Computer Science ›› 2020, Vol. 47 ›› Issue (5): 181-189.doi: 10.11896/jsjkx.190400031
• Artificial Intelligence • Previous Articles Next Articles
ZENG Wei-liang, WU Miao-sen, SUN Wei-jun, XIE Sheng-li
CLC Number:
| [1]BERGER C.From a competition for self-driving miniature cars to a standardized experimental platform:concept,models,architecture,and evaluation[J].arXiv:1406.7768,2014. [2]CAO P,HU Y,MIWA T,et al.An optimal mandatory lanechange decision model for autonomous vehicles in urban arterials[J].Journal of Intelligent Transportation Systems,2017,21(4):271-284. [3]AN K H,HAN W Y.Autonomous vehicle driving system and method:U.S.Patent Application 10/235,885[P].2019-3-19. [4]LI L,OTA K,DONG M.Humanlike driving:empirical decision-making system for autonomous vehicles[J].IEEE Transactions on Vehicular Technology,2018,67(8):6814-6823. [5]DJURIC N,RADOSAVLJEVIC V,CUI H,et al.Motion prediction of traffic actors for autonomous driving using deep convolutional networks[J].arXiv:1808.05819,2018. [6]HEINRICHS H.Sharing economy:a potential new pathway to sustainability[J].GAIA-Ecological Perspectives for Science and Society,2013,22(4):228-232. [7]DIAL R B.Autonomous dial-a-ride transit introductory over-view[J].Transportation Research Part C:Emerging Technologies,1995,3(5):261-275. [8]SHAHEEN S A,COHEN A P.Carsharing and personal vehicle services:worldwide market developments and emerging trends[J].International Journal of Sustainable Transportation,2013,7(1):5-34. [9]FAGNANT D J,KOCKELMAN K M.The travel and environmental implications of shared autonomous vehicles,using agent-based model scenarios[J].Transportation Research Part C:Emerging Technologies,2014,40:1-13. [10]LEE D H,WANG H,CHEU R L,et al.Taxi dispatch system based on current demands and real-time traffic conditions[J].Transportation Research Record,2004,1882(1):193-200. [11]ZHANG D,HE T,LIN S,et al.Online cruising mile reduction in large-scale taxicab networks[J].IEEE Transactions on Parallel and Distributed Systems,2015,26(11):3122-3135. [12]MIAO F,HAN S,LIN S,et al.Data-Driven Robust Taxi Dispatch Under Demand Uncertainties[J].IEEE Transactions on Control Systems Technology,2017(99):1-17. [13]ZHANG D,HE T,LIN S,et al.Dmodel:Online taxicab demand model from big sensor data in a roving sensor network[C]//2014 IEEE International Congress on Big Data.IEEE,2014:152-159. [14]BALAN R K,NGUYEN K X,JIANG L.Real-time trip informa-tion service for a large taxi fleet[C]//Proceedings of the 9th International Conference on Mobile Systems,Applications,and Services.ACM,2011:99-112. [15]ASIF M T,DAUWELS J,GOH C Y,et al.Spatiotemporal patterns in large-scale traffic speed prediction[J].IEEE Transactions on Intelligent Transportation Systems,2014,15(2):794-804. [16]MACIEJEWSKI M,BISCHOFF J,NAGEL K.An assignment-based approach to efficient real-time city-scale taxi dispatching[J].IEEE Intelligent Systems,2016,31(1):68-77. [17]NOURINEJAD M,RAMEZANI M.Developing a large-scaletaxi dispatching system for urban networks[C]//2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC).IEEE,2016:441-446. [18]YUAN N J,ZHENG Y,ZHANG L,et al.T-finder:A recommender system for finding passengers and vacant taxis[J].IEEE Transactions on Knowledge and Data Engineering,2013,25(10):2390-2403. [19]WANG Y,LIANG B,ZHENG W,et al.The development of a smart taxicab scheduling system:A multi-source data fusion perspective[C]//2016 IEEE 16th International Conference on Data Mining (ICDM).IEEE,2016:1275-1280. [20]JUNG J,JAYAKRISHNAN R,PARK J Y.Dynamic shared-taxi dispatch algorithm with hybrid-simulated annealing[J].Computer-Aided Civil and Infrastructure Engineering,2016,31(4):275-291. [21]VERMA S K,VO H T.A predictive taxi dispatching system for improved user satisfaction and taxi utilization[C]//2015 IEEE International Conference on Smart City/SocialCom/SustainCom (SmartCity).IEEE,2015:175-182. [22]XING X,WARDEN T,NICOLAI T,et al.Smize:a spontaneous ride-sharing system for individual urban transit[C]//German Conference on Multiagent System Technologies.Springer,Berlin,Heidelberg,2009:165-176. [23]KUMMEL M,BUSCH F,WANG D Z W.Framework for automated taxi operation:The family model[J].Transportation Research Procedia,2017,22:529-540. [24]BISCHOFF J,MACIEJEWSKI M.Simulation of city-wide re-placement of private cars with autonomous taxis in Berlin[J].Procedia computer science,2016,83:237-244. [25]LLORCA C,MORENO A T,MOECKEL R.Effects of shared autonomous vehicles on the level of service in the greater Munich metropolitan area[R].Transportation Research Procedia.Munich,2017. [26]MACIEJEWSKI M,SALANOVA J M,BISCHOFF J,et al.Large-scale microscopic simulation of taxi services.Berlin and Barcelona case studies[J].Journal of Ambient Intelligence and Humanized Computing,2016,7(3):385-393. [27]BISCHOFF J,MACIEJEWSKI M.Autonomous taxicabs in Berlin-a spatiotemporal analysis of service performance[J].Transportation Research Procedia,2016,19:176-186. [28]LIU Z,MIWA T,ZENG W,et al.Shared Autonomous TaxiSystem and Utilization of Collected Travel-Time Information[J].Journal of Advanced Transportation,2018,2018. [29]VAZIFEH M M,SANTI P,RESTA G,et al.Addressing the minimum fleet problem in on-demand urban mobility[J].Nature,2018,557(7706):534. [30]GUO S,LIU Y,XU K,et al.Understanding ride-on-demandservice:demand and dynamic pricing[C]//2017 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops).IEEE,2017:509-514. [31]WANG M,SHAN H,LU R,et al.Real-time path planningbased on hybrid-VANET-enhanced transportation system[J].IEEE Transactions on Vehicular Technology,2015,64(5):1664-1678. [32]JUNG J,JAYAKRISHNAN R,CHOI K.Shared-taxi operations with electric vehicles[R]. Institute of Transportation Studies, University of California,Irvine,CA.Technical Report,2012. [33]TAO C C.Dynamic taxi-sharing service using intelligent transportation system technologies[C]//2007 InternationalConfe-rence on Wireless Communications,Networking and Mobile Computing.IEEE,2007:3209-3212. [34]CHEN T D,KOCKELMAN K M,HANNA J P.Operations of a shared,autonomous,electric vehicle fleet:Implications of vehicle &charging infrastructure decisions[J].Transportation Research Part A:Policy and Practice,2016,94:243-254. [35]SILVA E,KOKKINOGENIS Z,CÁMARAÁ,et al.An exploratory study of taxi sharing schemas[C]//2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC).IEEE,2016:247-252. [36]AGATZ N,ERERA A L,SAVELSBERGH M W P,et al.Dynamic ride-sharing:A simulation study in metro Atlanta[J].Procedia-Social and Behavioral Sciences,2011,17:532-550. [37]ALONSO-MORA J,SAMARANAYAKE S,WALLAR A,et al.On-demand high-capacity ride-sharing via dynamic trip-vehicle assignment[J].Proceedings of the National Academy of Sciences,2017,114(3):462-467. [38]DONG Y,WANG S,LI L,et al.An empirical study on travel patterns of internet based ride-sharing[J].Transportation research part C:Emerging Technologies,2018,86:1-22. [39]MA S,ZHENG Y,WOLFSON O.Real-time city-scale taxi ridesharing[J].IEEE Transactions on Knowledge and Data Engineering,2015,27(7):1782-1795. [40]FURUHATA M,DESSOUKY M,ORDÓÑEZ F,et al.Ride-sharing:The state-of-the-art and future directions[J].Transportation Research Part B:Methodological,2013,57:28-46. [41]HOSNI H,NAOUM-SAWAYA J,ARTAIL H.The shared-taxi problem:Formulation and solution methods[J].Transportation Research Part B:Methodological,2014,70:303-318. [42]KLEINER A,NEBEL B,ZIPARO V A.A mechanism for dynamic ride sharing based on parallel auctions[C]//Twenty-Se-cond International Joint Conference on Artificial Intelligence.2011,22:266-272. [43]TSAO M,MILOJEVIC D,RUCH C,et al.Model PredictiveControl of Ride-sharing Autonomous Mobility-on-Demand Systems[C]//IEEE International Conference on Robotics and Automation (ICRA).2019. [44]FARHAN J,CHEN T D.Impact of ridesharing on operational efficiency of shared autonomous electric vehicle fleet[J].Transportation Research Part C:Emerging Technologies,2018,93:310-321. [45]LOKHANDWALA M,CAI H.Dynamic ride sharing using traditional taxis and shared autonomous taxis:A case study of NYC[J].Transportation Research Part C:Emerging Technologies,2018,97:45-60. [46]TIAN C,HUANG Y,LIU Z,et al.Noah:a dynamic ridesharing system[C]//Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data.ACM,2013:985-988. [47]AGATZ N,ERERA A,SAVELSBERGH M,et al.Sustainable passenger transportation:Dynamic ride-sharing[J].Erasmus Research Institute of Management,2010,2:10-33. [48]MALODIA S,SINGLA H.A study of carpooling behaviourusing a stated preference web survey in selected cities of India[J].Transportation Planning and Technology,2016,39(5):538-550. [49]D’OREY P M,FERNANDES R,FERREIRA M.Empiricalevaluation of a dynamic and distributed taxi-sharing system[C]//2012 15th International IEEE Conference on Intelligent Transportation Systems.IEEE,2012:140-146. [50]MOREIRA-MATIAS L,GAMA J,FERREIRA M,et al.Predicting taxi-passenger demand using streaming data[J].IEEE Transactions on Intelligent Transportation Systems,2013,14(3):1393-1402. [51]AGATZ N,ERERA A,SAVELSBERGH M,et al.Optimization for dynamic ride-sharing:A review[J].European Journal of Ope-rational Research,2012,223(2):295-303. [52]AGATZ N,ERERA A,SAVELSBERGH M ,et al.DynamicRide-Sharing:a Simulation Study in Metro Atlanta[J].Procedia-Social and Behavioral Sciences,2011,17:532-550. [53]SANTOS D O,XAVIER E C.Taxi and Ride Sharing:A Dyna-mic Dial-a-Ride Problem with Money as an Incentive[J].Expert Systems with Applications,2015,42(19):6728-6737. [54]BATHLA K,RAYCHOUDHURY V,SAXENA D,et al.Real-Time Distributed Taxi Ride Sharing[C]//2018 21st Internatio-nal Conference on Intelligent Transportation Systems (ITSC).IEEE,2018:2044-2051. [55]LI B,KRUSHINSKY D,REIJERS H A,et al.The share-a-ride problem:People and parcels sharing taxis[J].European Journal of Operational Research,2014,238(1):31-40. [56]LEVIN M W,KOCKELMAN K M,BOYLES S D,et al.A ge-neral framework for modeling shared autonomous vehicles with dynamic network-loading and dynamic ride-sharing application[J].Computers,Environment and Urban Systems,2017,64:373-383. [57]ZHANG C,XIE J,WU F,et al.Algorithm Designs for Dynamic Ridesharing System[C]//International Conference on Algorithmic Applications in Management.Springer,Cham,2018:209-220. [58]MANNA C,PRESTWICH S.Online stochastic planning for taxi and ridesharing[C]//2014 IEEE 26th International Conference on Tools with Artificial Intelligence.IEEE,2014:906-913. [59]MA T Y,RASULKHANI S,CHOW J Y J,et al.A dynamicridesharing dispatch and idle vehicle repositioning strategy with integrated transit transfers[J].Transportation Research Part E:Logistics and Transportation Review,2019,128:417-442. [60]PSARAFTIS H N.Dynamic vehicle routing problems[J].Vehicle routing:Methods and studies,1988,16:223-248. [61]BABICHEVA T,BURGHOUT W,ANDREASSON I,et al.Thematching problem of empty vehicle redistribution in autonomous taxi systems[J].Procedia Computer Science,2018,130:119-125. [62]LEVIN M W.Congestion-aware system optimal route choice for shared autonomous vehicles[J].Transportation Research Part C:Emerging Technologies,2017,82:229-247. [63]RAHILI S,RIVIERE B,OLIVIER S,et al.Optimal Routing for Autonomous Taxis using Distributed Reinforcement Learning[C]//2018 IEEE International Conference on Data Mining Workshops (ICDMW).IEEE,2018:556-563. [64]BERTSIMAS D,JAILLET P,MARTIN S.Online vehicle routing:The edge of optimization in large-scale applications[J].Operations Research,2019,67(1):143-162. [65]WONG R C P,SZETO W Y,WONG S C.A cell-based logit-opportunity taxi customer-search model[J].Transportation Research Part C:Emerging Technologies,2014,48:84-96. [66]STIGLIC M,AGATZ N,SAVELSBERGH M,et al.The benefits of meeting points in ride-sharing systems[J].Transportation Research Part B:Methodological,2015,82:36-53. [67]ZHANG J,MENG W,LIU Q Q,et al.Efficient vehicles path planning algorithm based on taxi GPS big data[J].Optik-International Journal for Light and Electron Optics,2016,127(5):2579-2585. [68]YU X,GAO S,HU X,et al.A Markov decision process ap-proach to vacant taxi routing with e-hailing[J].Transportation Research Part B:Methodological,2019,121:114-134. [69]HOU Y,LI X,ZHAO Y,et al.Towards efficient vacant taxiscruising guidance[C]//2013 IEEE Global Communications Conference (GLOBECOM).IEEE,2013:54-59. [70]GAO S,YU X,HU X.Optimizing Vacant Taxis’ Routing Decisions:Model-based and Model-free Approaches[R].Proc.,Transportation Research Board Annual Conf. Washington,DC:Transportation Research Board,2019. [71]ZOU Q,XUE G,LUO Y,et al.A novel taxi dispatch system for smart city[C]//International Conference on Distributed,Am-bient,and Pervasive Interactions.Berlin,Heidelberg:Springer,2013:326-335. [72]JACOB J,ROET-GREEN R.Ride Solo or Pool:The Impact of Sharing on Optimal Pricing of Ride-Sharing Services[R].Technical report,University of Rocherster,Working Paper.2017. [73]LIU P,GUO Q,REN F,et al.Willingness to pay for self-driving vehicles:Influences of demographic and psychological factors[J].Transportation Research Part C:Emerging Technologies,2019,100:306-317. [74]SIMONI M D,KOCKELMAN K M,GURUMURTHY K M,et al.Congestion pricing in a world of self-driving vehicles:An analysis of different strategies in alternative future scenarios[J].Transportation Research Part C:Emerging Technologies,2019,98:167-185. [75]YAN C,ZHU H,KOROLKO N,et al.Dynamic pricing and matching in ride-hailing platforms[J].Naval Research Logistics,2019:1-20. [76]FURUHATA M,DESSOUKY M,ORDÓÑEZ F,et al.Ride-sharing:The state-of-the-art and future directions[J].Transportation Research Part B:Methodological,2013,57:28-46. [77]WANG X,HE F,YANG H,et al.Pricing strategies for a taxi-hailing platform[J].Transportation Research Part E:Logistics and Transportation Review,2016,93:212-231. [78]HE F,WANG X,LIN X,et al.Pricing and penalty/compensation strategies of a taxi-hailing platform[J].Transportation Research Part C:Emerging Technologies,2018,86:263-279. [79]GAN J,AN B.Game-Theoretic Considerations for Optimizing Taxi System Efficiency[J].IEEE Intelligent Systems,2017,32(3):46-52. [80]GUO S,LIU Y,XU K,et al.Understanding ride-on-demand service:demand and dynamic pricing[C]//2017 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops).IEEE,2017:509-514. [81]KRUEGER R,RASHIDI T H,ROSE J M.Preferences forshared autonomous vehicles[J].Transportation Research Part C:Emerging Technologies,2016,69:343-355. [82]CEPOLINA E M,FARINA A.A new shared vehicle system for urban areas[J].Transportation Research Part C:Emerging Technologies,2012,21(1):230-243. [83]WANG Y,ZHENG B,LIM E P.Understanding the effects oftaxi ride-sharing－A case study of Singapore[J].Computers,Environment and Urban Systems,2018,69:124-132. [84]SWAN M.Connected car:quantified self becomes quantified car[J].Journal of Sensor and Actuator Networks,2015,4(1):2-29. [85]VIERECKL R,AHLEMANN D,KOSTER A,et al.Racing ahead with autonomous cars and digital innovation[J].Auto Tech Review,2015:18-23. [86]DAKROUB H,SHAOUT A,AWAJAN A.Connected car architecture and virtualization[J].SAE International Journal of Passenger Cars-Electronic and Electrical Systems,2016,9:153-159. [87]CHEN M,TIAN Y,FORTINO G,et al.Cognitive internet of vehicles[J].Computer Communications,2018,120:58-70. [88]XU W,ZHOU H,CHENG N,et al.Internet of vehicles in big data era[J].IEEE/CAA Journal of AutomaticaSinica,2018,5(1):19-35. [89]KUMAR P M,DEVI U,MANOGARAN G,et al.Ant colony optimization algorithm with Internet of Vehicles for intelligent traffic control system[J].Computer Networks,2018,144:154-162. [90]YAQOOB S,ULLAH A,AKBAR M,et al.Fog-assisted Con-gestion Avoidance Scheme for Internet of Vehicles[C]//2018 14th International Wireless Communications & Mobile Computing Conference (IWCMC).IEEE,2018:618-622. [91]PARISE G,PARISE L,PARISE M.Evolution of Human Society and of Things Assisted by IoT[C]//2018 IEEE International Symposium on Technology and Society (ISTAS).IEEE,2018:95-101. [92]ANG L M,SENG K P,IJEMARU G K,et al.Deployment of IoV for Smart Cities:Applications,Architecture,and Challenges[J].IEEE Access,2019,7:6473-6492. [93]XIONG H,LIU J,ZHANG R,et al.An Accurate Vehicle andRoad Condition Estimation Algorithm for Vehicle Networking Applications[J].IEEE Access,2019,7:17705-17715. [94]CHEN J,XU W,CHENG N,et al.Reinforcement Learning Po-licy for Adaptive Edge Caching in Heterogeneous Vehicular Network[C]//2018 IEEE Global Communications Conference (GLOBECOM).IEEE,2018:1-6. [95]QI H,LIU P.Mining Taxi Pick-Up Hotspots Based on Spatial Clustering[C]//2018 IEEE SmartWorld,Ubiquitous Intelligence & Computing,Advanced & Trusted Computing,Scalable Computing & Communications,Cloud & Big Data Computing,Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI).IEEE,2018:1711-1717. [96]QU B,YANG W,CUI G,et al.Profitable Taxi Travel Route Recommendation Based on Big Taxi Trajectory Data[J].IEEE Transactions on Intelligent Transportation Systems,2019:1-16. [97]ZHANG J,WANG F Y,WANG K,et al.Data-driven intelligent transportation systems:A survey[J].IEEE Transactions on Intelligent Transportation Systems,2011,12(4):1624-1639. [98]BARBIERU C,POP F.Soft real-time hadoop scheduler for big data processing in smart cities[C]//2016 IEEE 30th International Conference on Advanced Information Networking and Applications (AINA).IEEE,2016:863-870. [99]PUTRI F K,KWON J.A distributed system for finding high profit areas over big taxi trip data with MognoDB and spark[C]//2017 IEEE International Congress on Big Data (BigData Congress).IEEE,2017:533-536. [100]LEIBIUSKY J,EISBRUCH G,SIMONASSI D.Getting Star-ted with Storm[M].O’Reilly Media,Inc.,2012. |
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