Research output

Publications & patents

A record of scholarly publications and granted US patents. Entries are drawn from the September 2026 bibliography.

133 publications48 granted US patents

Scholarly work

Publications

2025

  1. Preprint

    Autonomous Navigation and Station-Keeping on Near-Rectilinear Halo Orbits

    Yuri Shimane, Karl Berntorp, Stefano Di Cairano, Avishai Weiss

    arXiv

  2. Conference paper

    GNSS-RTK Factor Graph Optimization with Adaptive Ambiguity Noise

    Yingjie Hu, Stefano Di Cairano, Karl Berntorp

    American Control Conference · DOI: 10.23919/ACC63710.2025.11107797

  3. Journal article

    Invariant Set Planning for Quadrotors: Design, Analysis, Experiments

    Marcus Greiff, Himani Sinhmar, Avishai Weiss, Karl Berntorp, Stefano Di Cairano

    IEEE Transactions on Control Systems Technology · DOI: 10.1109/TCST.2024.3492813

  4. Journal article

    Meta-Learning for Physically-Constrained Neural System Identification

    Ankush Chakrabarty, Gordon Wichern, Vedang M. Deshpande, Abraham P. Vinod, Karl Berntorp, Christopher R. Laughman

    Neurocomputing · DOI: 10.1016/j.neucom.2025.130945

  5. Conference paper

    Optimal Measurement Projection in GNSS-RTK Factor Graph Optimization

    Yingjie Hu, Stefano Di Cairano, Karl Berntorp

    IEEE Conference on Control Technology and Applications (CCTA) · DOI: 10.1109/CCTA53793.2025.11151373

  6. Book chapter

    Parametrized Maneuvers Governor for Decision-Making in Automated Driving

    Stefano Di Cairano, Terrence Skibik, Abraham P. Vinod, Avishai Weiss, Karl Berntorp, Yuichi Okura

    Nonlinear and Constrained Control - Applications, Synergies, Challenges and Opportunities. · DOI: 10.1007/978-3-031-82681-8_13

  7. Conference paper

    Safe Interactive Motion Planning by Differentiable Optimal Control and Online Preference Learning

    Andres Chavez Armijos, Karl Berntorp, Stefano Di Cairano

    American Control Conference · DOI: 10.23919/ACC63710.2025.11107681

  8. Conference paper

    Simultaneous Collision Detection and Force Estimation for Dynamic Quadrupedal Locomotion

    Ziyi Zhou, Stefano Di Cairano, Yebin Wang, Karl Berntorp

    IEEE International Conference on Robotics and Automation (ICRA) · DOI: 10.1109/ICRA55743.2025.11128205

2024

  1. Journal article

    A Framework for Joint Vehicle Localization and Road Mapping Using Onboard Sensors

    Karl Berntorp, Marcus Greiff

    Control Engineering Practice · DOI: 10.1016/j.conengprac.2024.106112

  2. Conference paper

    A Robust Invariant Set Planner For Quadrotors

    Marcus Greiff, Avishai Weiss, Karl Berntorp, Stefano Di Cairano

    European Control Conference (ECC) · DOI: 10.23919/ECC64448.2024.10590943

  3. Conference paper

    Asynchronous Variational-Bayes Kalman Filtering

    Marcus Greiff, Karl Berntorp

    IEEE Conference on Decision and Control (CDC) · DOI: 10.1109/CDC56724.2024.10886035

  4. Conference paper

    Bayesian Measurement Masks for GNSS Positioning

    Marcus Greiff, Stefano Di Cairano, Karl Berntorp

    IEEE Conference on Decision and Control (CDC) · DOI: 10.1109/CDC56724.2024.10885938

  5. Conference paper

    Chance-Constrained Information-Theoretic Stochastic Model Predictive Control with Safety Shielding

    Ji Yin, Panagiotis Tsiotras, Karl Berntorp

    IEEE Conference on Decision and Control (CDC) · DOI: 10.1109/CDC56724.2024.10885840

  6. Conference paper

    Distributed Road-Map Monitoring Using Onboard Sensors

    Yanyu Zhang, Marcus Greiff, Wei Ren, Karl Berntorp

    American Control Conference (ACC) · DOI: 10.23919/ACC60939.2024.10644978

  7. Journal article

    Friction-Adaptive Stochastic Nonlinear Model Predictive Control for Autonomous Vehicles

    Sean Vaskov, Rien Quirynen, Marcel Menner, Karl Berntorp

    Vehicle System Dynamics · DOI: 10.1080/00423114.2023.2219791

  8. Conference paper

    Physics-Constrained Meta-Learning for Online Adaptation and Estimation in Positioning Applications

    Ankush Chakrabarty, Vedang Deshpande, Gordon Wichern, Karl Berntorp

    IEEE Conference on Decision and Control (CDC) · DOI: 10.1109/CDC56724.2024.10886249

  9. Conference paper

    Physics-Informed Road Monitoring and Suspension Control using Crowdsourced Vehicle Data

    Yanbing Wang, Karl Berntorp, Marcel Menner

    European Control Conference (ECC) · DOI: 10.23919/ECC64448.2024.10590862

  10. Conference paper

    Simultaneous State Estimation and Contact Detection for Legged Robots by Multiple-Model Kalman Filtering

    Marcel Menner, Karl Berntorp

    European Control Conference (ECC) · DOI: 10.23919/ECC64448.2024.10590751

  11. Conference paper

    Variational Bayes Kalman Filter for Joint Vehicle Localization and Road Mapping Using Onboard Sensors

    Karl Berntorp, Marcus Greiff

    European Control Conference (ECC) · DOI: 10.23919/ECC64448.2024.10590965

2023

  1. Conference paper

    A Generalized GraphEM for Sparse Time-Varying Dynamical Systems

    Marcus Greiff, Stefano Di Cairano, Hassan Mansour, Karl Berntorp

    World Congress of the International Federation of Automatic Control (IFAC) · DOI: 10.1016/j.ifacol.2023.10.630

  2. Journal article

    A System-Level Cooperative Multi-Agent GNSS Positioning Solution

    Marcus Greiff, Stefano Di Cairano, Kyeong Jin Kim, Karl Berntorp

    IEEE Transactions on Control Systems Technology · DOI: 10.1109/TCST.2023.3307339

  3. Conference paper

    Adaptive Smoothing with Ambiguity Fixation for GNSS Post-Processing

    Marcus Greiff, Karl Berntorp, Stefano Di Cairano

    World Congress of the International Federation of Automatic Control (IFAC) · DOI: 10.1016/j.ifacol.2023.10.911

  4. Journal article

    Automated Controller Calibration by Kalman Filtering

    Marcel Menner, Karl Berntorp, Stefano Di Cairano

    IEEE Transactions on Control Systems Technology · DOI: 10.1109/TCST.2023.3254213

  5. Conference paper

    Bayesian Sensor Fusion for Joint Vehicle Localization and Road Mapping Using Onboard Sensors

    Karl Berntorp, Marcus Greiff, Stefano Di Cairano, Pedro Miraldo

    International Conference on Information Fusion (FUSION) · DOI: 10.23919/FUSION52260.2023.10224204

  6. Conference paper

    Constrained Gaussian-Process State-Space Models for Online Magnetic-Field Estimation

    Karl Berntorp, Marcel Menner

    International Conference on Information Fusion (FUSION) · DOI: 10.23919/FUSION52260.2023.10224137

  7. Conference paper

    Decision Making for Automated Driving by Reachability of Parameterized Maneuvers

    Stefano Di Cairano, Terrence Skibik, Abraham P. Vinod, Avishai Weiss, Karl Berntorp

    World Congress of the International Federation of Automatic Control (IFAC) · DOI: 10.1016/j.ifacol.2023.10.018

  8. Conference paper

    Gaussian Processes with State-Dependent Noise for Stochastic Control

    Marcel Menner, Karl Berntorp

    IEEE Conference on Control Technology and Applications (CCTA) · DOI: 10.1109/CCTA54093.2023.10252506

  9. Conference paper

    High-Fidelity Simulation of Horizon-Based Optical Navigation with Open-Source Software

    Yuri Shimane, Pedro Miraldo, Karl Berntorp, Marcus Greiff, Purnanand Elango, Avishai Weiss

    International Astronautical Congress (IAC)

  10. Conference paper

    Integral Action NMPC for Tight Maneuvers of Articulated Vehicles

    Sixiong You, Marcus Greiff, Rien Quirynen, Shuangxuan Ran, Yebin Wang, Karl Berntorp, Ran Dai, Stefano Di Cairano

    American Control Conference (ACC) · DOI: 10.23919/ACC55779.2023.10156543

  11. Conference paper

    Motion Planning of Articulated Vehicles with Active Trailer Steering by Particle Filtering

    Hassan Iqbal, Stefano Di Cairano, Karl Berntorp

    Conference on Control Technology and Applications (CCTA) · DOI: 10.1109/CCTA54093.2023.10253020

  12. Journal article

    Parameter-Adaptive Reference Governors with Learned Robust Constraint-Admissible Sets

    Ankush Chakrabarty, Karl Berntorp, Stefano Di Cairano

    Control Engineering Practice · DOI: 10.1016/j.conengprac.2023.105450

  13. Conference paper

    Personalized Routing using Crowdsourced Connected Vehicle Data

    Anuj Tiwari, Karl Berntorp, Stefano Di Cairano, Marcel Menner

    IEEE Conference on Control Technology and Applications (CCTA) · DOI: 10.1109/CCTA54093.2023.10253029

2022

  1. Conference paper

    Bayesian Sensor Fusion of GNSS and Camera With Outlier Adaptation for Vehicle Positioning

    Karl Berntorp, Marcus Greiff, Stefano Di Cairano

    International Conference on Information Fusion (FUSION) · DOI: 10.23919/FUSION49751.2022.9841302

  2. Conference paper

    Distributed Kalman Filtering: When to Share Measurements

    Marcus Greiff, Karl Berntorp

    IEEE Conference on Decision and Control (CDC) · DOI: 10.1109/CDC51059.2022.9993404

  3. Conference paper

    Dynamic Clustering for GNSS Positioning with Multiple Receivers

    Marcus Greiff, Stefano Di Cairano, Karl Berntorp

    International Conference on Information Fusion (FUSION) · DOI: 10.23919/FUSION49751.2022.9841289

  4. Conference paper

    Exploiting Temporal Relations on Radar Perception for Autonomous Driving

    Peizhao Li, Pu Wang, Karl Berntorp, Hongwu Liu

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR)

  5. Conference paper

    Friction-Adaptive Stochastic Predictive Control for Trajectory Tracking of Autonomous Vehicles

    Sean Vaskov, Rien Quirynen, Marcel Menner, Karl Berntorp

    American Control Conference (ACC) · DOI: 10.23919/ACC53348.2022.9867523

  6. Conference paper

    GNSS Multipath Detection Aided by Unsupervised Domain Adaptation

    Remy Zawislak, Marcus Greiff, Kyeong Jin Kim, Karl Berntorp, Stefano Di Cairano, Konishi Mao, Kieran Parsons, Philip V. Orlik, Yuki Sato

    ION-GNSS+ Conference · DOI: 10.33012/2022.18333

  7. Conference paper

    Learning Optimization-based Control Policies Directly from Digital Twin Simulations

    Marcel Menner, Ankush Chakrabarty, Karl Berntorp, Stefano Di Cairano

    IEEE Conference on Control Technology and Applications (CCTA) · DOI: 10.1109/CCTA49430.2022.9966077

  8. Conference paper

    Location and Driver-Specific Vehicle Adaptation Using Crowdsourced Data

    Marcel Menner, Ziyi Ma, Karl Berntorp, Stefano Di Cairano

    European Control Conference (ECC) · DOI: 10.23919/ECC55457.2022.9838135

  9. Conference paper

    Mobility, Communication and Computation Aware Federated Learning for Internet of Vehicles

    Md Ferdous Pervej, Jianlin Guo, Kyeong Jin Kim, Kieran Parsons, Philip V. Orlik, Stefano Di Cairano, Marcel Menner, Karl Berntorp, Yukimasa Nagai, Huaiyu Dai

    IEEE Intelligent Vehicles Symposium (IV)

  10. Conference paper

    Online Constrained Bayesian Inference and Learning of Gaussian-Process State-Space Models

    Karl Berntorp, Marcel Menner

    American Control Conference (ACC) · DOI: 10.23919/ACC53348.2022.9867635

  11. Conference paper

    Sequential linearization-based station keeping with optical navigation for NRHO

    Purnanand Elango, Stefano Di Cairano, Karl Berntorp, Avishai Weiss

    AAS/AIAA Astrodynamics Specialist Conference

2021

  1. Conference paper

    A Kalman Filter for Online Calibration of Optimal Controllers

    Marcel Menner, Karl Berntorp, Stefano Di Cairano

    IEEE Conference on Control Technology and Applications (CCTA) · DOI: 10.1109/CCTA48906.2021.9658684

  2. Conference paper

    Cornering Stiffness Adaptive, Stochastic Nonlinear Model Predictive Control for Vehicles

    Sean Vaskov, Rien Quirynen, Karl Berntorp

    American Control Conference (ACC) · DOI: 10.23919/ACC50511.2021.9482699

  3. Conference paper

    Extended Object Tracking with Automotive Radar Using B-Spline Chained Ellipses Model

    Gang Yao, Perry Wang, Karl Berntorp, Hassan Mansour, Petros T. Boufounos, Philip V. Orlik

    IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) · DOI: 10.1109/ICASSP39728.2021.9415080

  4. Conference paper

    Extended Object Tracking with Spatial Model Adaptation Using Automotive Radar

    Gang Yao, PU WANG, Karl Berntorp, Hassan Mansour, Petros T. Boufounos, Philip V. Orlik

    International Conference on Information Fusion (FUSION)

  5. Conference paper

    Joint Tire-Stiffness and Vehicle-Inertial Parameter Estimation for Improved Predictive Control

    Karl Berntorp, Rien Quirynen, Sean Vaskov

    American Control Conference (ACC) · DOI: 10.23919/ACC50511.2021.9482635

  6. Journal article

    Learning-based Extended Object Tracking Using Hierarchical Truncation Measurement Model with Automotive Radar

    Yuxuan Xia, Pu Wang, Karl Berntorp, Lennart Svensson, Karl Granstrom, Hassan Mansour, Petros T. Boufounos, Philip V. Orlik

    IEEE Journal of Selected Topics in Signal Processing · DOI: 10.1109/JSTSP.2021.3058062

  7. Conference paper

    Mixed-Integer Linear Regression Kalman Filters for GNSS Positioning

    Marcus Greiff, Karl Berntorp, Stefano Di Cairano, Kyeong Jin Kim

    IEEE Conference on Control Technology and Applications (CCTA) · DOI: 10.1109/CCTA48906.2021.9659142

  8. Journal article

    Online Bayesian Inference and Learning of Gaussian-Process State-Space Models

    Karl Berntorp

    Automatica · DOI: 10.1016/j.automatica.2021.109613

  9. Conference paper

    Uncertainty Propagation by Linear Regression Kalman Filters for Stochastic NMPC

    Rien Quirynen, Karl Berntorp

    IFAC Conference on Nonlinear Model Predictive Control · DOI: 10.1016/j.ifacol.2021.08.527

  10. Conference paper

    Vehicle Center-of-Gravity Height and Dynamics Estimation with Uncertainty Quantification by Marginalized Particle Filter

    Karl Berntorp, Ankush Chakrabarty, Stefano Di Cairano

    American Control Conference (ACC) · DOI: 10.23919/ACC50511.2021.9483251

  11. Conference paper

    Vehicle Rollover Avoidance by Parameter-Adaptive Reference Governor

    Karl Berntorp, Ankush Chakrabarty, Stefano Di Cairano

    IEEE Conference on Decision and Control (CDC) · DOI: 10.1109/CDC45484.2021.9683770

2020

  1. Conference paper

    Cooperating Modular Goal Selection and Motion Planning for Autonomous Driving

    Heejin Ahn, Karl Berntorp, Stefano Di Cairano

    IEEE Conference on Decision and Control (CDC) · DOI: 10.1109/CDC42340.2020.9304101

  2. Conference paper

    Exploiting linear substructure in linear regression Kalman filters

    Marcus Greiff, Anders Robertsson, Karl Berntorp

    IEEE Conference on Decision and Control (CDC) · DOI: 10.1109/CDC42340.2020.9304191

  3. Conference paper

    Extended Object Tracking Using Hierarchical Truncation Measurement Model with Automotive Radar

    Yuxuan Xia, Pu Wang, Karl Berntorp, Toshiaki Koike-Akino, Hassan Mansour, Milutin Pajovic, Petros T. Boufounos, Philip V. Orlik

    IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) · DOI: 10.1109/ICASSP40776.2020.9054614

  4. Conference paper

    Extended Object Tracking Using Hierarchical Truncation Model With Partial-View Measurements

    Yuxuan Xia, Pu Wang, Karl Berntorp, Hassan Mansour, Petros T. Boufounos, Philip V. Orlik

    IEEE Sensor Array & Multichannel Signal Processing Workshop (SAM) · DOI: 10.1109/SAM48682.2020.9104388

  5. Conference paper

    Extended Object Tracking with Automotive Radar Using Learned Structural Measurement Model

    Yuxuan Xia, Pu Wang, Karl Berntorp, Petros T. Boufounos, Philip V. Orlik, Lennart Svensson, Karl Granstrom

    IEEE Radar Conference (RadarCon) · DOI: 10.1109/RadarConf2043947.2020.9266598

  6. Journal article

    Integer Ambiguity Resolution by Mixture Kalman Filter for Improved GNSS Precision

    Karl Berntorp, Avishai Weiss, Stefano Di Cairano

    IEEE Transactions on Aerospace and Electronic Systems · DOI: 10.1109/TAES.2020.2965715

  7. Conference paper

    Integrated Obstacle Detection and Avoidance in Motion Planning and Predictive Control of Autonomous Vehicles

    Rien Quirynen, Karl Berntorp, Karthik Kambam, Stefano Di Cairano

    American Control Conference (ACC) · DOI: 10.23919/ACC45564.2020.9147820

  8. Journal article

    Inverse Learning for Data-driven Calibration of Model-based Statistical Path Planning

    Marcel Menner, Karl Berntorp, Stefano Di Cairano

    Transactions on Intelligent Vehicles · DOI: 10.1109/TIV.2020.3000323

  9. Conference paper

    Learning-based Parameter-Adaptive Reference Governors

    Ankush Chakrabarty, Karl Berntorp, Stefano Di Cairano

    American Control Conference (ACC) · DOI: 10.23919/ACC45564.2020.9147615

  10. Conference paper

    Motion-Planning for Unicycles using the Invariant-Set Motion-Planner

    Claus Danielson, Karl Berntorp, Stefano Di Cairano, Avishai Weiss

    American Control Conference (ACC) · DOI: 10.23919/ACC45564.2020.9147919

  11. Conference paper

    MSE-optimal measurement dimension reduction in Gaussian filtering

    Marcus Greiff, Anders Robertsson, Karl Berntorp

    Conference on Control Technology and Applications (CCTA) · DOI: 10.1109/CCTA41146.2020.9206162

  12. Conference paper

    Online Bayesian Tire-Friction Learning by Gaussian-Process State-Space Models

    Karl Berntorp

    World Congress of the International Federation of Automatic Control (IFAC) · DOI: 10.1016/j.ifacol.2020.12.910

  13. Conference paper

    Optimal Measurement Projections with Adaptive Mixture Kalman Filtering for GNSS Positioning

    Marcus Greiff, Karl Berntorp

    American Control Conference (ACC) · DOI: 10.23919/ACC45564.2020.9147675

  14. Journal article

    Reachability-based Decision Making for Autonomous Driving: Theory and Experiment

    Heejin Ahn, Karl Berntorp, Pranav Inani, Arjun Jagdish Ram, Stefano Di Cairano

    IEEE Transactions on Control Systems Technology · DOI: 10.1109/TCST.2020.3022721

  15. Journal article

    Robust Motion-Planning for Uncertain Systems with Disturbances using the Invariant-Set Motion-Planner

    Claus Danielson, Karl Berntorp, Avishai Weiss, Stefano Di Cairano

    IEEE Transactions on Automatic Control · DOI: 10.1109/TAC.2020.3008126

  16. Journal article

    Trajectory Tracking for Autonomous Vehicles on Varying Road Surfaces by Friction-Adaptive Nonlinear Model Predictive Control

    Karl Berntorp, Rien Quirynen, Tomoki Uno, Stefano Di Cairano

    Vehicle System Dynamics · DOI: 10.1080/00423114.2019.1697456

2019

  1. Conference paper

    Bayesian Learning of Tire Friction with Automotive-Grade Sensors by Gaussian-Process State-Space Models

    Karl Berntorp, Kitano Hiroaki

    IEEE Conference on Decision and Control (CDC) · DOI: 10.1109/CDC40024.2019.9029732

  2. Conference paper

    Bayesian Tire-Friction Learning by Gaussian-Process State-Space Models

    Karl Berntorp

    European Control Conference (ECC) · DOI: 10.23919/ECC.2019.8796193

  3. Conference paper

    GNSS Based Lane Keeping Assist System via Model Predictive Control

    Kenta Tominaga, Yu Takeuchi, Tomoki Uno, Shota Kameoka, Hiroaki Kitano, Rien Quirynen, Karl Berntorp, Stefano Di Cairano

    WCX SAE World Congress Experience · DOI: 10.4271/2019-01-0685

  4. Conference paper

    Inverse Learning for Human-Adaptive Motion Planning

    Marcel Menner, Karl Berntorp, Stefano Di Cairano

    IEEE Conference on Decision and Control (CDC) · DOI: 10.1109/CDC40024.2019.9030020

  5. Conference paper

    Motion Planning of Autonomous Road Vehicles by Particle Filtering: Implementation and Validation

    Karl Berntorp, Pranav Inani, Rien Quirynen, Stefano Di Cairano

    American Control Conference (ACC) · DOI: 10.23919/ACC.2019.8815309

  6. Conference paper

    Particle Filtering for Automotive: A survey

    Karl Berntorp, Stefano Di Cairano

    22th International Conference on Information Fusion

  7. Conference paper

    Performance Bounds in Positioning with the VIVE Lighthouse System

    Marcus Greiff, Anders Robertsson, Karl Berntorp

    International Conference on Information Fusion (FUSION)

  8. Journal article

    Positive Invariant Sets for Safe Integrated Vehicle Motion Planning and Control

    Karl Berntorp, Claus Danielson, Avishai Weiss, Stefano Di Cairano, Karl Erliksson, Richard Bai

    Transactions on intelligent vehicles · DOI: 10.1109/TIV.2019.2955371

  9. Conference paper

    Recursive Bayesian Inference and Learning of Gaussian-Process State-Space Models

    Karl Berntorp

    European Control Conference (ECC) · DOI: 10.23919/ECC.2019.8796120

  10. Conference paper

    Steering of Autonomous Vehicles Based on Friction-Adaptive Nonlinear Model-Predictive Control

    Karl Berntorp, Rien Quirynen, Stefano Di Cairano

    American Control Conference (ACC) · DOI: 10.23919/ACC.2019.8814448

  11. Journal article

    Vehicle Integrated Control by Nonlinear Model Predictive Control in GNSS Based Autonomous Driving System

    Tomoki Uno, Rien Quirynen, Stefano Di Cairano, Karl Berntorp

    Transactions of the Society of Automotive Engineers of Japan · DOI: 10.11351/jsaeronbun.50.1176

2018

  1. Conference paper

    Approximate Noise-Adaptive Filtering Using Student-t Distributions

    Karl Berntorp, Stefano Di Cairano

    American Control Conference (ACC) · DOI: 10.23919/ACC.2018.8430902

  2. Conference paper

    Comparison of Gain Function Approximation Methods in the Feedback Particle Filter

    Karl Berntorp

    International Conference on Information Fusion (FUSION) · DOI: 10.1109/WCICA.2018.8630692

  3. Conference paper

    Control Architecture Design for Autonomous Vehicles

    Karl Berntorp, Tru Hoang, Rien Quirynen, Stefano Di Cairano

    Conference on Control Technology and Applications (CCTA) · DOI: 10.1109/CCTA.2018.8511371

  4. Conference paper

    Embedded Optimization Algorithms for Steering in Autonomous Vehicles based on Nonlinear Model Predictive Control

    Rien Quirynen, Karl Berntorp, Stefano Di Cairano

    American Control Conference (ACC) · DOI: 10.23919/ACC.2018.8431260

  5. Conference paper

    Evaluation of the Discrete Time Feedback Particle Filter for IMU-Driven Systems Configured on SE(2)

    Marcus Greiff, Karl Berntorp

    American Control Conference (ACC) · DOI: 10.23919/ACC.2018.8431134

  6. Journal article

    Feedback Particle Filter with Data-Driven Gain-Function Approximation

    Karl Berntorp, Piyush Grover

    IEEE transactions on aerospace and electronic systems · DOI: 10.1109/TAES.2018.2807559

  7. Conference paper

    GNSS Ambiguity Resolution by Adaptive Mixture Kalman Filter

    Karl Berntorp, Avishai Weiss, Stefano Di Cairano

    International Conference on Information Fusion (FUSION) · DOI: 10.23919/ICIF.2018.8455617

  8. Journal article

    Motion Planning of Autonomous Road Vehicles by Particle Filtering

    Karl Berntorp, Tru Hoang, Stefano Di Cairano

    IEEE Transactions on Intelligent Vehicles · DOI: 10.1109/TIV.2019.2904394

  9. Journal article

    Noise-Statistics Learning of Automotive-Grade Sensors Using Adaptive Marginalized Particle Filtering

    Karl Berntorp, Stefano Di Cairano

    Journal of Dynamic Systems, Measurement, and Control · DOI: 10.1115/1.4042673

  10. Conference paper

    Offset and Noise Estimation of Automotive-Grade Sensors Using Adaptive Particle Filtering

    Karl Berntorp, Stefano Di Cairano

    American Control Conference (ACC) · DOI: 10.23919/ACC.2018.8430835

  11. Conference paper

    Positive Invariant Sets for Safe Integrated Vehicle Motion Planning and Control

    Karl Berntorp, Claus Danielson, Avishai Weiss, Stefano Di Cairano

    IEEE Conference on Decision and Control (CDC) · DOI: 10.1109/CDC.2018.8619458

  12. Conference paper

    Reachability-based Decision Making for City Driving

    Heejin Ahn, Karl Berntorp, Stefano Di Cairano

    American Control Conference (ACC) · DOI: 10.23919/ACC.2018.8431819

  13. Journal article

    Tire-Stiffness and Vehicle-State Estimation Based on Noise-Adaptive Particle Filtering

    Karl Berntorp, Stefano Di Cairano

    IEEE Transactions on Control Systems Technology · DOI: 10.1109/TCST.2018.2790397

2017

  1. Conference paper

    Automated Driving: Safe Motion Planning Using Positively Invariant Sets

    Karl Berntorp, Avishai Weiss, Claus Danielson, Stefano Di Cairano

    International IEEE Conference on Intelligent Transportation Systems (ITSC) · DOI: 10.1109/ITSC.2017.8317672

  2. Conference paper

    Constraint-Enforcing Controller for Both Autonomous and Assisted Steering

    Uroš Kalabić, Karl Berntorp, Stefano Di Cairano

    Conference on Control Technology and Applications (CCTA) · DOI: 10.1109/CCTA.2017.8062779

  3. Conference paper

    Driver Intention-based Vehicle Threat Assessment using Random Forests and Particle Filtering

    Kazuhide Okamoto, Karl Berntorp, Stefano Di Cairano

    World Congress of the International Federation of Automatic Control (IFAC) · DOI: 10.1016/j.ifacol.2017.08.2231

  4. Conference paper

    Motion Planning with Invariant Set Trees

    Avishai Weiss, Claus Danielson, Karl Berntorp, Ilya V. Kolmanovsky, Stefano Di Cairano

    IEEE Conference on Control Technology and Applications · DOI: 10.1109/CCTA.2017.8062689

  5. Conference paper

    Particle Gibbs with Ancestor Sampling for Identification of Tire-Friction Parameters

    Karl Berntorp, Stefano Di Cairano

    World Congress of the International Federation of Automatic Control (IFAC) · DOI: 10.1016/j.ifacol.2017.08.2585

  6. Conference paper

    Path Planning and Integrated Collision Avoidance for Autonomous Vehicles

    Karl Berntorp

    American Control Conference (ACC) · DOI: 10.23919/ACC.2017.7963572

  7. Conference paper

    Sampling-based Algorithms for Optimal Motion Planning Using Closed-loop Prediction

    Oktay Arslan, Karl Berntorp, Panagiotis Tsiotras

    IEEE International Conference on Robotics and Automation (ICRA) · DOI: 10.1109/ICRA.2017.7989581

  8. Conference paper

    Similarity-Based Vehicle-Motion Prediction

    Kazuhide Okamoto, Karl Berntorp, Stefano Di Cairano

    American Control Conference (ACC) · DOI: 10.23919/ACC.2017.7962970

2016

  1. Conference paper

    Data-Driven Gain Computation in the Feedback Particle Filter

    Karl Berntorp, Piyush Grover

    American Control Conference (ACC) · DOI: 10.1109/ACC.2016.7525328

  2. Conference paper

    Joint Decision Making and Motion Planning for Road Vehicles Using Particle Filtering

    Karl Berntorp, Stefano Di Cairano

    IFAC Symposium on Advances in Automotive Control (AAC) · DOI: 10.1016/j.ifacol.2016.08.027

  3. Journal article

    Joint Wheel-Slip and Vehicle-Motion Estimation Based on Inertial, GPS, and Wheel-Speed Sensors

    K. Berntorp

    IEEE Trans. Control Syst. Technol.

  4. Conference paper

    Particle Filtering for Online Motion Planning with Task Specifications

    Karl Berntorp, Stefano Di Cairano

    American Control Conference (ACC) · DOI: 10.1109/ACC.2016.7525232

  5. Conference paper

    Path Planning using Positive Invariant Sets

    Claus Danielson, Avishai Weiss, Karl Berntorp, Stefano Di Cairano

    IEEE Conference on Decision and Control (CDC) · DOI: 10.1109/CDC.2016.7799188

  6. Conference paper

    Process-Noise Adaptive Particle Filtering with Dependent Process and Measurement Noise

    Karl Berntorp, Stefano Di Cairano

    IEEE Annual Conference on Decision and Control (CDC) · DOI: 10.1109/CDC.2016.7799103

  7. Conference paper

    Tire-Stiffness Estimation by Marginalized Adaptive Particle Filter

    Karl Berntorp, Stefano Di Cairano

    IEEE Conference on Decision and Control (CDC) · DOI: 10.1109/CDC.2016.7798628

  8. Conference paper

    Vehicle Tracking Control on Piecewise-Clothoidal Trajectories by MPC with Guaranteed Error Bounds

    Stefano Di Cairano, Uroš Kalabić, Karl Berntorp

    IEEE Conference on Decision and Control (CDC) · DOI: 10.1109/CDC.2016.7798351

2015

  1. Technical report

    A Convex Approach to Path Tracking with Obstacle Avoidance for Pseudo-Omnidirectional Vehicles

    Björn Olofsson, Karl Berntorp, Anders Robertsson

    Lund University

  2. Conference paper

    Feedback Particle Filter: Application and Evaluation

    K. Berntorp

    International Conference on Information Fusion (FUSION)

  3. Conference paper

    Hierarchical Predictive Control for Ground-Vehicle Maneuvering

    Karl Berntorp, Fredrik Magnusson

    American Control Conference

  4. Conference paper

    Particle Filter for Combined Wheel-Slip and Vehicle-Motion Estimation

    Karl Berntorp

    Amer. Control Conf.

2014

  1. Journal article

    Models and methodology for optimal trajectory generation in safety-critical road–vehicle manoeuvres

    Karl Berntorp, Björn Olofsson, Kristoffer Lundahl, Lars Nielsen

    Veh. Syst. Dyn.

  2. Thesis

    Particle Filtering and Optimal Control for Vehicles and Robots

    Karl Berntorp

    Lund University

  3. Conference paper

    Path Tracking with Obstacle Avoidance for Pseudo-Omnidirectional Mobile Robots Using Convex Optimization

    Karl Berntorp, Björn Olofsson, Anders Robertsson

    2014 American Control Conference

  4. Journal article

    Rao-Blackwellized Particle Filters with Out-of-Sequence Measurement Processing

    Karl Berntorp, Anders Robertsson, Karl-Erik Årzén

    IEEE Trans. Signal Process. · DOI: 10.1109/TSP.2014.2365763

  5. Conference paper

    Rao-Blackwellized Particle Smoothing for Occupancy-Grid Based SLAM Using Low-Cost Sensors

    Karl Berntorp, Jerker Nordh

    19th IFAC World Congress

  6. Conference paper

    Symbolic Transformations of Dynamic Optimization Problems

    Fredrik Magnusson, Karl Berntorp, Björn Olofsson, Johann Åkesson

    10th International Modelica Conference

  7. Conference paper

    Towards Lane-Keeping Electronic Stability Control for Road-Vehicles

    Kristoffer Lundahl, Björn Olofsson, Karl Berntorp, Jan Åslund, Lars Nielsen

    19th IFAC World Congress

2013

  1. Conference paper

    An Investigation of Optimal Vehicle Maneuvers for Different Road Conditions

    Björn Olofsson, Kristoffer Lundahl, Karl Berntorp, Lars Nielsen

    IFAC Symp. Adv. Automotive Control

  2. Technical report

    Derivation of a Six Degrees-of-Freedom Ground-Vehicle Model for Automotive Applications

    Karl Berntorp

    Lund University

  3. Technical report

    Laborationsförhör i Reklerteknik AK

    Andreas Stolt, Karl Berntorp, Majed Sammak, Martin Hast

    Centre for Engineering Education, Lund University

  4. Conference paper

    Models and Methodology for Optimal Vehicle Maneuvers Applied to a Hairpin Turn

    Karl Berntorp, Bjorn Olofsson, Kristoffer Lundahl, Bo Bernhardsson, Lars Nielsen

    2013 American Control Conference

  5. Technical report

    pyParticleEst – A Python Framework for Particle Based Estimation

    Jerker Nordh, Karl Berntorp

    Lund University

  6. Conference paper

    Rao-Blackwellized Out-of-Sequence Processing for Mixed Linear/Nonlinear State-Space Models

    Karl Berntorp, Anders Robertsson, Karl-Erik Årzen

    16th International Conference on Information Fusion

  7. Conference paper

    Studying the Influence of Roll and Pitch Dynamics in Optimal Road-Vehicle Maneuver

    Kristoffer Lundahl, Karl Berntorp, Bjorn Olofsson, Jan Åslund, Lars Nielsen

    23rd International Symposium on Dynamics of Vehicles on Roads and Tracks

2012

  1. Conference paper

    Extending the Occupancy Grid Concept for Low-Cost Sensor Based SLAM

    Jerker Nordh, Karl Berntorp

    10th International IFAC Symposium on Robot Control

  2. Conference paper

    Mobile Manipulation with a Kinematically Redundant Manipulator for a Pick-and-Place Scenario

    Karl Berntorp, Karl-Erik Årzen, Anders Robertsson

    2012 IEEE Multi-Conference on Systems and Control

  3. Conference paper

    Storage Efficient Particle Filters with Multiple Out-of-Sequence Measurements

    Karl Berntorp, Karl-Erik Årzén, Anders Robertsson

    International Conference on Information Fusion

2011

  1. Conference paper

    Sensor Fusion for Motion Estimation of Mobile Robots with Compensation for Out-of-Sequence Measurements

    Karl Berntorp, Karl-Erik Årzen, Anders Robertsson

    11th International Conference on Control, Automation and Systems

2008

  1. Thesis

    ESP for Suppression of Jackknifing in an Articulated Bus

    Karl Berntorp

    Lund University

Inventions

Granted US patents

2026

  1. Granted US patent

    GNSS tracking using cascaded probabilistic estimators

    Marcus Greiff, Karl Berntorp, Stefano Di Cairano

    US Patent 12730230

  2. Granted US patent

    System and method for tracking state of receiver of global navigational satellite system

    Marcus Greiff, Karl Berntorp, Stefano Di Cairano

    US Patent 12529801

2025

  1. Granted US patent

    Communication and computation aware distributed machine learning for vehicular networks

    Jianlin Guo, Ferdous Pervej, Kyeong-Jin Kim, Kieran Parsons, Philip Orlik, Stefano Di Cairano, Marcel Menner, Karl Berntorp

    US Patent 12369186

  2. Granted US patent

    Method and system for position estimation using domain adaptation

    Kyeong-Jin Kim, Remy Zawislak, Karl Berntorp, Marcus Greiff, Stefano Di Cairano, Kieran Parsons, Philip Orlik

    US Patent 12292517

  3. Granted US patent

    System and method for controlling a device using a compound probabilistic filter

    Karl Berntorp, Marcus Greiff, Stefano Di Cairano

    US Patent 12306316

  4. Granted US patent

    System and method for controlling a vehicle in an environment

    Karl Berntorp, Marcel Menner

    US Patent 12366450

  5. Granted US patent

    System and Method for Controlling Motion of Articulated Vehicles

    Marcus Greiff, Rien Quirynen, Karl Berntorp, Stefano Di Cairano, Yebin Wang, Eyad Zeino, Astha Tiwari, Hassan Iqbal, Shuangxuan Ran, Sixiong You

    US Patent 12,286,151

  6. Granted US patent

    System and method for controlling operation of a device

    Marcel Menner, Stefano Di Cairano, Karl Berntorp, Ankush Chakrabarty

    US Patent 12353176

  7. Granted US patent

    System and Method for Data-Driven Reference Generation

    Ankush Chakrabarty, Karl Berntorp, Stefano Di Cairano, Yebin Wang

    US Patent 12,246,699

  8. Granted US patent

    System and method for tracking an expanded state of a moving object using an online adapted compound measurement model

    Pu Wang, Gang Yao, Karl Berntorp, Hassan Mansour, Petros Boufounos, Philip Orlik

    US Patent 12420800

  9. Granted US patent

    Systems and methods for decision making for autonomous vehicles

    Stefano Di Cairano, Abraham Vinod, Terrence Skibik, Avishai Weiss, Karl Berntorp

    US Patent 12472981

2024

  1. Granted US patent

    Cooperative State Tracking of Multiple Vehicles using Individual and Joint Estimations

    Karl Berntorp, Marcus Greiff, Stefano Di Cairano, Kim Kyeong-Jin

    US Patent 11,947,022

  2. Granted US patent

    Extended Object Tracking with Learned Structural Measurement Models

    Pu Wang, Karl Berntorp, Yuxuan Xia, Hassan Mansour, Petros T. Boufounos, Philip V. Orlik

    US Patent 11,879,964

  3. Granted US patent

    Extended Vehicle Tracking using B-Spline Chained Random Matrices Model

    Pu Wang, Gang Yao, Hassan Mansour, Karl Berntorp, Petros T. Boufounos, Philip V. Orlik

    US Patent 11,914,023

  4. Granted US patent

    Method and System for Driving Condition-Agnostic Adaptation of Advanced Driving Assistance Systems

    Marcel Menner, Stefano Di Cairano, Karl Berntorp, Ziyi Ma

    US Patent 12,005,914

  5. Granted US patent

    Method for large scale estimation in multiagent systems

    Marcus Greiff, Karl Berntorp, Stefano Di Cairano

    US Patent 11,885,894

  6. Granted US patent

    Model-based control with uncertain motion model

    Karl Berntorp, Marcel Menner

    US Patent 12,078,972

  7. Granted US patent

    Stochastic Nonlinear Predictive Controller and Method based on Uncertainty Propagation by Gaussian-assumed Density Filters

    Rien Quirynen, Karl Berntorp

    US Patent 11,932,262

  8. Granted US patent

    System and Method for Calibrating Feedback Controllers

    Marcel Menner, Karl Berntorp, Stefano Di Cairano

    US Patent 11,977,374

  9. Granted US patent

    System and method for radar object recognition with cross-frame temporal relationality

    Pu Wang, Peizhao Li, Karl Berntorp

    US Patent 12,105,185

2023

  1. Granted US patent

    Accurate GNSS positioning using multiple receivers

    Karl Berntorp, Marcus Greiff, Stefano Di Cairano, Kyeong-Jin Kim

    US Patent 11,644,579

  2. Granted US patent

    Automotive Object Tracking using Surface Volume Measurement Models

    Pu Wang, Yuxuan Xia, Karl Berntorp, Toshiaki Koike-Akino, Hassan Mansour, Petros T. Boufounos, Philip V. Orlik

    US Patent 11,619,494

  3. Granted US patent

    Integrated Motion Planning and Predictive Control of Vehicles

    Rien Quirynen, Karl Berntorp, Stefano Di Cairano

    US Patent 11,753,023

  4. Granted US patent

    Method for environment-uncertain vehicle control

    Karl Berntorp, Rien Quirynen, Sean vaskov

    US Patent 11,698,625

  5. Granted US patent

    System and Method for adaptive vehicle rollover prevention

    Karl Berntorp, Ankush Chakrabarty, Stefano Di Cairano

    US Patent 11,679,759

  6. Granted US patent

    System and Method for determining friction curve of tire

    Karl Berntorp

    US Patent 11,597,364

2022

  1. Granted US patent

    Efficient model adaptation for robust estimation

    Karl Berntorp, Stefano Di Cairano

    US Patent 11,501,193

  2. Granted US patent

    Method for accurate GNSS positioning with reduced measurement complexity

    Karl Berntorp, Marcus Greiff

    US Patent 11,474,263

  3. Granted US patent

    System and Method for customized control of autonomous vehicle

    Karl Berntorp, Stefano Di Cairano, Marcel Menner

    US Patent 11,327,492

  4. Granted US patent

    System and method for friction-adaptive nonlinear model predictive control

    Karl Berntorp, Rien Quirynen, Stefano Di Cairano

    US Patent 11,254,315

  5. Granted US patent

    System and Method for GNSS positioning with Rational projected ambiguities

    Karl Berntorp, Marcus Greiff

    US Patent 11,340,356

  6. Granted US patent

    System and Method for real-time learning of dynamical systems

    Karl Berntorp

    US Patent 11,474,486

2021

  1. Granted US patent

    Real-Time Tire-Friction Estimation

    Karl Berntorp

    US Patent 11,203,354

  2. Granted US patent

    System and method fo controlling lateral motion of vehicle with variable velocity

    Karl Berntorp, Claus Danielson, Avishai Weiss, Stefano Di Cairano

    US Patent 11,091,158

  3. Granted US patent

    System and Method for GNSS Ambiguity Resolution

    Karl Berntorp, Avishai Weiss, Stefano Di Cairano

    US Patent 10,976,444

  4. Granted US patent

    System for safe lane changes of vehicle

    Karl Berntorp, Avishai Weiss, Claus Danielson, Stefano Di Cairano

    US Patent 10,994,729

2020

  1. Granted US patent

    System and method for constrained control of vehicle steering

    Uros Kalabic, Karl Berntorp, Stefano Di Cairano

    US Patent 10,589,784

  2. Granted US patent

    System and Method for safe decision making of autonomous vehicles

    Karl Berntorp, Stefano Di Cairano, Heejin Ahn

    US Patent 10,860,023

2019

  1. Granted US patent

    System and Method for Determining State of Stiffness of Tires of Vehicle

    Karl Berntorp, Stefano Di Cairano

    US Patent 10,370,004

  2. Granted US patent

    System and Method for estimating offsets in automotive-grade sensors

    Karl Berntorp, Stefano Di Cairano

    US Patent 10,408,638

  3. Granted US patent

    System and Method for reciting trajectories of other vehicles

    Karl Berntorp, Kazuhide Okamoto, Stefano Di Cairano

    US Patent 10,324,469

2018

  1. Granted US patent

    Path Planning using Positive Invariant Sets

    Claus Danielson, Avishai Weiss, Karl Berntorp, Stefano Di Cairano

    US Patent 10,012,988

  2. Granted US patent

    Sampling-Based Optimal Motion Planning Using Closed-loop Prediction

    Karl Berntorp, Oktay Arslan

    US Patent 10,012,984

  3. Granted US patent

    System and algorithm for controlling an autonomous vehicle operation to follow a desired trajectory with guaranteed measures of performance

    Stefano Di Cairano, Uros Kalabic, Karl Berntorp

    US Patent 9,915,948

  4. Granted US patent

    System and Method for Calibrating the parameters of tires

    Karl Berntorp, Stefano Di Cairano

    US Patent 10,093,321

  5. Granted US patent

    System and Method for directly generating a path plan using raw input data

    Karl Berntorp, Ming-Yu Liu, Avishai Weiss

    US Patent 9,989,964

  6. Granted US patent

    System and Method for estimating the tire to road interaction

    Karl Berntorp, Stefano Di Cairano

    US Patent 10,011,284

2017

  1. Granted US patent

    Motion Planning Using Particle Filtering

    Karl Berntorp, Stefano Di Cairano

    US Patent 9,568,915