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 Chang, Chih-yung
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 zh_TW
ISSN 2169-3536
期刊性質 國內
收錄於 SCI
產學合作
通訊作者
審稿制度 否
國別 TWN
公開徵稿
出版型式 ,電子版
相關連結

機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/124243 )

SDGS 尊嚴就業與經濟發展,產業創新與基礎設施