A Game-Theory-Based Approach to Modeling Lane-Changing Interactions on Highway On-Ramps: Considering the Bounded Rationality of Drivers
نویسندگان
چکیده
In highway on-ramp sections, the conflictual interactions between a subject vehicle (merging vehicle) in acceleration lane and following (lagging adjacent mainline can lead to traffic congestion, go–stop oscillations, serious safety hazards. Human drivers combine their previous lane-changing experience perception of surrounding conditions decide whether merge. However, decisions that they make are not always optimal specific scenarios due fuzzy misjudgment. That is, bounded rational way. this paper, game-theory-based approach is used model interactive behavior mandatory section. The comprehensively considers rationality by modeling on on-ramps as two-person non-zero-sum non-cooperative game with incomplete information. addition, Logit QRE explain drivers. order estimate parameters, bi-level programming framework built. Vehicle trajectory data from NGSIM an unmanned aerial survey were for calibration validation. validation results rigorously evaluated using various performance indicators, such mean absolute error, root square detection rate, false-alarm rate. It be seen proposed theory-based was able effectively predict merging yielding high degree accuracy.
منابع مشابه
Lane Changing Prediction Modeling on Highway Ramps: Approaches and Analysis
The lane-change maneuver prediction system for human drivers is valuable for advanced driver assistance systems (ADAS) in terms of avoiding unnecessary maneuver efforts or unsafe merging, as well as encouraging lane-change behaviors that could increase travel efficiency. Learning the decision-making process of an intended lane changing is essential to model semi/full autonomous vehicles control...
متن کاملthe effect of a selfregulatory approach on the improvement of efl learners listening comprehension
تاثیر آموزش مهارت خود محوری بر روی ارتقاء مهارت شنیداری زبان آموزان هدف این پژوهش بررسی عوامل موثر در ارتقا مهارت شنیداری زبان آموزان ایرانی بود. در مرحله اول این تحقیق پژوهشگر پس از انجام مصاحبه نود زبان آموز را با استفاده از تست ایلتس انتخاب شدند. برای بررسی عوامل عوامل موثر در ارتقا مهارت شنیداری زبان آموزان ایرانی از دو نوع فیلم ویرایش شده و ویرایش نشده استفاده گردید.برای انجام تح...
Game Theory with Sparsity-Based Bounded Rationality∗
This paper proposes a way to enrich traditional game theory via an element of bounded rationality. It builds on previous work by the author in the context of one-agent decision problems, but extends it to several players and a generalization of the concept of Nash equilibrium. Each decision maker builds a simplified representation of the world, which includes only a partial understanding of the...
متن کاملUsing Agent-Based Simulation to Determine an Optimal Lane-Changing Strategy on a Multi-Lane Highway
Lane changing can increase or impede the flow of vehicular traffic, depending on traffic density and the lane-changing strategies used by individual drivers. We implement and extend the Nagel-Schreckenberg (N-S) traffic model as an agent-based model to investigate lane-changing behavior on a multi-lane roadway, with the goal of determining which lane changing strategies result in the greatest o...
متن کاملthe impact of portfolio assessment on iranian efl students essay writing: a process-oriented approach
this study was conducted to investigate the impact of portfolio assessment as a process-oriented assessment mechanism on iranian efl students’ english writing and its subskills of focus, elaboration, organization, conventions, and vocabulary. out of ninety juniors majoring in english literature and translation at the university of isfahan, sixty one of them who were at the same level of writing...
15 صفحه اولذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Mathematics
سال: 2023
ISSN: ['2227-7390']
DOI: https://doi.org/10.3390/math11020402