaheuristics,Ant colony optimization,High performance computing,MPI,OpenMP

论文评审过程:Received 23 February 2022, Revised 11 June 2022, Accepted 15 July 2022, Available online 20 July 2022, Version of Record 27 July 2022.

论文官网地址:https://doi.org/10.1016/j.eswa.2022.118199