• 제목/요약/키워드: perceived level of service(PLOS)

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Inferring Pedestrian Level of Service for Pathways through Electrodermal Activity Monitoring

  • Lee, Heejung;Hwang, Sungjoo
    • 국제학술발표논문집
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    • The 9th International Conference on Construction Engineering and Project Management
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    • pp.1247-1248
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    • 2022
  • Due to rapid urbanization and population growth, it has become crucial to analyze the various volumes and characteristics of pedestrian pathways to understand the capacity and level of service (LOS) for pathways to promote a better walking environment. Different indicators have been developed to measure pedestrian volume. The pedestrian level of service (PLOS), tailored to analyze pedestrian pathways based on the concept of the LOS in transportation in the Highway Capacity Manual, has been widely used. PLOS is a measurement concept used to assess the quality of pedestrian facilities, from grade A (best condition) to grade F (worst condition), based on the flow rate, average speed, occupied space, and other parameters. Since the original PLOS approach has been criticized for producing idealistic results, several modified versions of PLOS have also been developed. One of these modified versions is perceived PLOS, which measures the LOS for pathways by considering pedestrians' awareness levels. However, this method relies on survey-based measurements, making it difficult to continuously deploy the technique to all the pathways. To measure PLOS more quantitatively and continuously, researchers have adopted computer vision technologies to automatically assess pedestrian flows and PLOS from CCTV videos. However, there are drawbacks even with this method because CCTVs cannot be installed everywhere, e.g., in alleyways. Recently, a technique to monitor bio-signals, such as electrodermal activity (EDA), through wearable sensors that can measure physiological responses to external stimuli (e.g., when another pedestrian passes), has gained popularity. It has the potential to continuously measure perceived PLOS. In their previous experiment, the authors of this study found that there were many significant EDA responses in crowded places when other pedestrians acting as external stimuli passed by. Therefore, we hypothesized that the EDA responses would be significantly higher in places where relatively more dynamic objects pass, i.e., in crowded areas with low PLOS levels (e.g., level F). To this end, the authors conducted an experiment to confirm the validity of EDA in inferring the perceived PLOS. The EDA of the subjects was measured and analyzed while watching both the real-world and virtually created videos with different pedestrian volumes in a laboratory environment. The results showed the possibility of inferring the amount of pedestrian volume on the pathways by measuring the physiological reactions of pedestrians. Through further validation, the research outcome is expected to be used for EDA-based continuous measurement of perceived PLOS at the alley level, which will facilitate modifying the existing walking environments, e.g., constructing pathways with appropriate effective width based on pedestrian volume. Future research will examine the validity of the integrated use of EDA and acceleration signals to increase the accuracy of inferring the perceived PLOS by capturing both physiological and behavioral reactions when walking in a crowded area.

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도시부 간선도로 운전자의 인식서비스수준에 대한 영향요인분석 (An Analysis of influencing factors to perceived LOS of Drivers in Urban Arterial)

  • 김태호;이용택;고준호
    • 한국도로학회논문집
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    • 제10권4호
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    • pp.65-77
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    • 2008
  • 본 연구는 비디오영상에 의한 간접설문조사방식을 통하여 도시부 간선도로의 운전자들이 주행 시 느끼는 인식서비스수준과 도로용량편람(KHCM)에 의해 산정된 실제서비스수준간의 차이를 확인하고, 운전자가 인식하는 서비스수준에 영향을 미치는 주요요인을 규명하는 것이다. 본 연구의 주요 연구결과를 요약하면, 첫째, 실제서비스수준과 인식서비스수준간의 인식률 차이를 검증한 결과, 신호교차로구간의 경우 40.8%, Mid-block구간의 경우 59.2%가 두 서비스수준을 동일하게 인식하는 것으로 나타났다. 또한 두 서비스수준간의 동질성 검정(F통계검정, t통계검정)결과에서도 두 서비스수준 간의 차이가 뚜렷이 나타났다. 둘째, 신호교차로구간에서 인식서비스수준에 영향을 미치는 요인으로 교통류(26.4%), 신호운영(23.1%), 기하구조(18.1%), 이용행태(15.9%) 도로경관(10.0%), 유지관리(4.4%), 교통정보(2.2%) 요인을 순서대로 고려하여 결정하는 것으로 분석되었으며, 이중 교통류 등 상위 3개 요인이 정량적 요인으로 67%를, 이용행태, 도로경관요인과 같은 정성적 요인이 26%를 점유하고 있는 것으로 나타났다. 셋째, Mid-block구간에서 인식서비스수준에 영향을 미치는 요인으로 기하구조(25.3%), 경관(20.0%), 신호운영(19.2%), 교통류(15.3%), 이용행태(9.7%), 유지관리(6.4%) 교통정보(4.2%)순으로 분석되었으며, 특히 이중에서 정성적 요인에 해당하는 도로경관이 신호교차로구간 10.6%보다 높은 20.0%로 많은 영향을 미치는 것으로 나타났다. 따라서 향후 서비스수준 산정을 위한 분석 시에는 운전자가 실질적으로 인식하는 정성적인 요인 (이용행태, 도로경관 등)을 고려하는 것이 필요하다고 판단된다.

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