Juan Li, Yicheng Song, Xinan Zhou, Jinjin Yue, Hongtai Yang
{"title":"Decrease of Taxi Ridership due to the Impact of COVID-19: A Case Study of New York City","authors":"Juan Li, Yicheng Song, Xinan Zhou, Jinjin Yue, Hongtai Yang","doi":"10.1109/ICTIS54573.2021.9798597","DOIUrl":"https://doi.org/10.1109/ICTIS54573.2021.9798597","url":null,"abstract":"The outbreak of COVID-19 has greatly impacted all industries of many countries in the world. As an important part of people's daily life, transportation is one of the most severely impacted industries. Taking New York City as an example, this paper explores the decline of taxi ridership due to the COVID-19. The decreased ratio of the actual taxi ridership to the taxi ridership predicted for the no COVID-19 scenario based on historical data is calculated as the dependent variable. The fractional response model is used to study the effect of built environment factors including demographic and socioeconomic, land use, and road-related on the decline of ridership. One model is constructed for each of the four periods, to explore the influence of influencing factors on the dependent variables in different periods. The model results show that the percentage of taxi trips decline is associated with the proportion of high-income people living in the area. The reason could be that these people have more flexible working hours and working places. They can choose to telecommute or travel by private cars to avoid contacting other people during transportation. The analysis of the other factors shows that industrial jobs are related to the low percentage of decline. The model results reveal to us the problem of equity exposed in New York City during the pandemic: limited by jobs(race/income), a portion of citizens are not fully free to choose their travel mode during the pandemic. According to the findings, this paper gives traffic management some policy suggestions. As a result, this study could provide an important reference for policymakers to develop appropriate measures to control the epidemic.","PeriodicalId":253824,"journal":{"name":"2021 6th International Conference on Transportation Information and Safety (ICTIS)","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132736706","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Study on optimal location of Pilot Boarding waters in Guangzhou Port","authors":"Qunzhai Wang, Z. Sha, Tong Liu","doi":"10.1109/ICTIS54573.2021.9798648","DOIUrl":"https://doi.org/10.1109/ICTIS54573.2021.9798648","url":null,"abstract":"The characteristics of widespread port, long pilotage routes and complex navigation environment in the pilotage waters of Guangzhou port bring about the problems of long pilotage time and high pilotage risk to the pilotage operation of Guangzhou port. And the siting of pilot boarding waters is related to the safety of pilotage operation, the navigation safety of surrounding ships and the operation efficiency of the port. Based on the analysis of the characteristics and requirements of the pilot boarding waters, this paper elaborates the optimal siting scheme for the pilot boarding waters at Guangzhou Port, which establishes a multi-objective siting model for the pilot boarding waters, combines the actual situation of the pilotage operation in Guangzhou Port and the pilotage area, and uses genetic algorithm to solve the model problem. Compared with the current setting situation of pilot boarding waters at Guangzhou Port, this paper also explores whether there is a better setting and siting scheme for pilot boarding waters.","PeriodicalId":253824,"journal":{"name":"2021 6th International Conference on Transportation Information and Safety (ICTIS)","volume":"55 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133248654","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Research on Intelligent Vehicle Infrastructure Cooperative System Based on 5G Mobile Edge Computing","authors":"Xiaowei Chen, Qingyu Zhang, Z. Jin, Sulin Zhang, Jinliang Li, Jia Zhang","doi":"10.1109/ICTIS54573.2021.9798458","DOIUrl":"https://doi.org/10.1109/ICTIS54573.2021.9798458","url":null,"abstract":"Intelligent vehicle-infrastructure cooperative system plays an increasingly greater role in the intelligent traffic system, this paper designs an intelligent vehicle-infrastructure cooperative system based on 5G mobile edge computing in order to improve the network latency of data transmission and asymmetric cryptographic algorithm was used to ensure the security of data. The system consists of four function modules: road side unit, on board unit, mobile edge computing equipment, central cloud platform, to realize the fusion processing of vehicle-road-edge-central cloud four-level data. The adaptive cruise model based on safe time distance of self-driving vehicle was used to verify the feasibility and effectiveness of the system. Compared with the 4G vehicle-infrastructure cooperative system, the data transmission delay is reduced by 60% to 80%. Thus the short delay, high reliability and high speed vehicle-infrastructure cooperative system are realized, and provides a useful reference for the design and development of an efficient, safe and environmentally friendly intelligent traffic system.","PeriodicalId":253824,"journal":{"name":"2021 6th International Conference on Transportation Information and Safety (ICTIS)","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133425888","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Cheng De-shan, Liu Heng-rui, Li Ting-wen, Wang Yang, Wu Zhong-ping, Zhao Jiang-bin
{"title":"Robust Object Profile Extraction Based on Multi-beam Sonar","authors":"Cheng De-shan, Liu Heng-rui, Li Ting-wen, Wang Yang, Wu Zhong-ping, Zhao Jiang-bin","doi":"10.1109/ICTIS54573.2021.9798513","DOIUrl":"https://doi.org/10.1109/ICTIS54573.2021.9798513","url":null,"abstract":"Multi-beam sonar is one of the most important visual perception tools for underwater medium and longdistance object detection. The sonar image obtained by it is an important data source for Three-dimensional reconstruction of underwater scenes. In order to solve the problems of background noise and clutter in underwater target detection based on multi-beam sonar, a robust object profile extraction method for multi-beam image sonar is proposed in this paper. Firstly, threshold processing and non-maximum suppression are carried out for the points on each column of the image according to the pixel gray value to obtain the candidate points of the object profile. Secondly, according to the imaging principle of multi-beam sonar, the likelihood probability model of candidate points and the jump penalty model between adjacent columns of image are established to remove the influence of noise on profile extraction. According to the characteristics of the established objective function, the dynamic programming method is used to solve the problem. The experimental results of measured and simulated data show that this algorithm is simple and easy to operate, and can accurately and effectively extract the single profile of multi-beam image sonar, which has a high application value.","PeriodicalId":253824,"journal":{"name":"2021 6th International Conference on Transportation Information and Safety (ICTIS)","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115575897","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Static Stability Analysis of Ship Power System with S-CO2 Brayton Cycle Power Generation System Integrated","authors":"Jian Wu, Yuwei Sun, Y. Liu, C. Yuan, Xujing Tang","doi":"10.1109/ICTIS54573.2021.9798629","DOIUrl":"https://doi.org/10.1109/ICTIS54573.2021.9798629","url":null,"abstract":"The supercritical carbon dioxide (S-CO2) Brayton cycle power generation system is a promising configuration to realize waste heat recovery for exhaust gas coming from marine diesel engines. However, the three-phase 1-kHz alternating current (AC) generated by permanent magnet synchronous generator (PMSG) in S-CO2 power generation system (SPGS) cannot be directly fed into the ship power system (SPS) whose rate frequency is usually set at 50 or 60 Hz. To feed the three-phase AC into the power grid of the ship, power electronic converters are required. In this scenario, the integration of SPGS into the SPS will have a significant impact on the static stability of the system. In this paper, a simulation model of the SPS integrated with SPGS is established based on ETAP software. The Newton-Raphson method is used to analyze the static stability of the system, focusing on system power flow analysis and short-circuit current calculation. To further investigate the influence of SPGS penetration on the static stability of the SPS, the power loss and voltage distortion degree are considered when SPGS is connected to the system with different grid-connected nodes and grid-connected power.","PeriodicalId":253824,"journal":{"name":"2021 6th International Conference on Transportation Information and Safety (ICTIS)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114818355","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"An AIS Data-Based Framework for Ship Allision Risk Assessment Near the Offshore Wind Farm","authors":"Q. Yu, Kezhong Liu","doi":"10.1109/ICTIS54573.2021.9798624","DOIUrl":"https://doi.org/10.1109/ICTIS54573.2021.9798624","url":null,"abstract":"In order to investigate the allision risk of vessels near the Offshore Wind Farm (OWF) under the complicate surrounding environment, an AIS data-based allision risk framework is presented in this paper. The Bayesian learning approach is employed in this framework to learning the AIS database. The BN model of ship navigation behaviour near the OWF is then obtained. Meanwhile, the risk model that based on the output data from the BN under different combinations of navigation conditions is then used to assess the allision risk for new scenarios. A case study of an OWF is used to illustrate the application of the proposed model and the reliability of the new approach is tested. As a result, the proposed framework presents the evidence that impacts of OWF to vessels are diverse, which depend on ship categories, size and seasons. Fishing ships and OWF maintenance ships have smaller passing distance and that for oil and gas vessel is larger. Furthermore, ten cases have been ranked by using the proposed risk model. The developed risk allision framework from the empirical database provides a sufficient approach to evaluate the ship risk near the OWF, and further support the OWF safety management and ship navigating.","PeriodicalId":253824,"journal":{"name":"2021 6th International Conference on Transportation Information and Safety (ICTIS)","volume":"602 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117077480","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Solving the Maximum Exploitable Potential of Channel Bearing Capacity by Improved GA-BP Algorithm","authors":"H. Hou, Yanyi Chen, Jin-fen Zhang, Wan Wang","doi":"10.1109/ICTIS54573.2021.9798589","DOIUrl":"https://doi.org/10.1109/ICTIS54573.2021.9798589","url":null,"abstract":"The existing researches mainly focus on the stable navigation depth estimation or scheme comparison, lacking of methods for predicting the capacity of waterways, methods. The prediction has problems such as the inability to consider various uncertain factors that affect the capacity of the channel, excessive subjective factors and the cumbersome prediction process. An improved GA-BP algorithm is proposed to predict the maximum exploitable potential of the channel capacity. On the basis of the traditional GA-BP algorithm, two edge successive correction algorithms are introduced to initially optimize the predictive network model weights and thresholds. Introducing improved cross mutation operator to improve population diversity and effectively expand the range of solution search. Finally, the test samples verify the rationality of the optimized network model. Compare with GA-BP algorithm and BP neural network, the results reflect that the proposed GA-BP algorithm can comprehensively reflect various uncertainties of the channel capacity and reduce the influence of subjective factors on the prediction results. The algorithm can effectively predict the maximum development potential of the channel capacity, and is more effective than traditional prediction algorithms.","PeriodicalId":253824,"journal":{"name":"2021 6th International Conference on Transportation Information and Safety (ICTIS)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116072935","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Cylinder pressure control technology of natural gas-diesel dual-fuel engine based on pressure self-adaptive piston","authors":"Yuhai He, Dongkai Wang, Qinpeng Wang","doi":"10.1109/ICTIS54573.2021.9798563","DOIUrl":"https://doi.org/10.1109/ICTIS54573.2021.9798563","url":null,"abstract":"In order to improve the economic performance and knock suppression of natural gas-diesel dual-fuel engine, the cylinder pressure control technology based on pressure self-adaptive piston (PSAP) was studied. The engine working process model was established in AVL-BOOST, the piston dynamics model was established in Matlab/Simulink, and the dual-model coupling was realized. The simulation results show that: PSAP can effectively control cylinder pressure, and can increase the maximum burst pressure to 8.12 MPa under 25% load conditions, and reduce the maximum burst pressure to 13.82 MPa under 100% load conditions; PSAP can reduce cyclic pressure fluctuation, compared with the original engine, the maximum reduction is 0.19 MPa; PSAP can reduce the fuel consumption rate under low load condition, and suppress knock by displacement of the piston head under high load condition.","PeriodicalId":253824,"journal":{"name":"2021 6th International Conference on Transportation Information and Safety (ICTIS)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115299349","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
X. Yuan, Di Zhang, Jin-fen Zhang, Mingyou Cai, Mingyang Zhang
{"title":"Crossing behavior decision-making for inland ferry ships based on Machine Learning","authors":"X. Yuan, Di Zhang, Jin-fen Zhang, Mingyou Cai, Mingyang Zhang","doi":"10.1109/ICTIS54573.2021.9798496","DOIUrl":"https://doi.org/10.1109/ICTIS54573.2021.9798496","url":null,"abstract":"The crossing behavior decision-making when encountering target ships for ferry ships is one of the key issues in enhancing traffic safety and efficiency for ferries. It is the foundation of route planning and would contribute to encountering risk assessment. The traditional collision avoidance decision-making approaches cannot be directly applied to inland ferry ships due to the characteristics in terms of high safety requirement, lower priority in collision avoidance and so on. Considering navigating characteristics and collision avoidance rules for ferries, the ferry's crossing actions can be simplified to be a binary problem that is crossing from ahead or behind target ships. So Ferries Crossing Actions Determination (FCAD) approach is proposed to quantify the relative likelihood of crossing actions. By training algorithms on ferries encountering with target ships, crossing actions can be identified. Amongst the various methods been tested, Xgboost shows good performance with Recall of 99% and Accuracy of 94%. The proposed approach contributes to improvements on ferries actions decision-making and intelligent route planning control.","PeriodicalId":253824,"journal":{"name":"2021 6th International Conference on Transportation Information and Safety (ICTIS)","volume":"355 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124484688","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Hai-fei Yao, Dachuan Wang, Wentao Ding, Lianjie Jin
{"title":"The “Port Shuttle Hub System” Model based on Rail-Sea Intermodal Transportation Taking Shenzhen Port as an Example","authors":"Hai-fei Yao, Dachuan Wang, Wentao Ding, Lianjie Jin","doi":"10.1109/ictis54573.2021.9798666","DOIUrl":"https://doi.org/10.1109/ictis54573.2021.9798666","url":null,"abstract":"The major ports along the coast of China that undertake container transportation are all facing problems in collection and dispatching to a certain extent. In particular, due to the recent impact of the COVID-19 epidemic, truck drivers have difficulty moving across regions, and there was once a phenomenon of no containers being transported by vehicles. This paper sorted out the basic situation of container port collection and dispatching methods all over the world. Taking Shenzhen Port as an example, this paper focused on the analysis of the structural characteristics of container transportation and the impact on the rear urban traffic and atmospheric environment. Then it proposed a intermodal transportation network and established the “Port Shuttle Hub System” model, which would closely link the port with the railway and inland port, and integrate the transportation organization mode, which greatly improves the efficiency of port containers' transportation.","PeriodicalId":253824,"journal":{"name":"2021 6th International Conference on Transportation Information and Safety (ICTIS)","volume":"97 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124517790","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}