title: ÐÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð° ÑÐ°ÑÐ¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð¸Ñ ÑÑÐ°Ð½ÑÐ¿Ð¾ÑÑÐ½ÑÑ ÑÑÐµÐ´ÑÑÐ²: Ð³Ð¸Ð±ÑÐ¸Ð´Ð½Ð°Ñ ÐºÐ²Ð°Ð½ÑÐ¾Ð²Ð¾-ÐºÐ»Ð°ÑÑÐ¸ÑÐµÑÐºÐ°Ñ Ð¾Ð¿ÑÐ¸Ð¼Ð¸Ð·Ð°ÑÐ¸Ñ
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Investigation of the vehicle distribution algorithm: hybrid quantum-classical optimization
Creators: name: Ð¡ÐµÐ»Ð¸ÑÐµÐ², ÐÐ³Ð¾Ñ
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2023
Subjects: Ð¾Ð¿ÑÐ¸Ð¼Ð¸Ð·Ð°ÑÐ¸Ñ
Ð¼ÐµÑÐ¾Ð´Ñ Ð¾Ð¿ÑÐ¸Ð¼Ð¸Ð·Ð°ÑÐ¸Ð¸
ÑÐ²ÑÐ¸ÑÑÐ¸ÑÐµÑÐºÐ¸Ðµ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ
ÐºÐ²Ð°Ð½ÑÐ¾Ð²ÑÐµ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ
optimization
optimization methods
heuristic algorithms
quantum algorithms

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description: This final qualification work is devoted to the study of a new vehicle distribution algorithm: hybrid quantum-classical optimization. The algorithm develops an optimization framework that integrates geographic information systems (GIS), decision analysis, and quantum technologies to solve the object consolidation problem. The proposed structure includes a new mathematical model that captures non-linear interactions between facilities and surrounding demand nodes, competition between facilities, demand for passenger traffic, and spatial coverage. The model under study can harness the power of quantum effects such as superposition and quantum tunneling and allows transport planners to use the latest hardware solutions such as quantum and digital annealing, coherent Ising machines, and gate-based universal quantum computers. This study presents a real-world application of this framework to the problem of public transit redundancy in the British Columbia metropolitan area of Vancouver. Demonstrates efficiency, reducing the number of facilities by 40% while maintaining the same availability of services. Tasks that were solved in the course of the study: - study of the basic concepts of the operation of the vehicle distribution algorithm; - description of the implementation of the algorithm; - algorithm testing; - analysis of test results. To evaluate the performance of the algorithm, it was tested on a real transport route. On the basis of the obtained test results, conclusions were drawn about the effectiveness of the algorithm and the analysis of control parameters was carried out using various test scenarios.