Jurnal Nasional Teknik Elektro dan Teknologi Informasi
Vol 8 No 2: Mei 2019

Penjadwalan Pemeliharaan Trek Kereta dengan Metode Distributed Model Predictive Control

Muhammad Faris (Universitas Gadjah Mada)
Ircham Ircham (Institut Teknologi Nasional Yogyakarta)

Article Info

Publish Date
31 May 2019

Abstract

This work addresses the development of Distributed Model Predictive Control (DMPC) approaches for the planning of maintenance operations of large-scale railway infrastructure formulated as a Mixed-Integer Linear Programming (MILP) problem. The proposed optimization problem is solved using two different decomposition schemes: Alternating Direction Method of Multipliers (ADMM) and Distributed Robust Safe But Knowledgeable (DRSBK). The original distributed algorithms are modified to handle the non-convex nature of the optimization problem, hence improving the solution quality. The results of large-scale test instances show that DRSBK can outperform the conventional centralized approach and ADMM, by providing the closest-to-optimum solution while requiring the least computation time.

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Journal Info
Jurnal Nasional Teknik Elektro dan Teknologi Informasi
Website

Abbrev

JNTETI

Publisher

Universitas Gadjah Mada

Subject

Computer Science & IT Control & Systems Engineering Electrical & Electronics Engineering Energy Engineering

Description

Topics cover the fields of (but not limited to): 1. Information Technology: Software Engineering, Knowledge and Data Mining, Multimedia Technologies, Mobile Computing, Parallel/Distributed Computing, Artificial Intelligence, Computer Graphics, Virtual Reality 2. Power Systems: Power Generation, ...