LTH-image
Fredrik Bagge Carlson
Fredrik Bagge Carlson
M.Sc., Ph.D. Student
fredrik.bagge_carlson@control.lth.se
Phone: +46 222 08 47
Fax: +46 46 13 81 18
PhD student since 2014

Office:

2112A, Dept. Automatic Control, 2:nd floor, south west corridor, M-Building

Publications

Ylva Wahlquist, Fredrik Bagge Carlson, Kristian Soltesz: "Fast simulation of pharmacokinetics". IFAC Proceedings Volumes (IFAC-PapersOnline), 56:2, pp. 2995–3000, 2023.

Martin Karlsson, Fredrik Bagge Carlson, Martin Holmstrand, Anders Robertsson, Jeroen De Backer, Luisa Quintino, Eurico Assuncao, Rolf Johansson: "Robotic Friction Stir Welding—Seam-Tracking Control, Force Control and Process Supervision". Industrial Robot, 50:5, pp. 722–730, 2023.

Fredrik Bagge Carlson, Mattias Fält, Albin Heimerson, Olof Troeng: "ControlSystems.jl: A Control Toolbox in Julia". In CDC2021 – 60th Conference on Decision and Control, Austin, TX, United States, December 2022.

José Manuel Gonzáles Cava, Fredrik Bagge Carlson, Olof Troeng, Anton Cervin, Klaske van Heusden, Guy A. Dumont, Kristian Soltesz: "Robust PID control of propofol anaesthesia: uncertainty limits performance, not PID structure". Computer Methods and Programs in Biomedicine, 198, pp. 1–1, 2021.

Kristian Soltesz, Fredrik Gustafsson, Toomas Timpka, Joakim Jaldén, Carl Jidling, Albin Heimerson, Thomas B. Schön, Armin Spreco, Joakim Ekberg, Örjan Dahlström, Fredrik Bagge Carlson, Anna Jöud, Bo Bernhardsson: "The effect of interventions on COVID-19". Nature, 588:7839, pp. 26–28, 2020.

Fredrik Bagge Carlson: "Optimization of Controller Parameters in Julia using ControlSystems.jl and Automatic Differentiation". Technical Report Department of Automatic Control, Lund University, Sweden, March 2019.

Fredrik Bagge Carlson: "Parallel computing in Julia : Case study from Dept. Automatic Control, Lund University". Technical Report Department of Automatic Control, Lund University, Sweden, March 2019.

Fredrik Bagge Carlson: Machine Learning and System Identification for Estimation in Physical Systems. PhD Thesis Department of Automatic Control, Lund University, Sweden, December 2018.

Fredrik Bagge Carlson, Anders Robertsson, Rolf Johansson: "Identification of LTV Dynamical Models with Smooth or Discontinuous Time Evolution by means of Convex Optimization". In The 14th IEEE International Conference on Control and Automation 2018, Anchorage, Alaska, United States, June 2018.

Fredrik Bagge Carlson, Mathias Haage: "YuMi low-level motion guidance using the Julia programming language and Externally Guided Motion Research Interface". Technical Report Department of Automatic Control, Lund University, Sweden, December 2017.

Martin Karlsson, Fredrik Bagge Carlson, Anders Robertsson, Rolf Johansson: "Two-Degree-of-Freedom Control for Trajectory Tracking and Perturbation Recovery during Execution of Dynamical Movement Primitives". IFAC-PapersOnLine, 50:1, pp. 1923–1930, 2017.

Fredrik Bagge Carlson: "Modeling and Estimation Topics in Robotics". Licentiate Thesis Department of Automatic Control, Lund University, Sweden, March 2017.

Fredrik Bagge Carlson, Anders Robertsson, Rolf Johansson: "Linear Parameter-Varying Spectral Decomposition". In 2017 American Control Conference, Seattle, United States, May 2017.

Martin Karlsson, Fredrik Bagge Carlson, Jeroen De Backer, Martin Holmstrand, Anders Robertsson, Rolf Johansson: "Robotic Seam Tracking for Friction Stir Welding under Large Contact Forces". In: 7th Swedish Production Symposium (SPS), 2016.

Fredrik Bagge Carlson, Martin Karlsson, Anders Robertsson, Rolf Johansson: "Particle Filter Framework for 6D Seam Tracking Under Large External Forces Using 2D Laser Sensors". In 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Daejeon, Korea, Republic of, October 2016.

Andreas Stolt, Fredrik Bagge Carlson, Mahdi Ghazaei, Ivan Lundberg, Anders Robertsson, Rolf Johansson: "Sensorless Friction-Compensated Passive Lead-Through Programming for Industrial Robots". In IEEE/RSJ International Conference on Intelligent Robots and Systems , 2015, Hamburg, Germany, September 2015.

Fredrik Bagge Carlson, Anders Robertsson, Rolf Johansson: "Modeling and Identification of Position and Temperature Dependent Friction Phenomena without Temperature Sensing". In IEEE/RSJ International Conference on Intelligent Robots and Systems , 2015, Hamburg, Germany, September 2015.

Fredrik Bagge Carlson, Rolf Johansson, Anders Robertsson: "Six DOF Eye-to-Hand Calibration from 2D Measurements Using Planar Constraints". In IEEE/RSJ International Conference on Intelligent Robots and Systems , 2015, Hamburg, Germany, September 2015.

Fredrik Bagge Carlson, Ngoc Dung Vuong, Rolf Johansson: "Polynomial Reconstruction of 3D sampled Curves Using Auxiliary Surface Data". In IEEE International Conference on Robotics and Automation, 2014, Hong-Kong, China, June 2014.

Fredrik Bagge Carlson: "Intuitive Robot Programming by Demonstration". Master's Thesis ISRN LUTFD2/TFRT--5918--SE, Department of Automatic Control, Lund University, Sweden, June 2013.

Open source packages

Baggepinnen @ Github

ControlSystems

A Control systems toolbox for the Julia programming language
ControlSystems.jl
Documentation
Build status Build status Documentation

LPVSpectral

A Julia package for least-squares spectral estimation together with an implementation of the spectral decomposition method presented in Bagge Carlson et al. "Linear Parameter-Varying Spectral Decomposition." ACC 2017.
LPVSpectral.jl
Build status Build status

DifferentialDynamicProgramming

A Julia port of and extensions to a Matlab package package for solving Differential Dynamic Programming and trajectory optimization problems. The extensions allow trajectory optimization with constraints on the KL-divergence between the trajectory distribution of the solution and a nominal trajectory.
DifferentialDynamicProgramming.jl
Original Matlab package
Build status Build status Build status

DeterministicPolicyGradient

A Julia implementation of the deterministic policy gradient algorithm from David Silver et al.. Deterministic Policy Gradient Algorithms. ICML, 2014
DeterministicPolicyGradient.jl
Build status Build status Build status

DynamicMovementPrimitives

A Julia implementation for learning dynamic movement primitives (DMP).
DynamicMovementPrimitives.jl
Build status Build status Build status

Robotlib

This is a library of functions, written in the Julia programming language, to help out in a robotics lab. It contains functions for forward kinematics, jacobians, iterative inverse kinematics and for a few robotics related calibration problems. The library also contains a number of functions to convert from various orientation representations and other robotics related helper functions.
Robotlib.jl
Build status Build status Build status

SingularSpectrumAnalysis

A Julia package for performing Singular Spectrum Analysis (SSA).
SingularSpectrumAnalysis.jl
Build status Build status

BasisFunctionExpansions

A Julia toolbox for approximation of functions using basis function expansions (BFEs).
BasisFunctionExpansions.jl
Build status

ExperimentalAnalysis

A Julia package for creating scatter plots visualizing matrices, DataFrames and linear regression models in Julia
ExperimentalAnalysis.jl
Build status Build status

PFSeamTracking

Repository implementing the framework detailed in

Fredrik Bagge Carlson, Martin Karlsson, Anders Robertsson, Rolf Johansson: "Particle Filter Framework for 6D Seam Tracking Under Large External Forces Using 2D Laser Sensors". In 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Daejeon, Korea, Republic of, October 2016.


PFSeamTracking.jl

Research

SARAFun

http://h2020sarafun.eu
Responsibilities within the SARAFun project include robotic estimation, learning and control.

Teaching

HT13

Automatic Control Basic Course

VT14

Nonlinear Control and Servo Systems
Automatic Process Control

HT14

Projects in Automatic Control
Real Time Systems

HT15

System Identification
Applied Robotics

VT16

Predictive Control

HT16

System Identification
Automatic Control at Zhejiang University, China
Deep learning

HT17

System Identification