Self-Driving like a Human driver instead of a Robocar: Personalized comfortable driving experience for autonomous vehicles
Not on the map. Why?
Abstract (arXiv)
This paper issues an integrated control system of self-driving autonomous vehicles based on the personal driving preference to provide personalized comfortable driving experience to autonomous vehicle users. We propose an Occupant's Preference Metric (OPM) which is defining a preferred lateral and longitudinal acceleration region with maximum allowable jerk for users. Moreover, we propose a vehicle controller based on control parameters enabling integrated lateral and longitudinal control via preference-aware maneuvering of autonomous vehicles. The proposed system not only provides the criteria for the occupant's driving preference, but also provides a personalized autonomous self-driving style like a human driver instead of a Robocar. The simulation and experimental results demonstrated that the proposed system can maneuver the self-driving vehicle like a human driver by tracking the specified criterion of admissible acceleration and jerk.
Key facts. Cited by 20 papers in the map (data through 7 Oct 2026). First posted on arXiv 12 Jan 2020.
Builds on
No reference list yet.
Built on by
Citing papers per year: 2021: 2; 2022: 4; 2023: 3; 2024: 5; 2025: 5; 2026: 1.
20 papers.
Sort:
By area:
- 2024AutoTrust: Benchmarking Trustworthiness in Large Vision Language Models for Autonomous Drivingcited by 35
- 2024LimSim++: A Closed-Loop Platform for Deploying Multimodal LLMs in Autonomous Drivingcited by 32
- 2024On-Board Vision-Language Models for Personalized Autonomous Vehicle Motion Control: System Design and Real-World Validationcited by 15
- 2022Meta-Learning with Less Forgetting on Large-Scale Non-Stationary Task Distributionscited by 14
- 2025V2X-UniPool: Unifying Multimodal Perception and Knowledge Reasoning for Autonomous Drivingcited by 14
- 2022Driver Digital Twin for Online Prediction of Personalized Lane Change Behaviorcited by 13
- 2021Meta Learning on a Sequence of Imbalanced Domains with Difficulty Awarenesscited by 8
- 2023CRITERIA: a New Benchmarking Paradigm for Evaluating Trajectory Prediction Models for Autonomous Drivingcited by 8
- 2022An Empirical Bayes Analysis of Object Trajectory Representation Modelscited by 5
- 2023Kinematics-aware Trajectory Generation and Prediction with Latent Stochastic Differential Modelingcited by 5
- 2021Pedestrian Emergence Estimation and Occlusion-Aware Risk Assessment for Urban Autonomous Drivingcited by 3
- 2023DeepQTest: Testing Autonomous Driving Systems with Reinforcement Learning and Real-world Weather Datacited by 3
8 more
- 2025Getting SMARTER for Motion Planning in Autonomous Driving Systemscited by 3
- 2025Multi-Objective Reinforcement Learning for Adaptable Personalized Autonomous Drivingcited by 3
- 2022Rationale-aware Autonomous Driving Policy utilizing Safety Force Field implemented on CARLA Simulatorcited by 1
- 2024Situation Awareness for Driver-Centric Driving Style Adaptationcited by 1
- 2025Latent Embedding Adaptation for Human Preference Alignment in Diffusion Plannerscited by 1
- 2025EP-Diffuser: An Efficient Diffusion Model for Traffic Scene Generation and Prediction via Polynomial Representationscited by 1
- 2024Maneuver Decision-Making with Trajectory Streams Prediction for Autonomous Vehiclescited by 0
- 2026Comfort by Construction: Adaptive, Comfort-Bounded Action Spaces for Learned Driving Policiescited by 0
- 2026Comfort by Construction: Adaptive, Comfort-Bounded Action Spaces for Learned Driving Policies11 Sep 2026
- 2025V2X-UniPool: Unifying Multimodal Perception and Knowledge Reasoning for Autonomous Driving3 Jun 2025
- 2025Multi-Objective Reinforcement Learning for Adaptable Personalized Autonomous Driving8 May 2025
- 2025EP-Diffuser: An Efficient Diffusion Model for Traffic Scene Generation and Prediction via Polynomial Representations7 Apr 2025
- 2025Latent Embedding Adaptation for Human Preference Alignment in Diffusion Planners24 Mar 2025
- 2025Getting SMARTER for Motion Planning in Autonomous Driving Systems20 Feb 2025
- 2024AutoTrust: Benchmarking Trustworthiness in Large Vision Language Models for Autonomous Driving19 Dec 2024
- 2024On-Board Vision-Language Models for Personalized Autonomous Vehicle Motion Control: System Design and Real-World Validation17 Nov 2024
- 2024Maneuver Decision-Making with Trajectory Streams Prediction for Autonomous Vehicles16 Sep 2024
- 2024Situation Awareness for Driver-Centric Driving Style Adaptation28 Mar 2024
- 2024LimSim++: A Closed-Loop Platform for Deploying Multimodal LLMs in Autonomous Driving2 Feb 2024
- 2023CRITERIA: a New Benchmarking Paradigm for Evaluating Trajectory Prediction Models for Autonomous Driving11 Oct 2023
8 more
- 2023DeepQTest: Testing Autonomous Driving Systems with Reinforcement Learning and Real-world Weather Data8 Oct 2023
- 2023Kinematics-aware Trajectory Generation and Prediction with Latent Stochastic Differential Modeling17 Sep 2023
- 2022Rationale-aware Autonomous Driving Policy utilizing Safety Force Field implemented on CARLA Simulator18 Nov 2022
- 2022An Empirical Bayes Analysis of Object Trajectory Representation Models3 Nov 2022
- 2022Driver Digital Twin for Online Prediction of Personalized Lane Change Behavior2 Nov 2022
- 2022Meta-Learning with Less Forgetting on Large-Scale Non-Stationary Task Distributions3 Sep 2022
- 2021Meta Learning on a Sequence of Imbalanced Domains with Difficulty Awareness29 Sep 2021
- 2021Pedestrian Emergence Estimation and Occlusion-Aware Risk Assessment for Urban Autonomous Driving6 Jul 2021
- 2023DeepQTest: Testing Autonomous Driving Systems with Reinforcement Learning and Real-world Weather Datacited by 3
- 2025Multi-Objective Reinforcement Learning for Adaptable Personalized Autonomous Drivingcited by 3
- 2022Rationale-aware Autonomous Driving Policy utilizing Safety Force Field implemented on CARLA Simulatorcited by 1
- 2024Maneuver Decision-Making with Trajectory Streams Prediction for Autonomous Vehiclescited by 0
- 2026Comfort by Construction: Adaptive, Comfort-Bounded Action Spaces for Learned Driving Policiescited by 0
- 2026Comfort by Construction: Adaptive, Comfort-Bounded Action Spaces for Learned Driving Policies11 Sep 2026
- 2025Multi-Objective Reinforcement Learning for Adaptable Personalized Autonomous Driving8 May 2025
- 2024Maneuver Decision-Making with Trajectory Streams Prediction for Autonomous Vehicles16 Sep 2024
- 2023DeepQTest: Testing Autonomous Driving Systems with Reinforcement Learning and Real-world Weather Data8 Oct 2023
- 2022Rationale-aware Autonomous Driving Policy utilizing Safety Force Field implemented on CARLA Simulator18 Nov 2022
- 2024AutoTrust: Benchmarking Trustworthiness in Large Vision Language Models for Autonomous Drivingcited by 35
- 2024LimSim++: A Closed-Loop Platform for Deploying Multimodal LLMs in Autonomous Drivingcited by 32
- 2025V2X-UniPool: Unifying Multimodal Perception and Knowledge Reasoning for Autonomous Drivingcited by 14
- 2025V2X-UniPool: Unifying Multimodal Perception and Knowledge Reasoning for Autonomous Driving3 Jun 2025
- 2024AutoTrust: Benchmarking Trustworthiness in Large Vision Language Models for Autonomous Driving19 Dec 2024
- 2024LimSim++: A Closed-Loop Platform for Deploying Multimodal LLMs in Autonomous Driving2 Feb 2024
- 2022Meta-Learning with Less Forgetting on Large-Scale Non-Stationary Task Distributionscited by 14
- 2022Driver Digital Twin for Online Prediction of Personalized Lane Change Behaviorcited by 13
- 2021Meta Learning on a Sequence of Imbalanced Domains with Difficulty Awarenesscited by 8
- 2023CRITERIA: a New Benchmarking Paradigm for Evaluating Trajectory Prediction Models for Autonomous Drivingcited by 8
- 2022An Empirical Bayes Analysis of Object Trajectory Representation Modelscited by 5
- 2023Kinematics-aware Trajectory Generation and Prediction with Latent Stochastic Differential Modelingcited by 5
- 2021Pedestrian Emergence Estimation and Occlusion-Aware Risk Assessment for Urban Autonomous Drivingcited by 3
- 2025Getting SMARTER for Motion Planning in Autonomous Driving Systemscited by 3
- 2024Situation Awareness for Driver-Centric Driving Style Adaptationcited by 1
- 2025Getting SMARTER for Motion Planning in Autonomous Driving Systems20 Feb 2025
- 2024Situation Awareness for Driver-Centric Driving Style Adaptation28 Mar 2024
- 2023CRITERIA: a New Benchmarking Paradigm for Evaluating Trajectory Prediction Models for Autonomous Driving11 Oct 2023
- 2023Kinematics-aware Trajectory Generation and Prediction with Latent Stochastic Differential Modeling17 Sep 2023
- 2022An Empirical Bayes Analysis of Object Trajectory Representation Models3 Nov 2022
- 2022Driver Digital Twin for Online Prediction of Personalized Lane Change Behavior2 Nov 2022
- 2022Meta-Learning with Less Forgetting on Large-Scale Non-Stationary Task Distributions3 Sep 2022
- 2021Meta Learning on a Sequence of Imbalanced Domains with Difficulty Awareness29 Sep 2021
- 2021Pedestrian Emergence Estimation and Occlusion-Aware Risk Assessment for Urban Autonomous Driving6 Jul 2021