The Adaptive Recommendation Mechanism for Distributed Parking Service in Smart City

被引:16
作者
Horng, Gwo-Jiun [1 ]
机构
[1] Southern Taiwan Univ Sci & Technol, Dept Comp Sci & Informat Engn, Tainan, Taiwan
关键词
Smart parking; Adaptive recommendation; PCCC; CA; AFSA; Cognitive; CELLULAR-AUTOMATA; MANAGEMENT;
D O I
10.1007/s11277-014-2017-3
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Recently, there are many researchers investigate about the recommendation system for improving the parking experience. In this work, we propose an innovative adaptive recommendation mechanism for smart parking. The cognitive RE module will transmit the vehicle location information and parking space requirement to parking congestion cloud center (PCCC) when the drivers need to find a parking space. Moreover we use cellular automata model mechanism for those parking spaces in the parking lot, it can adjust the situation that some parking lots are full and some are not. We also adopted the Artificial Fish Swarm Algorithm to build this two parts parking recommendation mechanism. Here the PCCC can compute with vehicle location information, nearest parking lot, parking lot status and the same or opposite driving direction. We take the driving direction into consideration can reduce road congestion and speed up finding a parking space from vehicles turning around. The current study evaluates the performance of the approach by conducting computer simulations. Simulation results the strengths of the proposed smart parking mechanism in terms of increased congestion avoiding and decrease parking space finding time.
引用
收藏
页码:395 / 413
页数:19
相关论文
共 33 条
[1]  
[Anonymous], P IEEE VTC SPRING MI
[2]  
[Anonymous], 2006, P 3 INT WORKSH VEH A, DOI DOI 10.1145/1161064.1161070
[3]  
[Anonymous], P IEEE GLOB COMM C N
[4]  
[Anonymous], 2000, Summary of vehicle detection and surveillance technologies used in intelligent transportation systems
[5]  
*ASTM INT, 2003, E221303 ASTM INT
[6]  
Benson JR, 2006, C LOCAL COMPUT NETW, P588
[7]   The Adaptive Recommendation Mechanism for Distributed Group in Mobile Environments [J].
Cheng, Sheng-Tzong ;
Horng, Gwo-Jiun ;
Chou, Chih-Lun .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2012, 42 (06) :1081-1092
[8]   Cross-Layer Routing and Dynamic Spectrum Allocation in Cognitive Radio Ad Hoc Networks [J].
Ding, Lei ;
Melodia, Tommaso ;
Batalama, Stella N. ;
Matyjas, John D. ;
Medley, Michael J. .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2010, 59 (04) :1969-1979
[9]  
Dong Bing, 2010, Proceedings 2010 International Conference on Computational and Information Sciences (ICCIS 2010), P499, DOI 10.1109/ICCIS.2010.338
[10]  
Funck S, 2004, 2004 IEEE INTELLIGENT VEHICLES SYMPOSIUM, P325