Article citation information:Doğan, E. Examining the safety impacts of transit priority signal systems using simulation techniques. Scientific Journal of Silesian University of Technology. Series Transport. 2024, 122, 61-71. ISSN: 0209-3324. DOI: https://doi.org/10.20858/sjsutst.2024.122.4.Erdem DOĞANEXAMINING THE SAFETY IMPACTS OF TRANSIT PRIORITY SIGNAL SYSTEMS USING SIMULATION TECHNIQUESSummary. Transit Priority Signal (TPS) systems are increasingly used to improve traffic efficiency and reduce passenger waiting times. However, such systems may carry potential safety risks. This study aims to investigate the safety effects of TPS at intersections. Our study utilized the SUMO traffic simulation program to create a road network model containing nine signalized intersections. Subsequently, the TPS system was applied to selected bus routes within the road network, and the cases with and without TPS implementation were compared in terms of safety and performance. In safety-oriented comparisons, surrogate safety measures were employed, including number of conflict and Time to Collision (TTC). Signalized intersection performances were measured and compared in terms of the number and duration of stops. The analysis results indicate that TPS enhances safety and transportation performance for buses, but adversely impacts safety and transportation performance for passenger cars. This study underscores the importance of considering safety aspects in the implementation of TPS aimed at improving passenger transportation efficiency. These findings may contribute to the enhancement of public transportation infrastructure and the implementation of appropriate safety measures.Keywords: transit priority signal, traffic safety, SUMO, surrogate safety measures1. INTRODUCTIONPublic transportation plays a vital role in modern urban mobility, providing a sustainable and efficient means of transportation for millions of people. To improve the quality of public transportation services and reduce passenger waiting times, Transit Signal Priority (TSP) systems have been widely adopted. These systems prioritize public transit vehicles at traffic signals and aim to reduce passenger delays. Since buses are the predominant mode of transportation moving on road networks, this system is also referred to as Bus Priority System (BPS).Numerous studies have reported that TSP technology reduces passenger waiting times and enhances the quality of public transportation services. While the efficiency and potential benefits of Transit Signal Priority (TSP) have been extensively discussed and researched ADDIN CSL_CITATION {"citationItems":[{"id":"ITEM-1","itemData":{"ISSN":"1942-7867","author":[{"dropping-particle":"","family":"Lin","given":"Yiching","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Yang","given":"Xianfeng","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Zou","given":"Nan","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Franz","given":"Mark","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Transportation letters","id":"ITEM-1","issue":"3","issued":{"date-parts":[["2015"]]},"page":"168-180","publisher":"Taylor & Francis","title":"Transit signal priority control at signalized intersections: a comprehensive review","type":"article-journal","volume":"7"},"uris":["http://www.mendeley.com/documents/?uuid=017d1f13-2e4a-4305-9f7d-7c8a5a7be167"]},{"id":"ITEM-2","itemData":{"ISSN":"0361-1981","author":[{"dropping-particle":"","family":"Currie","given":"Graham","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Shalaby","given":"Amer","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Transportation Research Record","id":"ITEM-2","issue":"1","issued":{"date-parts":[["2008"]]},"page":"41-49","publisher":"SAGE Publications Sage CA: Los Angeles, CA","title":"Active transit signal priority for streetcars: experience in Melbourne, Australia, and Toronto, Canada","type":"article-journal","volume":"2042"},"uris":["http://www.mendeley.com/documents/?uuid=e9ecfa4c-e9ca-428c-b371-915911083a97"]},{"id":"ITEM-3","itemData":{"ISSN":"0361-1981","author":[{"dropping-particle":"","family":"Kim","given":"Wonho","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Rilett","given":"L R","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Transportation Research Record","id":"ITEM-3","issue":"1","issued":{"date-parts":[["2005"]]},"page":"205-214","publisher":"SAGE Publications Sage CA: Los Angeles, CA","title":"Improved transit signal priority system for networks with nearside bus stops","type":"article-journal","volume":"1925"},"uris":["http://www.mendeley.com/documents/?uuid=f26078fd-a580-4375-9586-16302116dc4b"]},{"id":"ITEM-4","itemData":{"ISSN":"1077-291X","author":[{"dropping-particle":"","family":"Ngan","given":"Vikki","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Sayed","given":"Tarek","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Abdelfatah","given":"Akmal","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Journal of public Transportation","id":"ITEM-4","issue":"3","issued":{"date-parts":[["2004"]]},"page":"71-93","publisher":"Elsevier","title":"Impacts of various parameters on transit signal priority effectiveness","type":"article-journal","volume":"7"},"uris":["http://www.mendeley.com/documents/?uuid=e3f1d513-a21d-4ac4-bca1-5229a333f70b"]},{"id":"ITEM-5","itemData":{"ISSN":"1877-0509","author":[{"dropping-particle":"","family":"Shaaban","given":"Khaled","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Ghanim","given":"Mohammad","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Procedia computer science","id":"ITEM-5","issued":{"date-parts":[["2018"]]},"page":"82-89","publisher":"Elsevier","title":"Evaluation of transit signal priority implementation for bus transit along a major arterial using microsimulation","type":"article-journal","volume":"130"},"uris":["http://www.mendeley.com/documents/?uuid=eca3657c-ecbd-4dcd-b338-f5ac9d16c135"]},{"id":"ITEM-6","itemData":{"ISSN":"0361-1981","author":[{"dropping-particle":"","family":"Christofa","given":"Eleni","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Skabardonis","given":"Alexander","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Transportation Research Record","id":"ITEM-6","issue":"1","issued":{"date-parts":[["2011"]]},"page":"192-201","publisher":"SAGE Publications Sage CA: Los Angeles, CA","title":"Traffic signal optimization with application of transit signal priority to an isolated intersection","type":"article-journal","volume":"2259"},"uris":["http://www.mendeley.com/documents/?uuid=bd7a38db-86a9-4ee7-a2ff-75862291ce3f"]}],"mendeley":{"formattedCitation":"[1–6]","plainTextFormattedCitation":"[1–6]","previouslyFormattedCitation":"[1–6]"},"properties":{"noteIndex":0},"schema":"https://github.com/citation-style-language/schema/raw/master/csl-citation.json"}[1-6], equal attention must be paid to its impact on road safety. Intersections are known to be areas where traffic accidents frequently occur, particularly due to rear-end collisions that can increase with abrupt signal changes. Therefore, it is crucial to comprehensively assess the safety aspects of these systems to ensure the well-being of both public transportation users and other road users. Shahla and others suggest that the use of TSP technology can potentially extend the green light duration when public transit vehicles approach the intersection during their green phase, which may confuse drivers ADDIN CSL_CITATION {"citationItems":[{"id":"ITEM-1","itemData":{"DOI":"10.3141/2102-14","ISSN":"03611981","abstract":"The objective of the research presented here was to capture the relationship between public transit service configurations and the overall safety performance of signalized intersections in Toronto, Ontario, Canada. Negative binomial regression models were developed for this purpose for three sets of dependent variables: transit-involved collisions at signalized intersections with both regular traffic and transit service operations; total collisions at the same signalized intersections; and total collisions at all signalized intersections, including those without transit service. The models showed that annual average daily traffic, public transit and pedestrian traffic volumes, turn movement treatments, and transit features (such as public transit stop location, mode technology, and availability of transit signal priority technology) all have significant associations with public transit-related collisions at signalized intersections. Intersections with public transit service also tend to experience more collisions than otherwise similar intersections. The research helps to address intersection safety from two perspectives: (a) it enables public transit providers to consider safety implications in the service planning process, and (b) it enables transportation departments to assess signalized intersection safety for various configurations of surface transit services by taking into consideration their interaction with the general traffic stream.","author":[{"dropping-particle":"","family":"Shahla","given":"Farhad","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Shalaby","given":"Amer S.","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Persaud","given":"Bhagwant N.","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Hadayeghi","given":"Alireza","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Transportation Research Record","id":"ITEM-1","issue":"2102","issued":{"date-parts":[["2009"]]},"page":"108-114","title":"Analysis of transit safety at signalized intersections in Toronto, Ontario, Canada","type":"article-journal"},"uris":["http://www.mendeley.com/documents/?uuid=991b53dc-651a-4b1d-88aa-13cc3550120b"]}],"mendeley":{"formattedCitation":"[7]","plainTextFormattedCitation":"[7]","previouslyFormattedCitation":"[7]"},"properties":{"noteIndex":0},"schema":"https://github.com/citation-style-language/schema/raw/master/csl-citation.json"}[7]. Furthermore, the researcher found that especially in intersections with long green light durations, pedestrians tend to violate red lights.Recent studies focusing on the safety implications of TSP have yielded mixed results. In the study by ADDIN CSL_CITATION {"citationItems":[{"id":"ITEM-1","itemData":{"DOI":"10.1016/j.aap.2016.12.019","ISSN":"00014575","PMID":"28130982","abstract":"This study investigates the use of crash prediction models and micro-simulation to develop an effective surrogate safety assessment measure at the intersection level. With the use of these tools, hypothetical scenarios can be developed and explored to evaluate the safety impacts of design alternatives in a controlled environment, in which factors not directly associated with the design alternatives can be fixed. Micro-simulation models are developed, calibrated, and validated. Traffic conflicts in the micro-simulation models are estimated and linked with observed crash frequency, which greatly alleviates the lengthy time needed to collect sufficient crash data for evaluating alternatives, due to the rare and infrequent nature of crash events. A set of generalized linear models with negative binomial error structure is developed to correlate the simulated conflicts with the observed crash frequency in Toronto, Ontario, Canada. Crash prediction models are also developed for crashes of different impact types and for transit-involved crashes. The resulting statistical significance and the goodness-of-fit of the models suggest adequate predictive ability. Based on the established correlation between simulated conflicts and observed crashes, scenarios are developed in the micro-simulation models to investigate the safety effects of individual transit line elements by making hypothetical modifications to such elements and estimating changes in crash frequency from the resulting changes in conflicts. The findings imply that the existing transit signal priority schemes can have a negative effect on safety performance, and that the existing near-side stop positioning and streetcar transit type can be safer at their current state than if they were to be replaced by their respective counterparts.","author":[{"dropping-particle":"","family":"Li","given":"Lu","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Persaud","given":"Bhagwant","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Shalaby","given":"Amer","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Accident Analysis and Prevention","id":"ITEM-1","issued":{"date-parts":[["2017"]]},"page":"123-132","title":"Using micro-simulation to investigate the safety impacts of transit design alternatives at signalized intersections","type":"article-journal","volume":"100"},"uris":["http://www.mendeley.com/documents/?uuid=9b8153e8-ae00-45ab-91f1-5806cd907c56"]}],"mendeley":{"formattedCitation":"[8]","plainTextFormattedCitation":"[8]","previouslyFormattedCitation":"[8]"},"properties":{"noteIndex":0},"schema":"https://github.com/citation-style-language/schema/raw/master/csl-citation.json"}[8], microsimulation was employed to investigate the safety levels of intersections using TSP. Surrogate Safety Measures (SSMs) were used to enable safety assessments by validating the relationship between existing accident statistics and SSMs. The simulations indicated that the TSP system could adversely affect safety performance. Song and Noyce conducted an experimental Bayesian before-and-after analysis using TSP application data in King County, Washington ADDIN CSL_CITATION {"citationItems":[{"id":"ITEM-1","itemData":{"ISSN":"0361-1981","author":[{"dropping-particle":"","family":"Song","given":"Yu","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Noyce","given":"David","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Transportation research record","id":"ITEM-1","issue":"8","issued":{"date-parts":[["2018"]]},"page":"10-18","publisher":"SAGE Publications Sage CA: Los Angeles, CA","title":"Assessing effects of transit signal priority on traffic safety: empirical bayes before–after study using King County, Washington, Data","type":"article-journal","volume":"2672"},"uris":["http://www.mendeley.com/documents/?uuid=19ffc89e-671c-4750-b795-5f86a01b8f53"]}],"mendeley":{"formattedCitation":"[9]","plainTextFormattedCitation":"[9]","previouslyFormattedCitation":"[9]"},"properties":{"noteIndex":0},"schema":"https://github.com/citation-style-language/schema/raw/master/csl-citation.json"}[9]. They examined 11 transit corridors with effective TSP and 75 street segments without TSP. The study claimed a 13% reduction in total accidents, along with a 5% reduction in fatal and injury accidents. It was also mentioned that future studies would include pedestrian and bicycle groups. In a subsequent study, Song and Noyce analyzed accidents before and after TSP implementation in Oregon using a discontinuous time-series method ADDIN CSL_CITATION {"citationItems":[{"id":"ITEM-1","itemData":{"ISSN":"0001-4575","author":[{"dropping-particle":"","family":"Song","given":"Yu","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Noyce","given":"David","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Accident Analysis & Prevention","id":"ITEM-1","issued":{"date-parts":[["2019"]]},"page":"291-302","publisher":"Elsevier","title":"Effects of transit signal priority on traffic safety: Interrupted time series analysis of Portland, Oregon, implementations","type":"article-journal","volume":"123"},"uris":["http://www.mendeley.com/documents/?uuid=f7f70589-5530-4ab5-8d78-375acb4afb23"]}],"mendeley":{"formattedCitation":"[10]","plainTextFormattedCitation":"[10]","previouslyFormattedCitation":"[10]"},"properties":{"noteIndex":0},"schema":"https://github.com/citation-style-language/schema/raw/master/csl-citation.json"}[10]. The analysis revealed a 4.5% reduction in all accidents, but an increase in accidents involving pedestrians and cyclists was noted. The data from Automatic Vehicle Location devices installed on buses were used to conduct a new study ADDIN CSL_CITATION {"citationItems":[{"id":"ITEM-1","itemData":{"author":[{"dropping-particle":"","family":"Song","given":"Yu","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Tse","given":"Hoki","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Lind","given":"Eric M","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"V","family":"Chitturi","given":"Madhav","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Noyce","given":"David A","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"International Conference on Transportation and Development 2021","id":"ITEM-1","issued":{"date-parts":[["2021"]]},"page":"479-490","title":"Safety Evaluation of Transit Signal Priority with Bus Speed Volatility as a Surrogate Measure: Case Study in Minnesota","type":"paper-conference"},"uris":["http://www.mendeley.com/documents/?uuid=957116f4-12b7-45f3-8d57-aaa12bf7efed"]}],"mendeley":{"formattedCitation":"[11]","plainTextFormattedCitation":"[11]","previouslyFormattedCitation":"[11]"},"properties":{"noteIndex":0},"schema":"https://github.com/citation-style-language/schema/raw/master/csl-citation.json"}[11]. In the study, the bus speed fluctuation metric was used as a SSMs to examine the safety impact of TSP. The results indicated that buses experienced fewer stops and smoother transitions compared to other intersections. While it was suggested that this could reduce bus accidents, no analysis was conducted on its effect on other modes of transportation. In the studies ADDIN CSL_CITATION {"citationItems":[{"id":"ITEM-1","itemData":{"DOI":"10.1177/03611981211025285","ISSN":"21694052","abstract":"Transit signal priority (TSP) is a strategy that prioritizes the movement of transit vehicles through a signalized intersection to provide better transit travel time reliability and minimize transit delay. Although TSP is primarily intended to improve the operational performance of transit vehicles, it may also have substantial safety benefits. This study explored the potential safety benefits of the TSP strategy deployed at various locations in Florida. An observational before–after full Bayes (FB) approach with a comparison group was adopted to estimate the crash modification factors (CMFs) for total crashes, rearend crashes, sideswipe crashes, and angle crashes. The analysis was based on 12 corridors equipped with the TSP system and their corresponding 29 comparison corridors without the TSP system. The deployment of TSP was found to reduce total crashes by 7.2% (CMF = 0.928), rear-end crashes by 5.2% (CMF = 0.948), and angle crashes by 21.9% (CMF = 0.781), and these results are statistically significant at a 95% Bayesian credible interval (BCI) except for the rear-end crashes. On the other hand, sideswipe crashes increased by 6% (CMF = 1.060) although the increase was not significant at a 95% BCI. Overall, the results indicated that TSP improves safety. The findings of this study may present key considerations for transportation agencies and practitioners when planning future TSP deployments.","author":[{"dropping-particle":"","family":"Ali","given":"Sultan","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Kitali","given":"Angela E.","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Kodi","given":"John H.","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Alluri","given":"Priyanka","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Sando","given":"Thobias","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Transportation Research Record","id":"ITEM-1","issue":"11","issued":{"date-parts":[["2021"]]},"page":"1189-1204","title":"Safety impacts of transit signal priority using a full bayesian approach","type":"article-journal","volume":"2675"},"uris":["http://www.mendeley.com/documents/?uuid=b1330dd5-6162-4828-a173-73099311926d"]},{"id":"ITEM-2","itemData":{"ISSN":"2473-2907","author":[{"dropping-particle":"","family":"Ali","given":"M D Sultan","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Kitali","given":"Angela E","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Kodi","given":"John","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Alluri","given":"Priyanka","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Sando","given":"Thobias","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Journal of transportation engineering, Part A: Systems","id":"ITEM-2","issue":"1","issued":{"date-parts":[["2022"]]},"page":"4021102","publisher":"American Society of Civil Engineers","title":"Quantifying the safety benefits of transit signal priority using full Bayes before–after study","type":"article-journal","volume":"148"},"uris":["http://www.mendeley.com/documents/?uuid=8b8659a3-a6fb-4758-8457-4ad94b59a7b0"]}],"mendeley":{"formattedCitation":"[12,13]","plainTextFormattedCitation":"[12,13]","previouslyFormattedCitation":"[12,13]"},"properties":{"noteIndex":0},"schema":"https://github.com/citation-style-language/schema/raw/master/csl-citation.json"}[12,13], potential safety advantages in various regions of Florida equipped with the TSP system were explored. The scientists examined 12 corridors equipped with the TSP system and 29 comparison corridors without it. The analysis results indicated a 7.2% reduction in total accidents, although the detected reduction in rear-end collisions was not statistically significant. Additionally, while various types of accidents were claimed to have decreased, it was concluded that there was no numerical reduction in all accident types.Literature reviews have shown that while some studies demonstrate positive effects of the TSP system on safety, others argue the opposite. Furthermore, most of these studies emphasize that safety for all modes of transportation is not ensured. Based on these findings, it is evident that research that examines the safety effects of the TSP system from different perspectives could make a significant contribution. This study analyzes the safety effects of the TSP system by considering the entire road network rather than limiting it to a single corridor or signalized intersection. SSMs were used to compare safety levels in the analysis, and these simulations were conducted in a microsimulation environment within a hypothetical road network. Additionally, the waiting times of all buses and other modes of transportation throughout the study area were compared and discussed. This study provides a different perspective from previous research by evaluating the impact of TSP on road safety and analyzing the entire network.In the following sections, we will first discuss prominent TSP strategies before explaining the simulation setup, hypothetical road network and traffic flow scenarios, and data collection methods used to assess the safety and performance of TSP. The results of these simulations will provide valuable insights into balancing public transportation efficiency and road network safety. 2. METHODOLOGY In this study, a hypothetical road network was first created using the SUMO traffic simulation program ADDIN CSL_CITATION {"citationItems":[{"id":"ITEM-1","itemData":{"ISBN":"1728103231","author":[{"dropping-particle":"","family":"Lopez","given":"Pablo Alvarez","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Behrisch","given":"Michael","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Bieker-Walz","given":"Laura","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Erdmann","given":"Jakob","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Flötteröd","given":"Yun-Pang","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Hilbrich","given":"Robert","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Lücken","given":"Leonhard","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Rummel","given":"Johannes","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Wagner","given":"Peter","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Wießner","given":"Evamarie","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"2018 21st International Conference on Intelligent Transportation Systems (ITSC)","id":"ITEM-1","issued":{"date-parts":[["2018"]]},"page":"2575-2582","publisher":"IEEE","title":"Microscopic traffic simulation using sumo","type":"paper-conference"},"uris":["http://www.mendeley.com/documents/?uuid=1c34c9e9-feff-4594-81f0-b2da9aa92ea0"]}],"mendeley":{"formattedCitation":"[14]","plainTextFormattedCitation":"[14]","previouslyFormattedCitation":"[14]"},"properties":{"noteIndex":0},"schema":"https://github.com/citation-style-language/schema/raw/master/csl-citation.json"}[14] to examine the effects of the Transit Signal Priority (TSP) approach on safety and performance. Subsequently, traffic flow scenarios determined using the Latin hypercube method were tested on two different road networks, one utilizing TSP technology and the other not. The results include Time to Collision (TTC) and collision count values to determine the safety level, while average waiting times and stopping counts metrics were used to evaluate the intersection performance of TSP. Fig. 1 illustrates the overall structure of the study.Fig. 1. Overview of proceduresThe analysis began with the calculation of traffic flow scenarios using the Latin Hypercube Sampling (LHS) method, as shown in Fig. 1. Then, two road networks, one equipped with the TSP system and the other without, were created in the SUMO environment, including certain intersections. Each traffic flow scenario was simulated for these two road networks using TraCI and Python. At the end of the simulations, safety and performance metric values for buses and Passenger Cars (PC) were collected and analyzed. TraCI is an extension that allows access to and control of systems within the simulation at each simulation step, using Python with SUMO.2.1. Transit priority signal system (TSP) Transit Priority Signal System (TSP) refers to various methods employed at intersections controlled by traffic signals to enhance public transportation service and reduce delays. It can be divided into two main categories: active and passive priority systems ADDIN CSL_CITATION {"citationItems":[{"id":"ITEM-1","itemData":{"DOI":"10.1007/s40890-021-00138-z","ISBN":"0123456789","ISSN":"2199-9287","abstract":"Bus signal priority (BSP) is a traffic management measure which enhances the efficiency and service reliability of the buses. An efficient BSP helps in improving the bus travel time and reduces its delay at the signalized intersection while at the same time does not have an adverse impact on the overall network performance. This paper aims to provide a comprehensive review of the bus signal priority process by presenting the priority selection criteria, which discusses the different types of priority control strategy i.e. active priority and passive priority used and the criteria using which the priority is granted. It also gives an insight into the system architecture required for BSP implementation. The paper further discusses the model formulations for different priority control strategies focussing on the input data required, objective functions and constraints used in the formulation. Finally, the different methods used for BSP model evaluation in the literature along with the various performance indices used are presented.","author":[{"dropping-particle":"","family":"Imran","given":"Nazia Tazin","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Girijan","given":"Anagha","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Vanajakshi","given":"Lelitha Devi","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Transportation in Developing Economies","id":"ITEM-1","issue":"1","issued":{"date-parts":[["2022"]]},"page":"1-13","publisher":"Springer International Publishing","title":"A Review on Bus Signal Priority Systems","type":"article-journal","volume":"8"},"uris":["http://www.mendeley.com/documents/?uuid=1658a2af-e896-46de-b33e-ace4a0b31852"]}],"mendeley":{"formattedCitation":"[15]","plainTextFormattedCitation":"[15]","previouslyFormattedCitation":"[15]"},"properties":{"noteIndex":0},"schema":"https://github.com/citation-style-language/schema/raw/master/csl-citation.json"}[15]. In the active system, the presence of buses is detected by sensors, while in the passive system, it is assumed that buses approach the intersection according to a certain statistical distribution ADDIN CSL_CITATION {"citationItems":[{"id":"ITEM-1","itemData":{"DOI":"10.1179/1942787514Y.0000000044","ISSN":"19427875","abstract":"Transit signal priority (TSP) control widely used at signalized intersections has been recognized as a practical strategy to improve the efficiency and reliability of bus operations. A proper TSP control can effectively reduce bus travel time at local arterials without significantly bringing negative impacts to the network. This paper provides a comprehensive review of TSP controls by presenting two primary sections: priority control methods and system evaluations. Based on the different types of priority strategies, the existing control methods are sub-divided into two categories: passive control and active control. Particularly, the active control is further categorized as two groups: rule-based approach and model-based one. In the review section of system evaluations, this paper presents three effective ways found in the literature: analytical evaluation, simulation test, and field test. Also to further demonstrate the effectiveness of TSP in practice, this study analyzes its field benefits in 24 cities around the world.","author":[{"dropping-particle":"","family":"Lin","given":"Y.","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Yang","given":"X.","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Zou","given":"N.","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Franz","given":"M.","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Transportation Letters","id":"ITEM-1","issue":"3","issued":{"date-parts":[["2015"]]},"page":"168-180","title":"Transit signal priority control at signalized intersections: A comprehensive review","type":"article-journal","volume":"7"},"uris":["http://www.mendeley.com/documents/?uuid=cc142d4a-49b7-4b07-8659-d93d9f59d26a"]}],"mendeley":{"formattedCitation":"[16]","plainTextFormattedCitation":"[16]","previouslyFormattedCitation":"[16]"},"properties":{"noteIndex":0},"schema":"https://github.com/citation-style-language/schema/raw/master/csl-citation.json"}[16]. Under the categories of active and passive systems, there are specific TSP strategies, which generally work on principles such as extending the signal on the bus approach arm and prematurely terminating the green signal on other conflicting arms or making phase changes.In this study, in our hypothetical network, the TSP red truncation technique was applied at intersections indicated by red dots in Fig. 2, in conjunction with an Actuated Signal Control System (ASC). In red truncation, when the presence of a bus is detected, the red signal on the arm on which the public transportation vehicle is approaching is prematurely terminated, and it returns to the green signal. To make the system work, area detectors along the route were used at intersections where two bus routes pass, which are located on the central horizontal and vertical axis of the road network, for the purpose of TSP system detecting buses. 2.2. Surrogate safety and performance measures The safety analysis of road segments can be approached in various ways in today's context. Traditional methods involve examining data from past accidents to evaluate the collision risk in an area. On the other hand, collisions are relatively rare events within the flow of traffic interactions ADDIN CSL_CITATION {"citationItems":[{"id":"ITEM-1","itemData":{"author":[{"dropping-particle":"","family":"Amundsen","given":"F H","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Hyden","given":"C","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Oslo, TTI, Oslo, Norway and LTH Lund, Sweden","id":"ITEM-1","issued":{"date-parts":[["1977"]]},"title":"Proceedings of first workshop on traffic conflicts","type":"article-journal","volume":"78"},"uris":["http://www.mendeley.com/documents/?uuid=6d9e03e9-297c-4c39-b8e3-78003ef11011"]}],"mendeley":{"formattedCitation":"[17]","plainTextFormattedCitation":"[17]","previouslyFormattedCitation":"[17]"},"properties":{"noteIndex":0},"schema":"https://github.com/citation-style-language/schema/raw/master/csl-citation.json"}[17]. Therefore, it may take years to assess an area from a collision perspective using traditional methods. In contrast to traditional methods, SSMs can be employed to assess safety. SSMs are based on the concept that accidents result from conflicts, which are situations where the probability of a collision is high. These models serve as proactive indicators that provide advance information about the safety of a facility. An essential term frequently used in these proactive studies is 'conflicts.' A conflict is defined as an observable situation in which two or more road users come together in time and space, posing a risk of collision if their movements remain unchanged.In this study, commonly used concepts from the literature, Time to Collision (TTC), and the Number of Conflicts (NoC), were utilized SSMs ADDIN CSL_CITATION {"citationItems":[{"id":"ITEM-1","itemData":{"ISBN":"0965-092X","author":[{"dropping-particle":"","family":"Saffarzadeh","given":"Mahmoud","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Nadimi","given":"Navid","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Naseralavi","given":"Saber","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Mamdoohi","given":"Amir Reza","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Proceedings of the Institution of Civil Engineers-Transport","id":"ITEM-1","issue":"5","issued":{"date-parts":[["2013"]]},"page":"294-304","publisher":"Thomas Telford Ltd","title":"A general formulation for time-to-collision safety indicator","type":"paper-conference","volume":"166"},"uris":["http://www.mendeley.com/documents/?uuid=e97ebb42-332b-439f-accf-c8b2ec37beba"]},{"id":"ITEM-2","itemData":{"ISSN":"0361-1981","author":[{"dropping-particle":"","family":"Zheng","given":"Lai","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Sayed","given":"Tarek","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Transportation research record","id":"ITEM-2","issue":"5","issued":{"date-parts":[["2019"]]},"page":"493-502","publisher":"SAGE Publications Sage CA: Los Angeles, CA","title":"Comparison of traffic conflict indicators for crash estimation using peak over threshold approach","type":"article-journal","volume":"2673"},"uris":["http://www.mendeley.com/documents/?uuid=6e62bf05-16f9-480b-af94-efe0e655a092"]},{"id":"ITEM-3","itemData":{"ISBN":"1728145538","author":[{"dropping-particle":"","family":"Vuong","given":"Xuan-Can","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Mou","given":"Rui-Fang","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Vu","given":"Trong-Thuat","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"2019 4th International Conference on Intelligent Transportation Engineering (ICITE)","id":"ITEM-3","issued":{"date-parts":[["2019"]]},"page":"247-251","publisher":"IEEE","title":"Safety Impact of timing optimization at mixed-traffic intersections based on simulated conflicts: a case study of Hanoi, Vietnam","type":"paper-conference"},"uris":["http://www.mendeley.com/documents/?uuid=1cae24e8-eca5-4170-b2aa-ed7302bc5f56"]},{"id":"ITEM-4","itemData":{"ISSN":"1524-9050","author":[{"dropping-particle":"","family":"Jiang","given":"Xiaobei","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Wang","given":"Wuhong","non-dropping-particle":"","parse-names":false,"suffix":""},{"dropping-particle":"","family":"Bengler","given":"Klaus","non-dropping-particle":"","parse-names":false,"suffix":""}],"container-title":"Ieee transactions on intelligent transportation systems","id":"ITEM-4","issue":"2","issued":{"date-parts":[["2014"]]},"page":"1048-1053","publisher":"IEEE","title":"Intercultural analyses of time-to-collision in vehicle–pedestrian conflict on an urban midblock crosswalk","type":"article-journal","volume":"16"},"uris":["http://www.mendeley.com/documents/?uuid=eb206292-7b5b-4256-9f3d-a0c2f00d8d65"]}],"mendeley":{"formattedCitation":"[18–21]","plainTextFormattedCitation":"[18–21]","previouslyFormattedCitation":"[18–21]"},"properties":{"noteIndex":0},"schema":"https://github.com/citation-style-language/schema/raw/master/csl-citation.json"}[18–21]. TTC is defined as the remaining time until a potential collision if interacting road users do not change their speed and direction. For two vehicles, TTC is calculated by dividing the distance (D) between them at a specific moment by the relative velocity (∆V) of the two vehicles using Eq 1, as introduced by Hayward ADDIN CSL_CITATION {"citationItems":[{"id":"ITEM-1","itemData":{"author":[{"dropping-particle":"","family":"Hayward","given":"John C","non-dropping-particle":"","parse-names":false,"suffix":""}],"id":"ITEM-1","issued":{"date-parts":[["1972"]]},"publisher":"Pennsylvania State University University Park","title":"Near miss determination through use of a scale of danger","type":"article-journal"},"uris":["http://www.mendeley.com/documents/?uuid=cdb7b64d-92ae-4d3d-849c-dbc637235c31"]}],"mendeley":{"formattedCitation":"[22]","plainTextFormattedCitation":"[22]","previouslyFormattedCitation":"[22]"},"properties":{"noteIndex":0},"schema":"https://github.com/citation-style-language/schema/raw/master/csl-citation.json"}[22].TTC=D∆V(1)3. SIMULATION SETUP The use of simulation in traffic engineering is quite common, especially due to its cost-effectiveness and the ability to facilitate experiments of various applications before real-world implementation. Additionally, microsimulation technique enables the modeling of complex vehicle interactions, allowing for the presentation of comprehensive results. In this study, the microsimulation program SUMO was employed to investigate the safety implications of TPS. SUMO was chosen for its reputation for providing reliable microsimulation capabilities and its compatibility with in-depth analysis supported by Python.The purpose of the simulations conducted in this study was to evaluate whether the implementation of a TPS in a road network raises safety concerns. Therefore, we aimed to assess the impact of such systems on traffic flow from a safety perspective, considering the increasing adoption of intelligent transportation systems in recent years. It is expected that the results of this research will provide valuable insights for traffic engineers on how much these systems should influence their design 3.1. Hypothetical road network and traffic flow scenarios To conduct simulations, a hypothetical road network consisting of nine intersections was created (Fig. 2). The connections within this network consisted of two lanes, and the maximum allowable speed on these lanes was set at 82 kilometers per hour. The distance between intersections was designed to be 500 meters. This type of road network was selected due to its relatively simple configuration, commonly found in large cities.Fig. 2. Representation of hypothetical road network and other systemsIt was assumed that two types of transportation were used within the road network: buses and passenger cars (PC). Additionally, it was assumed that bus routes progressed centrally on the road network. Car routes were configured to follow a linear path starting from source nodes, and a no-turn rule was assumed at intersections. Furthermore, pedestrian traffic within the road network was neglected. This simplification aimed to reduce simulation parameters, the required number of simulations, and overall complexity. In Fig. 2, source nodes are highlighted in blue, indicating entry points where both buses and passenger cars had access to the road network. Other source nodes exclusively served as entry points for PCs.To monitor and record the number of buses within the approach lanes, strategically placed area detectors capable of detecting up to 100 meters behind the Stop line at intersections were installed, as shown in Fig. 2 in turquoise. In the SUMO simulation program, these detectors are referred to as lane area detectors. Additionally, inductive loop detectors placed beneath the road surface were used for the Adaptive Signal Control (ASC) system. The positions of these inductive loop detectors were automatically determined based on the cycle times used in the active signal control system employed by SUMO. Information about the parameters used in ASC (min-max green time, passing time, etc.) and the phase plan is presented in Fig. 2.3.2. Latin hypercube and traffic flow scenariosAs explained in the simulation setup section, there are a total of 12 source nodes in the hypothetical road network, and it is assumed that passenger car (PC) traffic originates from all of these nodes. Additionally, it is assumed that there are bus routes along the roads crossing horizontally and vertically through the network, and bus traffic originates from the source nodes along these routes. As a result, a total of 16 traffic flow variables are created, and these 16 flow variables, taking different values, constitute a single traffic scenario.In this study, the existence of 16 traffic flow variables necessitates considering a large number of traffic scenarios. Therefore, the Latin Hypercube Sampling (LHS) method, recommended by McKay et al. (1979), aims to reduce the required number of experiments by creating a set of high-quality samples that have a distribution similar to the initial distribution. Consequently, the set of traffic flow scenarios was generated using the LHS method.For each traffic scenario, a simulation of 3600 seconds was conducted. After the simulations, total conflict counts within each scenario and the Time-to-Collision (TTC) durations for each conflict were recorded for use in safety comparisons, and the average TTC was calculated. As performance metrics, the total stop counts and stop durations for buses and PC were extracted from the simulation results, and the averages of stop durations were calculated. Furthermore, the random-coordinate descent (RCD) optimization method was selected for the LHS process, resulting in the creation of a total of 500 traffic flow scenarios for simulation.4. ANALYSIS RESULTS In this section, the results obtained from the simulations are presented and discussed with graphs. Different signal control systems were used, and Figure 3 presents graphs showing how the safety level changes, while Figure 4 presents figures showing how the performance of the road network is affected.When examining the central tendencies for safety elements in Fig. 3, it is evident that the average conflict count (NoC) is higher for both PC and buses when the bus priority system (TSP) is used compared to when adaptive signal control (ASC) is used. This observation indicates that TSP may lead to more frequent sudden stops, especially for PC, which could increase the risk of traffic accidents.Fig. 3. SSMs with TSP+ASC and ASC systems under different traffic flow scenariosFor TSP usage, it can be observed that some passenger car flow vectors have more conflicts when only ASC is used. This can be observed particularly when considering that the upper bound of the TSP box is approximately 70,000, while the upper bound of ASC is approximately 55,000. A similar situation is observed when examining the bus graph, especially where lower quartile values are higher. This could be because buses are relatively fewer compared to PC. When examining the TTC figures, it is seen that the lower bound for TSP usage is below the first quartile value determined for ASC usage for PC. However, some outliers are observed below the first quartile. ASC usage results in a narrower distribution of TTC values, generally between 1.82 and 1.87 seconds. On the other hand, TSP usage shows that TTC values are spread over a wider range, between 1.8 and 1.9 seconds. In other words, while the median value for TSP usage is slightly higher than ASC, the lower and upper limits are more dispersed, indicating a higher probability of more severe conflict situations in some scenarios. Similarly, when examining TTC distributions for buses, it is observed that TSP usage has a less pronounced distribution compared to ASC usage. With ASC, TTC values range from 1.7 to 1.7 seconds, while with TSP, they range from 2 to 1.8 seconds. In other words, TSP usage reduces the probability of buses experiencing more serious conflicts while potentially increasing the likelihood of PC encountering more serious conflicts. This result is consistent with the expected outcome of TSP, which reduces stopping and braking for bus flows.Fig. 4. Performance measures with TSP+ASC and ASCThe changes in road network performance due to TSP usage are shown in Figure 4. The figure separately presents waiting and stopping counts per vehicle for PC and buses. When comparing waiting times for PC, it is clear that TSP usage increases waiting times compared to ASC usage. This is especially evident when looking at median values. Waiting times for PC range from 1.3 to 1.7 seconds with TSP usage, while they range from 1 to 1.3 seconds with ASC usage. Waiting times for buses, on the other hand, are lower on average with TSP usage, as expected. The average waiting time with TSP is just below 1 second, while with ASC, it exceeds 1.2 seconds. Additionally, when looking at the lower quartile boundary, it is clearly seen that 25% of the scenarios require waiting times between 0.3 and 0.7 seconds with TSP usage. On the other hand, in some traffic flow scenarios where buses are located at distances where detectors cannot see them within heavy traffic, waiting times may be higher with TSP usage. As for the average stopping counts, it is observed that PC make more involuntary stops. With TSP usage, PC make an average of approximately 21 stops, while with only ASC, they make approximately 10 stops. However, the situation is reversed for buses. With TSP usage, buses make an average of about 3 stops, while with only ASC, they make an average of about 9 stops. When looking at the lower and upper quartile boundaries, in 75% of the cases, buses make fewer than 5 stops with TSP usage. On the other hand, with ASC usage, 75% of the cases require 7 or more stops. In conclusion, TSP usage significantly increases average waiting times and stopping counts for PC. In contrast, it significantly reduces waiting times and stopping counts for buses.To summarize, while TSP enhances bus transportation efficiency by reducing waiting times and stopping counts, it does raise potential safety concerns, particularly for passenger vehicles. Decision-makers and transportation authorities should consider the balance between improving bus performance and potentially increasing safety risks, especially for PC when contemplating the implementation of TSP systems. It is evident that more research and analysis are needed to develop strategies to mitigate safety concerns associated with TSP and to ensure the safe integration of these systems into urban transportation networks.4. CONCLUSIONThis study aimed to investigate the effects of Transit Signal Priority (TSP) systems on traffic safety and efficiency for buses and PC. TSP is a system that allows public transportation vehicles to receive priority at traffic signals, potentially enhancing the efficiency of urban transportation. However, it should be noted that these systems may also raise potential safety concerns.Our analyses were conducted using microsimulation methods, comparing the impacts of TSP strategies' implementation and non-implementation on safety and performance within a road network. The results obtained indicate that TSP systems can enhance the transportation efficiency of buses. It was observed that waiting times and the number of stops for buses decreased, allowing buses to travel more quickly. This could contribute to public transportation vehicles providing services in a timelier and reliable manner.However, this study also demonstrated that TSP systems may raise safety concerns, particularly by increasing waiting times and the number of stops for PC, potentially increasing the risk of traffic accidents. These concerns reflect the fact that TSP systems may adversely affect traffic safety for PC.In conclusion, this study provides valuable guidance for decision-makers and transportation authorities regarding the implementation of TSP systems. While these systems have the potential to enhance bus transportation efficiency, they may also raise safety concerns. Therefore, a careful balance is required in the implementation and design of TSP systems. Furthermore, further research is needed to develop strategies to mitigate safety concerns and integrate these systems into urban transportation networks safely.Future studies should focus on exploring how different TSP strategies impact safety under various traffic conditions and how safety measures can be improved. Additionally, within this context, there should be a more detailed examination of the interaction between public transportation vehicles and private cars.ReferencesADDIN Mendeley Bibliography CSL_BIBLIOGRAPHY 1.Lin Yiching, Xianfeng Yang, Nan Zou, Mark Franz. 2015."Transit signal priority control at signalized intersections: a comprehensive review." Transportation Letters 7(3):168-80.2.Currie Graham, Amer Shalaby. 2008. "Active transit signal priority for streetcars: experience in Melbourne, Australia, and Toronto, Canada." Transportation Research Record 2042(1): 41-9.3.Kim Wonho, L.R. Rilett. 2005."Improved transit signal priority system for networks with nearside bus stops." Transportation Research Record. 1925(1):205-14.4.Ngan Vikki, Tarek Sayed, Akmal Abdelfatah. 2004. "Impacts of various parameters on transit signal priority effectiveness. 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"Near miss determination through use of a scale of danger."Received 03.11.2023; accepted in revised form 29.12.2023Scientific Journal of Silesian University of Technology. Series Transport is licensed under a Creative Commons Attribution 4.0 International License PAGE 70E. Doğan Faculty of Engineering and Natural Sciences, Kırıkkale University, Ankara St. 7. Km Yenişehir, Kırıkkale 71450 Yahsihan/Kırıkkale, Turkey. Email: edogan@kku.edu.tr. ORCID: https://orcid.org/0000-0001-7802-641XExamining the safety impacts… PAGE 71.Scientific Journal of Silesian University of Technology. Series TransportZeszyty Naukowe Politechniki Śląskiej. 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DocumentLibraryFormDocumentLibraryFormDocumentLibraryFormJay14JournalArticle{78847417-C7D6-4DDE-8CF8-B976F232225D}JayantA.,Gupta, P., Garg, S.K. and Khan, M.TOPSIS-AHP based approach for selection of reverse logistics service provider: a case study of mobile phone industry.2014Procedia Engineering2147-2156971Pak17InternetSite{26F27E69-3E35-4B54-8919-09F53D07045E}PBSPakistan Bureau of Statistics, Population Census 2017, Government of Pakistan, Islamabad, Pakistan2017http://www.pbscensus.gov.pk/21December20172Sou18InternetSite{34BB1F91-464E-4B1A-80C2-2A7774E8084E}South Asia Terrorism Portal, Institute for Conflict Management, New Delhi, Delhi, India, Asia-Pacific (APAC)2018http://www.satp.org/2017December21SATP3Abb18Misc{9B8BFA9B-8126-458A-9B52-F50DC39751FA}2018http://morning.pk/2017/12/pakistan-railways-makes-record-loss-80b-rupees/AbbasShahidPakistan Railways Makes Record Loss of 80b RupeesDaily Morning Mail, Newspaper, December 18, 20172018March294PRC15Misc{4DDF6F05-C42A-417E-B7CE-45A0A903D253}PRCPeople Republic of China, Offical WebsiteChronology of China’s Belt and Road Initiative2015The State Council, the People'S Republic of China2018March29http://english.gov.cn/news/top_news/2015/04/20/content_281475092566326.htm5PC18InternetSite{DFC2AB07-2D4A-4FD8-9CB2-CC47F5040F19}Planning Commission, China Pakistan Economic Corridor (CPEC) offical Websitehttp://cpec.gov.pk/infrastructurePC2018Feburary222018Goverment of Pakistan, Islamabad, Pakistan6Dis10JournalArticle{B97640B9-8C45-4CB8-8DF3-89EE6500B970}DissanayakeDMorikawTakayukInvestigating Household Vehicle Ownership, Mode Choice, And Trip Sharing Decisions Using A Combined Revealed Preference/Stated Preference Nested Logit model: Case Study In Bangkok Metropolitan RegionJournal of Transport Geography2010402-4101837Lar13JournalArticle{44667924-069F-4366-8FE8-B5AA764A9DF6}LarsenK.BuliungR.FaulknerG.Safety and School Travel: How Does the Environment Along the Route Relate to Safety and Mode Choice?Transportation Research Record: Journal of the Transportation Research Board20139-18Transportation Research Board of the National Academies23278Joh06JournalArticle{AE03F1DD-ECED-4493-BE8A-0F699BC0FAF5}The Effects of Attitudes And Personality Traits On Mode Choice2006406JohanssonabM.v.HeldtT.JohanssonPer.Transportation Research Part A: Policy and Practice507-52539Bha06JournalArticle{6AFC1D23-37B6-43A4-BD4B-A8ADC7875942}BhatChandraR.SardesaiR.The Impact Of Stop-Making And Travel Time Reliability On Commute Mode ChoiceTransportation Research Part B: Methodological2006709-73040910Sch13JournalArticle{C520DC7E-4875-44F5-874B-D9C0266A3833}ScheinerJ.Holz-RauC.A comprehensive Study Of Life Course, Cohort, And Period Effects On Changes In Travel Mode UseTransportation Research Part A: Policy and Practice2013167-1814711Pra09JournalArticle{49193CDF-096F-49F5-99BD-C4E872107160}Route Choice Modeling: Past, Present and Future Research Directions2009PratoC.,GJournal of Choice Modelling65-1002112McF74BookSection{5595771F-7A70-48C5-AA13-14D94606361F}McFaddenD.ZarembkaP.Conditional Logit Analysis Of Qualitative Choice Behavior1974Academic Press, New York, USAFrontiers in Econometrics105-14213Ben85Book{05ED7905-E9A2-4E17-B75E-E36AEC5479D5}Ben-AkivaM.E.LermanS.R.Discrete Choice Analysis: Theory and Application to Travel Demand1985MIT Press14Hen07Book{36D919AC-C535-4A19-AF6F-094387C614A2}Applied Choice Analysis A Primer (Third Edition)2007Cambridge University PressHensherA.,D.RoseJ.M.GreeneW.H.15Tra09Book{ABF0AD82-089E-47AB-B927-72061DB8A17D}TrainE.K.Discrete Choice Methods With Simulation2009Cambridge University Press, UK16PR18InternetSite{5334F3A1-6E17-4E15-AFF0-0B95CBA002A6}Pakistan Railways, Government of Pakistan, Ministry of Railways, Islamabad, Pakistan.2018Pakistan Railwayshttps://www.pakrail.gov.pk/AboutUs.aspx2018Feburary1917MoF18Misc{0C75E6F7-8CCE-479C-A498-DF9D5C33A358}2018MoFEconomic Survey 2017-18Ministry of Finance, Government of Pakistan, Islamabad2018March3http://www.finance.gov.pk/survey/chapters_17/13-Transport_and_Communications.pdf18Kar17JournalArticle{C0FCA57D-3792-4553-A586-81F3E8F03B65}KarahaliosH.The application of the AHP-TOPSIS for evaluating ballast water treatment systems by ship operators2017Transportation Research Part D: Transport and Environment pp.172-1845219Mei08JournalArticle{FC593DA1-B80A-4760-BECA-7FC59F5595B8}A Review Of The Transportation Mode Choice And Carrier Selection LiteratureThe International Journal of Logistics Management2008183-211MeixellMaryJNorbisMario19220Bor09Report{87B8A83E-D024-4BBB-9DFB-D756AA639B41}BoranF.E.,Genç, S., Kurt, M. and Akay, D. A multi-criteria intuitionistic fuzzy group decision making for supplier selection with TOPSIS method.2009Expert Systems with Applications, 36(8), pp.11363-11368.21TsaSH02Report{709A115A-B07C-4B1C-96FF-A7DA994FD6E2}TsaurS.H.,Chang, T.Y. and Yen, C.HThe evaluation of airline service quality by fuzzy MCDM2002Tourism management, 23(2), pp.107-115.22Sri07JournalArticle{F0E803CB-7AA0-4D26-8873-F3EF52ECC0B1}SrinivasanK.BhargavP.RamaduraiG.MuthuramV.SrinivasanS.Determinants of Changes in Mobility and Travel Patterns in Developing Countries: Case Study of Chennai, India200742-52Journal of the Transportation Research Board, Transportation Research Record, No. 203823Böc17JournalArticle{AB3E3915-F0D2-458A-B040-A33266306359}Elderly Travel Frequencies And Transport Mode Choices In Greater Rotterdam, The NetherlandsTransportation2017831-852BöckerL.van AmenP.HelbichM.44424Sun17JournalArticle{B3A1B723-7C1D-4211-A51A-BED96C72B6E1}SunBErmagunA.DanBoBuilt Environmental Impacts On Commuting Mode Choice And Distance: Evidence From ShanghaiTransportation Research Part D: Transport and Environment2017441-45352B25Azi17JournalArticle{98816A6F-D8C8-48FD-80C2-69405A7301D0}AzizA.,H., M.NagleN.,N.MortonA.,M.HilliardM.,R.WhiteD.,A.StewartR.N.Exploring The Impact of Walk–Bike Infrastructure, Safety Perception, And Built-Environment On Active Transportation Mode choice: A Random Parameter Model Using New York City Commuter DataTransportation20171-23https://doi.org/10.1007/s11116-017-9760-826Saa08JournalArticle{CCA3EBE6-EAFC-4382-BEEF-BA2E8F2F92DA}SaatyThomasL.Decision Making With The Analytic Hierarchy ProcessInternational Journal Of Services Sciences200883-981127Saa80Book{E88BFCA2-3442-4516-ABA0-DE161F8F874E}Multicriteria Decision Making: The Analytic Hierarchy Process1980New YorkMcGraw HillSaaty28Kos12JournalArticle{6422ABAC-CD3B-4BB0-B45D-A51DDA656433}KosijerM.IvicM.MarkovicM.BelosevicIMulticriteria decision-making in railway route planning and designGradevinar2012195-20529ZNe17JournalArticle{AAD10AEE-175B-4BEE-83B2-95623576BCB0}IvonaZ.,NedevskaZoranM.,KrakutovskiZlatkoS.,ZafirovskiApplication of different methods of multicriteria analysis for railway route selectionTehnika2017797-805Union of Engineers and Technicians of Serbia, Belgrade72630Ham16JournalArticle{8EC61A16-8CFE-4ECF-85C5-1D7F8CF9E0E1}HamurcuMustafaGurSeydaOzderEmirHuseyinTamerErenA Multicriteria Decision-Making for Monorail Route Selection in AnkaraInternational Journal of Industrial Electronics and Electrical Engineering2016121-1253731Yai97JournalArticle{AA4989BF-4506-40F5-BE8C-F2467D4A6906}YaiTetsuoIwakuraSeijiMorichiShigeruMultinomial probit with structured covariance for route choice behavior1997Transportation Research Part B: Methodological195-20731332Pra091JournalArticle{D029367F-3B54-4249-8AE2-E680BCE2CCB3}PratoCarloGiacomoRoute choice modeling: past, present and future research directionsJournal of Choice Modelling200965-1002133Dis02Misc{0E8BFCFF-7D7D-4518-97FD-EB0CE9C4D6EE}DissanayakeDMorikawaT.Transportation Research Record200245-521805Household Travel Behavior in Developing Countries Nested Logit Model of Vehicle Ownership, Mode Choice, and Trip Chaining3412024-03-12T09:10:00Z2024-03-12T09:10:00Z