書誌事項
- タイトル別名
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- Adjustment of the Number of Ride-Sharing Vehicles by Introducing the predeclaration on the expected time period of use
説明
<p>In this paper, we introduce a user ’s pre-declaration for her demand in order to improve a on-demand ridesharing operation plan by decreasing the number of vehicles. While a reservation requires a user to declare a precise riding time, we allow users to report a certain time period in advance. We evaluate the effectiveness of pre-declaration by computational simulations. In more detail, we evaluate the number of vehicles based on users’ pre-declarations to satisfy the threshold condition for average pick-up time by running computational simulations. However, A detailed simulation requires huge computation time. To solve this problem, we propose a method to determine the number of vehicles to run a simulation by applying Bayesian optimization. In the proposed method, the acquisition function is used to search for the number of vehicles whose average pickup time is around a threshold value. The experimental results show that the proposed method works well in reducing the number of vehicles.</p>
収録刊行物
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- 人工知能学会論文誌
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人工知能学会論文誌 36 (6), AG21-K_1-9, 2021-11-01
一般社団法人 人工知能学会
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詳細情報 詳細情報について
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- CRID
- 1390008445628808192
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- NII論文ID
- 130008110424
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- ISSN
- 13468030
- 13460714
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- 本文言語コード
- ja
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- データソース種別
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- JaLC
- Crossref
- CiNii Articles
- KAKEN
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- 抄録ライセンスフラグ
- 使用不可