Dr. rer. nat. Adwait Datar

Institute for Data Science Foundations

Blohmstraße 15,
21079 Hamburg
Building BS15, Room 5.006

Phone: +49 40 42878 4939

E-Mail:

Research Interests

  • Optimization Algorithms over Manifolds
  • Analysis of Learning Dynamics
  • Statistical Learning Theory and System Identification
  • Data-driven Techniques in Control

 

Short CV

  • 07/2023 - present     Post-doctoral researcher at Institute of Data-Science Foundations,TUHH
  • 11/2016-06/2023       Research assistant at Institute of Control Systems, TUHH
  • 09/2014-10/2016       M.Sc. in Mathematical modeling in Engineering (www.mathmods.eu)
  • 07/2012–08/2014      Research Engineer, Mercedes Benz R&D, Pune, India / Diamler RD, Stuttgart, Germany
  • 06/2012                      B.E. in Mechanical Engineering, University of Pune,India

 

Teaching Responsibilities

  • Since 2023                            Machine Learning I and II (in collaboration with Prof. Nihat Ay and Dr. Manfred Eppe)
  • 2018-2023                             Optimal and Robust Control

 

Teaching Material

  1. Exercise classes (videos): Optimal and Robust Control SoSe2020 
  2. Material for exercise classes on Optimal and Robust Control (ORC)
  3. Tutorial on Integral Quadratic Constraints

 

Publications

2024

2023

2022

2021

2020

2019

2018

Past Experimental Work with Quadrotors

  • Source-seeking experiments

Starting from arbitrary initial conditions, the quadrotors flock towards the source (minimum) of a scalar field. The idea is to estimate a local gradient and hessian and track continuous versions of steepest descent and newton method with momentum. Stability analysis and other details could be found in this paper:

Datar, A., Paulsen, P. and Werner, H., 2019, July. Flocking Towards the Source: Indoor Experiments with Quadrotors

Links to videos:

[1] Paper presentation at ECC 2020

[2] Source-seeking for a strictly convex quadratic scalar field 

[3] Source-seeking for a strictly log-convex scalar field

[4] Source-seeking for a non-convex quadratic scalar field with 2 minima 

[5] Data from all experiments visualized in an animation

 

Past Student Projects

Student projects based on theory/simulations

  • Koerkemeier, Leon(2022). Adaptive Controller and Observer Design for Unmanned Underwater Vehicles with Unknown Dynamics.
  • Ramcke, Marius(2021): Predictive Formation Control in Indoor Experiments with Multiple Quadrotors. Project Work.
  • Altalmas, Abdallah (2021): Attitude Stabilization of Quadrotors with quaternions within the LPV framework. Projecct Work.
  • Hespe, Christian (2020): Analysis of distributed control algorithms for general non-linear mobile agents. Master's Thesis.
  • Dio, Maximilian (2019): Investigations into the Control Architecture for Cooperative Control of Vehicles. Bachelor's Thesis.
  • Shalghar, Ajay (2018): Comparison of LPV controller synthesis with LPV tools and synthesis with full block scalings.
  • Häuslein, Julius (2018): Dynamic quantization for formation control of underwater robotic agents. Bachelor Thesis.
  • Jadhav, Shashank (2017): Convergence of consensus algorithms for multi-agent systems under communication constraints. Master's Thesis.
  • Naumann, Konrad (2017): Nonlinear control of a quadrotor for stabiliyation from arbitrary initial conditions. Master Thesis

Student projects based on data-driven control

  • Dio, Maximilian(2021): Offline and Active learning for Data-Driven control of Construction Machines using Gaussian Processes. Master's Thesis.
  • Ganz, Felix (2020): Applications of Koopman operators with LMI based control techniques: Case study on representative examples. Master Thesis.
  • Ganz, Felix (2019): Koopman Operator based control with LMI methods. Project Work.
  • Bakr, Mohamed Ahmed Mustafa (2018): Systematic procedure for Extended MIMO Data driven control and Implementation on Control Moment Gyroscope. Project Work.
  • Ghoorchian, Saeed (2017): Kernelized principal component analysis of a Linear Parameter Varying model of a Gyroscope. Master's Thesis.
  • {Esmaeilzadeh Fard}, Astiaj (2021): Design and Implementation of a Torque Vectoring Controller for an All-Wheel Drive Racing Car. Bachelor's Thesis.
  • Dio, Maximilian (2021): Cooperative Control of multiple quadrotors with Model Predictive Control in an indoor experimental setup. Project Work.
  • Kadaji, Keerthan (2020): Investigations into Bayesian estimation for position measurement of indoor quadrotor experiments. Project Work.
  • Salomon Sanchez, Rafael(2020): Development of a Model Predictive Controller for an Anutonomous Drone. Master Thesis (at IAV Automotive Engineering Inc.)
  • Paulsen, Peter(2019): Experimental Investigations into the effect of Communication Constraints on Performance of Cooperative Control Algorithms: Case Study with Quadrotors. Master's Thesis
  • Paulsen, Peter (2019): Development of a software framework for implementation of Co-operative control algorithms on a swarm of small quadrotors. Project Work.
  • Paulsen, Peter (2019): Literature review of Formation control and Flocking algorithms for cooperative control of mobile robots. Research Seminar.
  • Sivanand, Shankar (2019): An online optimization based torque vectoring control technique for an electric racing car. Project Work.
  • Strübing, Manuel (2019): An underwater test-bed setup for modeling acoustic communications in underwater test-bed setup for modeling acoustic communications in formation control of underwater robots. Bachelor Thesis.
  • Salomon, Rafael (2018): Control of small quadrotor with LQ(Linear Quadratic) Techniques using ROS nodes within Simulink. Project Work.
  • Ongrungroj, Pongpol (2018) : Attitude control of a small quadrotor with Quaternions. Project Work.
  • Kothakapu, Raja Vardhan Reddy (2018): Hinf Controller Design for Position and Attitude Control of a small quadrotor. Project work.
  • Schradick, Dennis (2018): Real-time calibration for localization of UAVs using ultra wide band sensors. (External) Master Thesis.
  • Hastedt, Philipp (2017): System Identication of a Quadrotor using Indoor Positioning System. Bachelor thesis.
  • Woidelko, Mirco Fabian (2017): Localization of a Quad-roter Helicopter using Indoor Positioning, Optical Flow Sensor and IMU Data. Bachelor Thesis
  • Attar, Abdul Nasser (2017): Identication of a Linear Parameter Varying Dynamic Model of an electric sports car.. Master's Thesis.