Soft Optimal Computing Methods to Identify Surface Roughness in Manufacturing Using a Monotonic Regressor

Research output: Contributions to collected editions/worksArticle in conference proceedingsResearchpeer-review

Authors

This contribution deals with the identification of gloss as a function of roughness using particle swarm optimization (PSO) methods. The proposed PSO methods use a least squares method (LSM) as a cost function to be optimized. The nonparametric identification structure uses a Gaussian regressor characterized by three parameters to be estimated. Three different algorithms are proposed: a global classical PSO, an intertwined PSO structure and a PSO structure combined with a linear regression method obtained using a logarithmical transformation. Results using measured data are shown at the end of this analysis to compare the three different techniques.

Original languageEnglish
Title of host publicationSoft Computing : Theories and Applications - Proceedings of SoCTA 2021
EditorsRajesh Kumar, Chang Wook Ahn, Tarun K. Sharma, Om Prakash Verma, Anand Agarwal
Number of pages11
Place of PublicationCham
PublisherSpringer Science and Business Media Deutschland
Publication date2022
Pages527-537
ISBN (print)978-981-19-0706-7
ISBN (electronic)978-981-19-0707-4
DOIs
Publication statusPublished - 2022
Event6th International Conference on Soft Computing: Theories and Applications, SoCTA 2021 - Kota, India
Duration: 17.12.202119.12.2021
Conference number: 6

    Research areas

  • Manufacturing applications, Nonparametric identification, Particle swarm optimization
  • Engineering

Recently viewed

Publications

  1. FaST: A linear time stack trace alignment heuristic for crash report deduplication
  2. Public perceptions of CCS in context
  3. Comparison of Bio-Inspired Algorithms in a Case Study for Optimizing Capacitor Bank Allocation in Electrical Power Distribution
  4. Web-Based Drills in Maths Using a Computer Algebra System
  5. Distributable Modular Software Framework for Manufacturing Systems
  6. Digital teaching as an instrument for cross-location teaching networks in medical informatics
  7. Extension of SEIR compartmental models for constructive Lyapunov control of COVID-19 and analysis in terms of practical stability
  8. Introducing #PBAE
  9. The use of pseudo-causal narratives in EU policies
  10. EMA Links with Management Systems and Other Stakeholders
  11. Model-based Analysis of Reassembly Processes within the Regeneration of Complex Capital Goods
  12. Worauf warten?
  13. Studienprogramm Nachhaltigkeit
  14. Development of a Questionnaire Assessing Discomfort – The Disco-Scale
  15. Current overview of research on priority effects and its relevance to restoration
  16. Investigation of the Controllability of Inductive Power Transmission Systems based on Flexible Coils
  17. Added value of convection-permitting simulations for understanding future urban humidity extremes
  18. Multiscale material modeling
  19. Understanding Similarities and Differences of Digital Health Platforms
  20. The use of the online Inverted Classroom Model for digital teaching with gamification in medical studies
  21. Ludic interfaces
  22. A transdisciplinary evaluation framework for the assessment of integration in boundary-crossing collaborations in teacher education
  23. Ionic liquids vs. ethanol as extraction media of algicidal compounds from mango processing waste
  24. Sustainable use of ecosystem services under multiple risks
  25. Remote sensing data