Q-Adaptive Control of the nonlinear dynamics of the cantilever-sample system of an Atomic Force Microscope

Research output: Journal contributionsJournal articlesResearchpeer-review

Authors

The article presents the control of the nonlinear dynamics of the cantilever-sample system of an atomic force microscope (AFM) by the combination of Q-control and model reference adaptive control, when the AFM operates in contact mode. In this mode the AFM is always in contact with the sample, being able to measure the topographic characteristics for different materials and structures at a nanometric scale. For this task, the AFM uses a cantilever with a micro tip at one end that explores the surface of the sample during scanning. During this process, the closed loop feedback control keeps the acting force on the cantilever beam constant, where the error between the reference and the output of the plant is equivalent to the topography of the sample. We know that the nonlinear dynamics of the cantilever beam system is complex, due to the different types of nonlinear forces that act. In the contact mode the interaction force is described by the modified Hertz model when the cantilever-sample distance is less than 0.2 nm. Here we use an approximate model of the interaction force to reduce the complexity of the model, which depends on the Q factor. The proposed method combine the adaptive control with the control Q, where the control Q allows to reduce the force of beam interaction cantilever-sample, reducing the probability of damage in the sample and in the micro tip due to permanent contact. The Q control is incorporated to the proposed method through the design of the reference model and also a design formula for the effective Q factor is obtained. As a result we have that the proposed control method is stable, showing good performance for different surfaces and reference inputs. The stability of the system is proved by the second Lyapunov method. To show the effectiveness of the proposed method a variety of simulations are presented. The proposed method is totally general and can be applied to any nonlinear complex system.
Original languageEnglish
Article number8789561
JournalIEEE Latin America Transactions
Volume16
Issue number9
Pages (from-to)2400-2408
Number of pages9
DOIs
Publication statusPublished - 09.2018

Bibliographical note

Special Issue on New Trends in Electronics

    Research areas

  • Engineering - Adaptice Control, Q-Control, Lyapunov stability, Nonlinear System, Atomic Force Microscope (AFM)

Recently viewed

Activities

  1. Maximum-Likelihood-Based Panel Cointegration Test with Linear Time Trend and Fisher Hypothesis
  2. Co-supervisor of the dissertation "Multi-trophic interactions and functional diversity in biodiversity experiments."
  3. “Visual Rhetoric as a three-dimensional practice. Theorizing the interconnections between the visual rhetorical objects and the process of spectatorship”
  4. Discourse, Context and Media (Fachzeitschrift)
  5. Navigating Object Ambiguity for Creativity in Artistic and Scientific Experiments
  6. 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
  7. Explaining primary school teachers’ usage of digital learning data: A mixed method study
  8. Quality of reading instruction in language classrooms: Subject specific analysis of teaching quality
  9. Reflexive Multi-Criteria Evaluation as a Tool to Integrate Multiple Values of Scientists and Stakeholders
  10. Improving Production Scheduling with Machine Learning
  11. Fuzzy based control of a nonholonomic car-like robot for drive assistant systems
  12. Performativity and Authenticity in the Web 2.0-Enhanced Foreign Language Classroom
  13. The implementation of formative assessment in inclusive mathematics instruction
  14. Presentation of the paper entitled: "Controlling a Bank Model Economy by Using an Adaptive Model Predictive Control with Help of an Extended Kalman Filter"
  15. Concurrent Adaptive Tests for Formative Assessments in School Classes

Publications

  1. Managing complexity in automative production
  2. The effects of different on-line adaptive response time limits on speed and amount of learning in computer assisted instruction and intelligent tutoring
  3. Grazing, exploring and networking for sustainability-oriented innovations in learning-action networks
  4. Globally asymptotic output feedback tracking of robot manipulators with actuator constraints
  5. Mathematical relation between extended connectivity and eigenvector coefficients.
  6. Multilevel bridge governor by using model predictive control in wavelet packets for tracking trajectories
  7. Should learners use their hands for learning? Results from an eye-tracking study
  8. Species composition and forest structure explain the temperature sensitivity patterns of productivity in temperate forests
  9. Harvesting information from captions for weakly supervised semantic segmentation
  10. Analysis And Comparison Of Dispatching RuleBased Scheduling In Dual-Resource Constrained Shop-Floor Scenarios
  11. Taking the pulse of Earth's tropical forests using networks of highly distributed plots
  12. Hierarchical trait filtering at different spatial scales determines beetle assemblages in deadwood
  13. Dynamic Lot Size Optimization with Reinforcement Learning
  14. Use of Machine-Learning Algorithms Based on Text, Audio and Video Data in the Prediction of Anxiety and Post-Traumatic Stress in General and Clinical Populations
  15. Comparison of different FEM codes approach for extrusion process analysis
  16. Towards a spatial understanding of identity play
  17. Global Finite-Time Stabilization of Planar Linear Systems With Actuator Saturation
  18. Effectiveness of a guided multicomponent internet and mobile gratitude training program - A pragmatic randomized controlled trial
  19. Sensor Fusion for Power Line Sensitive Monitoring and Load State Estimation
  20. Clause identification using entropy guided transformation learning
  21. Experimentally established correlation of friction surfacing process temperature and deposit geometry
  22. Constraints are the solution, not the problem
  23. Segment Introduction
  24. Understanding storytelling in the context of information systems
  25. The signal location task as a method quantifying the distribution of attention
  26. Universal Threshold Calculation for Fingerprinting Decoders using Mixture Models
  27. Real-time RDF extraction from unstructured data streams
  28. Age effects on controlling tools with sensorimotor transformations
  29. Supporting the Development and Realization of Data-Driven Business Models with Enterprise Architecture Modeling and Management
  30. Computing regression statistics from grouped data