Solving workflow scheduling problems with QUBO modeling

التفاصيل البيبلوغرافية
العنوان: Solving workflow scheduling problems with QUBO modeling
المؤلفون: Pakhomchik, A. I., Yudin, S., Perelshtein, M. R., Alekseyenko, A., Yarkoni, S.
سنة النشر: 2022
المجموعة: Quantum Physics
مصطلحات موضوعية: Quantum Physics
الوصف: In this paper we investigate the workflow scheduling problem, a known NP-hard class of scheduling problems. We derive problem instances from an industrial use case and compare against several quantum, classical, and hybrid quantum-classical algorithms. We develop a novel QUBO to represent our scheduling problem and show how the QUBO complexity depends on the input problem. We derive and present a decomposition method for this specific application to mitigate this complexity and demonstrate the effectiveness of the approach.
Comment: 10 pages, 6 figures
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2205.04844
رقم الأكسشن: edsarx.2205.04844
قاعدة البيانات: arXiv