Yanqun Yang , Yue Chen , Said M. Easa , Ming Chen , Xinyi Zheng
{"title":"Impact of variable message signs on drivers’ situation awareness in freeway exit areas","authors":"Yanqun Yang , Yue Chen , Said M. Easa , Ming Chen , Xinyi Zheng","doi":"10.1016/j.trf.2024.07.007","DOIUrl":"10.1016/j.trf.2024.07.007","url":null,"abstract":"<div><p>The driving environment in the freeway exit areas is complex, and the installation of relevant signs can enhance the creation of a safe and smooth exit area environment. This study investigated the situation awareness (SA) scores of two types of drivers using different signs in the freeway exit areas and the correlation between drivers’ eye movement, driving behavior, and SA scores. The driving tasks were divided into two situations: continuing on the mainline and entering the exit ramp. The independent variables included scene type (static speed limit signs, static speed limit signs plus variable message signs, variable speed limit signs, variable speed limit signs plus variable message signs), and participant type (experienced and inexperienced participants). The dependent variables were SA, eye movement, and driving behavior. Each participant completed a driving simulation experiment with the two driving tasks, totaling eight scenes. The SA scores were measured using the Situation Awareness Global Assessment Technique (SAGAT). The driving behavior and eye movement were collected during the experimental data analysis segment, and the sensitivity indicators for evaluating drivers’ SA were determined by calculating the correlation with the SAGAT scores. This paper focuses on applying variable message signs (VMS) to speed limits in freeway exit areas from the driver’s perspective to enhance driving safety. The findings showed that drivers have better SA in scenes with VMS, and experienced drivers have better SA than inexperienced drivers in the same scene. The VMS affects speed control, and eye movement is a sensitive SA indicator.</p></div>","PeriodicalId":48355,"journal":{"name":"Transportation Research Part F-Traffic Psychology and Behaviour","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141950691","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Socially responsible behaviour of a pedestrian − Obligation or necessity?","authors":"Solomiya Pysarevska, Zinoviy Yaremko, Svitlana Tymoshuk, Viktoriya Vashchuk","doi":"10.1016/j.trf.2024.08.003","DOIUrl":"10.1016/j.trf.2024.08.003","url":null,"abstract":"<div><p>As vulnerable road users, pedestrians are the object of research in various areas of road safety. One of the ways to reduce the level of risky behaviour of pedestrians is to increase their social responsibility by applying the “traditional” 3 E: engineering, education, and enforcement. Social responsibility involves a focus on responsibility for both actions related to personal safety and actions that benefit society. This paper deals with the results of a survey of pedestrians regarding their risky behaviour while walking, namely, violation of crossing rules and distraction by using a smartphone or listening to music through headphones. It was found that risky behaviour depends on the age of pedestrians, and listening to music through headphones also depends on the person’s gender. It was established that respondents’ assessment of the safety of transport modes does not correlate with data on mortality in road traffic accidents using different types of transport. It is proposed that social responsibility of pedestrians can be increased by analyzing the causes and events that lead to traffic accidents during the study of safety disciplines in higher education institutions.</p></div>","PeriodicalId":48355,"journal":{"name":"Transportation Research Part F-Traffic Psychology and Behaviour","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141952668","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Investigating impact of situation awareness-based displays of semi-autonomous driving in urgent situations","authors":"Hwiseong Kim , Jeonguk Hong , Sangwon Lee","doi":"10.1016/j.trf.2024.07.018","DOIUrl":"10.1016/j.trf.2024.07.018","url":null,"abstract":"<div><p>Semi-autonomous vehicles still require drivers to take over in an unexpected situation. In this situation, the increased cognitive load on the driver can lead to distraction, which in turn reduces situational awareness (SA) and prevents appropriate responses, increasing the risk of accidents. For this reason, providing interfaces that enhance SA is essential to ensuring safety and optimal performance. However, existing SA-based display research often overlooks the levels of SA and effectiveness of modalities, especially in urgent situations where a driver’s SA might be compromised. The present study aims to design SA-based display that considers the urgency of the situation and the level of SA in line with a specific design framework and modality effectiveness. We conducted an experiment using simulated videos to evaluate the effectiveness of the SA-based display. This experiment assessed the effects of three urgent situations and three levels of situational awareness-based displays on drivers’ SA, situational trust, mental workload, and perceived urgency. We employed a 3x4 mixed-factorial design for the experiment. The between-subject factors were the SA levels (perception, comprehension, and projection) and a baseline. The within-subject factors were urgency scenarios (low, medium, and high). The results showed that as urgency increased, displays reflecting Level 3 SA, which requires prediction, significantly improved SA compared to other displays. We expect our findings to contribute to the practical design of automotive displays by providing useful considerations for SA-based display design.</p></div>","PeriodicalId":48355,"journal":{"name":"Transportation Research Part F-Traffic Psychology and Behaviour","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141954684","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Kim L. Austerschmidt, Daniel A. Schlueter, Jessica Koenig, Maximilian Flieger, Julia Bergerhausen, Kristina Hennig-Fast, Thomas Beblo, Martin Driessen, Max Toepper
{"title":"Openness to experience is associated with better on-road driving performance in older adults","authors":"Kim L. Austerschmidt, Daniel A. Schlueter, Jessica Koenig, Maximilian Flieger, Julia Bergerhausen, Kristina Hennig-Fast, Thomas Beblo, Martin Driessen, Max Toepper","doi":"10.1016/j.trf.2024.07.017","DOIUrl":"10.1016/j.trf.2024.07.017","url":null,"abstract":"<div><h3>Background</h3><p>Particularly in older age, personality has been an underrepresented predictor of driving safety. However, when changes in driving-related abilities are inevitable, on-road performance declines and personality traits may play an important role because the need for self-assessment and self-management is rising.</p></div><div><h3>Methods</h3><p>In a prospective on-road study with data from <em>N</em> = 81 older drivers, we therefore examined whether and to what extent the Big Five dimensions predict on-road driving performance. Statistical analyses included a multiple regression of on-road driving performance onto the Big Five dimensions. Moreover, we explored the relation of the Big Five dimensions with specific driving dimensions and different driving-relevant variables.</p></div><div><h3>Results</h3><p>Among all Big Five dimensions, only openness to experience significantly predicted on-road performance in older drivers. Moreover, it showed positive correlations with most driving dimensions and several driving-relevant variables. Both openness to experience and extraversion were associated with greater driving practice.</p></div><div><h3>Discussion</h3><p>Among different personality factors, our results highlight the relevance of openness to experience for on-road driving behavior in older adults. Although personality alone does not appear to adequately predict on-road performance, the examination of specific personality traits may help to identify at-risk drivers and aid in prevention and intervention.</p></div>","PeriodicalId":48355,"journal":{"name":"Transportation Research Part F-Traffic Psychology and Behaviour","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1369847824001864/pdfft?md5=3830a45d089de4529dfe4ff9917e9276&pid=1-s2.0-S1369847824001864-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141950540","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Examining the effectiveness of an education-based road safety intervention and the design and delivery mechanisms that promote road safety in young people","authors":"Sara Waring , Louise Almond , Lauren Halsall","doi":"10.1016/j.trf.2024.07.019","DOIUrl":"10.1016/j.trf.2024.07.019","url":null,"abstract":"<div><h3>Background</h3><p>Road traffic collisions (RTCs) are the leading cause of deaths for young people worldwide. Whilst educational interventions that adopt fear-based messaging are commonly used to improve road safety in young people, limited focus has been directed to examining how they are delivered. Accordingly, this mixed-method study aims to i) measure the effectiveness of a UK intervention called Safe Drive Stay Alive (SDSA) for improving road safety knowledge, attitudes and intentional behaviors, and ii) what design and delivery mechanisms are important for achieving this.</p></div><div><h3>Methods</h3><p>In study one, participants completed online questionnaires that measured road safety knowledge, attitudes, and behavioural intentions pre- (n = 1304) and post-intervention (n = 407), and two months later (n = 72). In study two, focus groups were conducted with 10 young people post-intervention to understand what mechanisms were important for promoting road safety.</p></div><div><h3>Results</h3><p>Statistical analysis of questionnaires showed that road safety knowledge, attitudes, and intentional behaviours significantly improved post-intervention. However, descriptive comparisons of the smaller number of two-month follow-up questionnaires indicated that ratings returned to pre-intervention levels. Thematic analysis of focus groups highlighted that having emotive, realistic, and relatable content was important for encouraging young people to attend to the message. However, more focus was needed on how to address peer pressure.</p></div><div><h3>Conclusion</h3><p>SDSA improves road safety knowledge, attitudes, and behavioural intentions. However, there are indications that benefits may be short lived, requiring ‘top up’ interventions. Whilst young people also perceive SDSA to be useful, engaging, and delivering an important message, support is needed for addressing peer pressure.</p></div>","PeriodicalId":48355,"journal":{"name":"Transportation Research Part F-Traffic Psychology and Behaviour","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1369847824001888/pdfft?md5=0b934555b69a8a139417d6d18b5809b2&pid=1-s2.0-S1369847824001888-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141951716","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Self-Regulating compliance to enhance safe driving behaviours","authors":"Natalie Watson-Brown , Verity Truelove , Teresa Senserrick","doi":"10.1016/j.trf.2024.07.021","DOIUrl":"10.1016/j.trf.2024.07.021","url":null,"abstract":"<div><p>Risky and non-compliant driving behaviours contribute to road crash fatalities and serious injuries globally. Enforcement measures are essential but shown to be limited in reach and effectiveness. As such, it is critical to examine root causes of engagement in non-compliance to develop effective countermeasures. Self-regulation is an under-researched construct recently found to be important in reduced engagement in unintentional and deliberate risky driving behaviours. This study explored factors that are associated with regulatory processes for mobile phone use while driving and speeding, guided by self-determination theory. Licensed drivers aged 17 years and over (<em>n</em> = 1,146) were recruited to participate in an online survey. Hierarchical multiple linear regressions were conducted finding internal (self) and external regulation accounted for 28 % of the variance in mobile phone use while driving and 39 % of the variance in speeding. Across the behaviours, internal regulation was found to be similarly influenced by legitimacy, risk perception and repeated engagement in the behaviours, with greater perceived legitimacy of enforcement, a higher risk perception and less engagement in non-compliance predicting greater internal regulation. Females, who comprised 53 % of participants, and older participants (age range 17–82 years) reported greater capacity for internal regulation across the behaviours, and fewer hours spent driving was predictive of internal regulation. Greater external regulation was predicted by higher perceived certainty of apprehension for both behaviours, and a lack of regulation was predicted by habitual behaviours for mobile phone use while driving. While there were similarities between the regulation of speeding and mobile phone use while driving, nuances were recognised that are important for targeted interventions and identifying effective components of countermeasures. The findings are anticipated to enhance current systems of enforcement to have a greater impact on reducing engagement in risky behaviours and consequential road trauma with countermeasures informed by self-determination theory.</p></div>","PeriodicalId":48355,"journal":{"name":"Transportation Research Part F-Traffic Psychology and Behaviour","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1369847824001906/pdfft?md5=a48ddb7d7d591baf9f15224e4464fe36&pid=1-s2.0-S1369847824001906-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141954683","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Effect of riding experience on changing opinions toward connected and autonomous vehicle safety – Evidence from field experiments","authors":"Yang Li , Xiaowei Shi , Xiaopeng Li","doi":"10.1016/j.trf.2024.07.023","DOIUrl":"10.1016/j.trf.2024.07.023","url":null,"abstract":"<div><p>Connected and autonomous vehicles (CAVs) are considered one of the most promising mobility technologies to be implemented in the near future. A recent study (Shi et al. 2021) investigated how riding experience influences perceptions of autonomous vehicle safety through field experiments. This study used the same dataset as Shi et al. (2021) but focused on investigating the factors influencing people’s initial opinions toward CAV safety and how these opinions will change following a successful CAV ride. A random parameter ordered probit model was adopted to analyze people’s initial opinions before the CAV ride, which resolves the fixed parameter estimations limitation of the traditional ordered probit model. Furthermore, a hierarchical ordered probit model was used to study people’s opinion changes after experiencing the CAV ride, overcoming the fixed thresholds limitation of the traditional ordered probit model. Based on the estimation results, we identified the characteristics of prospective CAV users, such as individuals who drive alone, have Auto Pilot ride experience, have high income, have a long commute time, and have high education levels. Therefore, the needs of these demographics should be well considered in future CAV technology development. We also found that high-education individuals tend to have more negative initial opinions regarding CAV safety compared with others. However, their opinions are more likely to shift toward the positive side after experiencing a successful test ride. In addition, we found that although CAV technologies can enhance traffic efficiency through communication with traffic signals, this improvement may raise people’s concerns about the safety of CAVs. The results obtained from this research provide valuable managerial and regulatory insights for the future development and popularization of CAV technologies.</p></div>","PeriodicalId":48355,"journal":{"name":"Transportation Research Part F-Traffic Psychology and Behaviour","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141954686","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Rory Coyne , Michelle Hanlon , Alan F Smeaton , Peter Corcoran , Jane C Walsh
{"title":"Understanding drivers’ perspectives on the use of driver monitoring systems during automated driving: Findings from a qualitative focus group study","authors":"Rory Coyne , Michelle Hanlon , Alan F Smeaton , Peter Corcoran , Jane C Walsh","doi":"10.1016/j.trf.2024.07.015","DOIUrl":"10.1016/j.trf.2024.07.015","url":null,"abstract":"<div><p>The ability to measure psychological states such as fatigue will become increasingly important with the introduction of automated driving systems (ADS) to everyday driving. Driver monitoring systems (DMS), which will soon be a required feature in all new vehicles, will be responsible for assessing the driver’s mental state in real-time. This will help to maximise the safety and social benefits of ADS. However, little is known about drivers’ perceptions of DMS. This qualitative focus group study used a reflexive thematic analysis approach to understand drivers’ perspectives on the use of DMS during automated driving. Seventeen drivers with no prior experience of ADS or DMS were interviewed across three focus group sessions and were shown a video outlining some of the capabilities of both systems. A semi-structured interview guide was used to gather qualitative data concerning drivers’ perceptions of the prospect of driver monitoring within automated driving and the expectations that they have. Reflexive thematic analysis was used to develop five themes. The findings show that drivers have more favourable attitudes towards DMS than ADS, due to an expectation that the latter will require a greater sacrifice of the driver’s control. Nonetheless, participants were sceptical of the reliability, security and privacy of driver monitoring, and expressed that it could detract from the enjoyment derived from driving. Participants were also concerned regarding the potential for driver data to be sold to third parties and used against them in various ways. Overall, drivers are sceptical of the value of driver monitoring and ADS and perceive them as separate entities as opposed to two systems working in partnership. This highlights an emerging challenge for researchers and system manufacturers, which will need be addressed in order to fully realise the individual and societal benefits of these new forms of technology.</p></div>","PeriodicalId":48355,"journal":{"name":"Transportation Research Part F-Traffic Psychology and Behaviour","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1369847824001840/pdfft?md5=b7154a376be040556bc0656d31ed9adc&pid=1-s2.0-S1369847824001840-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141951715","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Candida Castro , Daniel Salazar-Frías , Ana Szot , Lucia Laffarga , María Rodríguez-Bailón
{"title":"Hazard prediction and risky decision-making by drivers affected by non-hemineglect strokes","authors":"Candida Castro , Daniel Salazar-Frías , Ana Szot , Lucia Laffarga , María Rodríguez-Bailón","doi":"10.1016/j.trf.2024.07.029","DOIUrl":"10.1016/j.trf.2024.07.029","url":null,"abstract":"<div><p>The stroke survivor’s independence is severely limited if they are prevented from driving, and regaining this ability could be vital to their recovery. Our pioneering study analysed hazard prediction and risky decision-making among drivers who had suffered non-hemineglect strokes. Two groups of experienced drivers were recruited with one group comprising 37 healthy drivers (<em>M</em> = 54.5 years old, <em>SD</em> = 6.59) and the other consisting of 37 drivers who had had non-hemineglect strokes (<em>M</em> = 55.1 years old, <em>SD</em> = 13.7). In terms of lesion location, 59 % (<em>n</em> = 22) had suffered a left-hemisphere injury, 35 % (<em>n</em> = 13) a right-hemisphere injury, and 5 % (<em>n</em> = 2) a bilateral injury. Hemineglect patients were excluded. Participants were shown naturalistic driving video clips which had been recorded from the driver’s point of view. These were filmed both in the participants’ familiar home country (Spain) and also in an unfamiliar country (England). The hazard prediction test showed a number of hazardous situations which were caused by another road user (e.g. an oncoming car invading the lane). Each video clip ended as the hazard began to unfold, and participants had to choose the correct response to identify the hazard, where it occurred, and the likely outcome in that particular traffic situation (situation awareness). In the risky decision-making test, participants were shown video clips whereby the hazards were possibly caused by risky driving behaviour (e.g. driving through a junction with an amber traffic light). The participants were also shown video clips which set up the potential for risky behaviour and they were asked how likely they were to proceed with that risky manoeuvre (e.g. to overtake a cyclist or drive through a junction with an amber traffic light) on a 6-point Likert scale. In the hazard prediction test, a statistically significant group effect was found, with healthy drivers attaining greater accuracy compared to drivers who had suffered a stroke. More specifically, drivers with left-sided strokes had lower hazard prediction accuracy (<em>M</em> = 59.1 %, <em>SD</em> = 16.7) than drivers with right-sided strokes (<em>M</em> = 64.6 %, <em>SD</em> = 11.8) and healthy drivers, who had the highest accuracy percentage (<em>M</em> = 68.6 %, <em>SD</em> = 13.1). Moreover, a significant effect was found regarding familiarity, and driver accuracy in the hazard perception test was found to be greater in the video clips filmed in Spain than those filmed in England. However, the interaction between these factors was not significant. Regarding the risky decision-making test, the only statistically significant effect was with the familiarity of the video clips, whereby drivers displayed a greater disposition to assume risks in the English video clips (unfamiliar driving environment) than in the Spanish clips. Hazard prediction training would be particularly helpful for drivers who had su","PeriodicalId":48355,"journal":{"name":"Transportation Research Part F-Traffic Psychology and Behaviour","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1369847824001980/pdfft?md5=1d3b0c462256ac9d1750af0d8688211d&pid=1-s2.0-S1369847824001980-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141954685","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Modeling decision-making process of drivers during yellow signal phase at intersections based on drift–diffusion model","authors":"Pengfei Liu , Jing Zhao , Fanlei Zhang , Hwasoo Yeo","doi":"10.1016/j.trf.2024.07.020","DOIUrl":"10.1016/j.trf.2024.07.020","url":null,"abstract":"<div><p>The decision-making behavior of drivers during the yellow signal phase has a significant impact on intersection safety. To analyze the decision-making process, we conducted surveys on driver behavior during yellow signal phase. A drift–diffusion model was established to analyze factors associated with driver decisions. The model can accurately predict driving decision outcomes (whether to proceed through the intersection during the yellow signal phase) and the decision-making times of different drivers. Driving data were collected using a driving simulator, including 15 participants in 210 tests in seven scenarios (3150 experimental samples). Drivers with similar driving behaviors were grouped. The model was validated using both in-sample and out-of-sample data for both individual and representative drivers. It was found that the error rate of the predicted data was approximately 7 %. Different arrival times had a significant impact on decision response time. Drivers tended to make faster decisions when the arrival time was less than 2 s due to the urgency of the decision. The findings can help understand the underlying cognitive mechanisms of driver behavior during the yellow signal phase.</p></div>","PeriodicalId":48355,"journal":{"name":"Transportation Research Part F-Traffic Psychology and Behaviour","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141954549","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}