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دسته بندی:
محاسبات کوانتومی - Quantum-Computing
سال انتشار:
2022
عنوان انگلیسی مقاله:
Quantum Distributed Unit Commitment: An Application in Microgrids
ترجمه فارسی عنوان مقاله:
تعهد واحد توزیع شده کوانتومی: یک کاربرد در ریزشبکه ها
منبع:
ieee - ieee Transactions on Power Systems;2022;37;5;10:1109/TPWRS:2022:3141794
نویسنده:
Nima Nikmehr; Peng Zhang; Mikhail A. Bragin
چکیده انگلیسی:
The dawn of quantum computing brings on a revolution in the way combinatorially complex power system problems such as Unit Commitment are solved. The Unit Commitment
problem complexity is expected to increase in the future because
of the trend toward the increase of penetration of intermittent
renewables. Even though quantum computing has proven effective
for solving a host of problems, its applications for power systems’
problems have been rather limited. In this paper, a quantum unit
commitment is innovatively formulated and the quantum version
of the decomposition and coordination alternate direction method
of multipliers (ADMM) is established. The above is achieved by
devising quantum algorithms and by exploiting the superposition
and entanglement of quantum bits (qubits) for solving subproblems, which are then coordinated through ADMM to obtain feasible
solutions. The main contributions of this paper include: 1) the
innovative development of a quantum model for Unit Commitment;
2) development of decomposition and coordination-supported
framework which paves the way for the utilization of limited
quantum resources to potentially solve the large-scale discrete
optimization problems; 3) devising the novel quantum distributed
unit commitment (QDUC) to solve the problem in a larger scale
than currently available quantum computers are capable of solving.
The QDUC results are compared with those from its classical
counterpart, which validate the efficacy of quantum computing.
Index Terms: Microgrids | quantum computing | quantum distributed optimization | unit commitment.
قیمت: رایگان
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