Optimal regulation for dynamic hybrid systems based on dynamic programming in the case of an intelligent vehicle drive assistant

Research output: Journal contributionsJournal articlesResearchpeer-review

Authors

This contribution proposes an application of an optimisation algorithm to be implemented in an intelligent drive assistant. A vehicle dynamic model is introduced and after the characterisation of its considered nonlinearities some elements of the background concerning “Dynamic Programming” are given together with the proposed algorithm. A two-point boundary value optimization problem in term of velocity is proposed with its solution using the well-known “Dynamic Programming” method. The novelties of this approach consists of a technique which leads to a global optimum. In fact, this technique searches throughout the whole state-space for it. Because of the nonlinearity of the considered problem, using numerical methods seems to be the only way solving it. Using “Dynamic programming” such kind of a complex problem is solved by dividing it into a collection of simpler subproblems. At the end, an optimal feedback controller for the angular position of the throttle valve of the engine is proposed. Simulation results are discussed together with possible application aspects such as “Curse of Dimensionality” and an explicit analysis concerning the calculation effort.

Original languageEnglish
JournalIFAC-PapersOnLine
Volume49
Issue number15
Pages (from-to)169-174
Number of pages6
ISSN2405-8971
DOIs
Publication statusPublished - 2016

    Research areas

  • Autonomous vehicles, Hybrid models, Modelling, Optimal control
  • Engineering

Recently viewed

Activities

  1. A New Approach for Optimal Solving of Cyclic and Non-Cyclic Bus Driver Rostering Problems
  2. Structure and dynamics laboratory testing of an indirectly controlled full variable valve train for camless engines
  3. Trajectory-based computational study of coherent behavior in flows
  4. From Text to Data: AI and Human Expertise in Provenance Linked Open Data
  5. Trajectory-based Lagrangian approaches for the extraction and characterization of coherent structures
  6. Presentation of the paper entitled "Comparison of Backpropagation and Kalman Filter-based Training for Neural Networks"
  7. Plenary lecture entitled: "Wavelet Packets for Applications in Signal Processing and Control Systems"
  8. Short course on numerical methods for stochastic processes
  9. I Am Behind the Screen: Understanding the Invisible Work of Content Moderators on Digital Platforms
  10. Nordic Seminar on Computational Mechanics - NSCM 2016
  11. Presentation of the paper entitled: "Classical PI Controllers with Anti-Windup Techniques Applied on Level Systems: An Interesting Case Study"
  12. 27st IEEE International Conference on Methods and Models in Automation an Robotics (MMAR)
  13. It's Time to Talk About Time Shaping Competence: A Framework for Addressing “Time” in ESE
  14. Towards a fully-automated adaptive e-learning environment: A predictive model for difficulty generating factors in gap-filling activities that target English tense-aspect-mood
  15. Fuzzy based control of a nonholonomic car-like robot for drive assistant systems
  16. SON 2020+2: International Workshop on Dynamics, Optimization, and Computation
  17. Unit Root & Cointegration Testing Conference 2005

Publications

  1. Expertise in research integration and implementation for tackling complex problems
  2. An MPC for an Aggregate Actuator with a Self-Tuning Feedforward Control
  3. Making an Impression Through Openness
  4. Building a process layer for business applications using the blackboard pattern
  5. Emergency detection based on probabilistic modeling in AAL environments
  6. Global text processing in CSCL with learning protocols
  7. Unity and diversity in the law of state responsibility
  8. N3 - A collection of datasets for named entity recognition and disambiguation in the NLP interchange format
  9. Multi-Parallel Sending Coils for Movable Receivers in Inductive Charging Systems
  10. Anomaly detection in formed sheet metals using convolutional autoencoders
  11. Control of a Sun Tracking Robot Based on Adaptive Sliding Mode Control with Kalman Filtering and Model Predictive Control
  12. Anatomy of Haar Wavelet Filter and Its Implementation for Signal Processing
  13. Introducing a multivariate model for predicting driving performance
  14. Reading and Calculating in Word Problem Solving
  15. 'SPREAD THE APP, NOT THE VIRUS’ – AN EXTENSIVE SEM-APPROACH TO UNDERSTAND PANDEMIC TRACING APP USAGE IN GERMANY
  16. Simultaneous Constrained Adaptive Item Selection for Group-Based Testing
  17. Inversion of fuzzy neural networks for the reduction of noise in the control loop
  18. Age-related differences in processing visual device and task characteristics when using technical devices
  19. Enhancing Performance of Level System Modeling with Pseudo-Random Signals
  20. Neural Combinatorial Optimization on Heterogeneous Graphs
  21. Transformer with Tree-order Encoding for Neural Program Generation
  22. Lyapunov Convergence Analysis for Asymptotic Tracking Using Forward and Backward Euler Approximation of Discrete Differential Equations
  23. Mathematics in Robot Control for Theoretical and Applied Problems
  24. PI and Fuzzy Controllers for Non-Linear Systems
  25. Analysis And Comparison Of Dispatching RuleBased Scheduling In Dual-Resource Constrained Shop-Floor Scenarios
  26. Exploration strategies, performance, and error consequences when learning a complex computer task
  27. Lessons learned for spatial modelling of ecosystem services in support of ecosystem accounting
  28. How to support synchronous net-based learning discourses