教師資料查詢 | 類別: 期刊論文 | 教師: 張志勇 Chih-yung Chang (瀏覽個人網頁)

標題:SPA: Smart Parking Algorithm based on Driver Behavior and Parking Traffic Predictions
學年107
學期2
出版(發表)日期2019/03/14
作品名稱SPA: Smart Parking Algorithm based on Driver Behavior and Parking Traffic Predictions
作品名稱(其他語言)
著者J. Z. Lin; S. Y. Chen; C. Y. Chang; G. L. Chen
單位
出版者
著錄名稱、卷期、頁數IEEE ACCESS 7, p.34275-34288
摘要Smart parking problems have received much attention in recent years. In literature, many smart
parking allocation algorithms that considered the parking grid reservation and recommendation have been
proposed. However, the parking policies for maximizing parking rate and benefits still can be improved. This
paper proposes a smart parking allocation algorithm (SPA), which aims to maximize the benefits created
by a given parking lot while guaranteeing the quality of parking services. The proposed SPA algorithm
predicts the driver behavior and estimated parking traffic in the near future based on the historical parking
records. These predictions help SPA to better match the parking demands and the resource of available
parking grids and, hence, improve the utilization and the created benefit of each parking grid. The proposed
SPA applies three policies, namely worst-fit (WF-SPA), best-fit (BF-SPA), and parking behavior forecast
(PBF-SPA), to allocate the available grids to the vehicles. Performance evaluations reveal that the proposed
SPA outperforms exiting work in terms of accumulated parking rate and service quality and, hence, improves
the benefits of a given parking lot
關鍵字Predictions, parking lot, parking behavior, parking grid scheduling, smart parking
語言中文
ISSN
期刊性質國內
收錄於SCI;
產學合作
通訊作者
審稿制度
國別中華民國
公開徵稿
出版型式,電子版
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