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Chapter and Conference Paper
Data Analysis Applied to Driver Profile Data Obtained Through Vehicle Telemetry and Classification Algorithms
In the present days, considering the enormous amount of unused data available, one of the most challenging tasks is extracting meaningful information from data obtained or stored; for the automotive industry, ...
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Chapter and Conference Paper
Urban Digital Twins for Synthetic Data of Individuals with Mobility Aids in Curitiba, Brazil, to Drive Highly Accurate AI Models for Inclusivity
This article delves into the significance of urban digital twins in generating synthetic data specifically tailored for individuals with disabilities. It explores how this data can be effectively utilized to c...
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Chapter and Conference Paper
A Proposal of a Fair Voting Ensemble Classifier Using Multi-objective Optimization
Current fair machine learning techniques attempt to maintain the trained pipeline accuracy while improving the fairness of its predictions through a myriad of mathematical definitions. Often, proposed methods ...
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Chapter and Conference Paper
Multi-objective Logistic Regression for Anomaly Detection in Water Distribution Systems
Providing clean and safe drinking water is a crucial task for any water supply company. In such an activity, automatic anomaly detection plays a critical role in drinking water quality monitoring. Recent anoma...
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Chapter
Controller Tuning for Univariable Processes
In this chapter, a simple controller tuning statement by means of the multiobjective optimization design procedure is given. The aim of this chapter is to show a basic example in controller tuning and to focus...
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Chapter
Comparing Control Structures from a Multiobjective Perspective
This chapter will illustrate the tools presented in previous chapters for the analysis and comparison of different design concepts. In particular, three different control structures (PI, PID and GPC) will be c...
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Chapter
The ABB’2008 Control Benchmark: A Flexible Manipulator
In this chapter, a digital controller is tuned for the control benchmark proposed in 2008 by the ABB group at the 17th IFAC World Congress via multiobjective optimization. In some instances, a more realistic e...
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Chapter
Multiobjective Optimization Design Procedure for Controller Tuning of a Peltier Cell Process
In this chapter a Peltier cell is used for cooling and freezing purposes. The main challenge from the control point of view is to guarantee the setpoint response performance for both tasks despite the process ...
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Chapter
Multiobjective Optimization Design Procedure for an Aircraft’s Flight Control System
In this chapter, the multiobjective optimization design procedure will be used to tune the autopilot controllers for an autonomous Kadett ...
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Chapter
Controller Tuning for Multivariable Processes
In this chapter, a multivariable controller is tuned by means of a multiobjective optimization design procedure. For this design problem, several specifications are given, regarding individual control loops an...
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Chapter
The ACC’1990 Control Benchmark: A Two-Mass-Spring System
In this chapter, controllers with different complexity for the control benchmark proposed in 1990 at the American Control Conference will be tuned using a multiobjective optimization design procedure. The aim ...
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Chapter
The 2012 IFAC Control Benchmark: An Industrial Boiler Process
In this chapter, a multiobjective optimization design procedure is applied to the multivariable version of the Boiler Control Problem, defined in 2nd IFAC Conference on Advances in PID Control, 2012. The chapt...
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Chapter
Multiobjective Optimization Design Procedure for Controller Tuning of a TRMS Process
In this chapter, the multiobjective optimization design procedure will be used in order to tune the controller of a Twin Rotor MIMO System (TRMS). For such process, a many-objectives optimization instance is t...
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Chapter
Background on Multiobjective Optimization for Controller Tuning
In this chapter a background on multiobjective optimization and a review on multiobjective optimization design procedures within the context of control systems and the controller tuning problem are provided. F...
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Chapter
Motivation: Multiobjective Thinking in Controller Tuning
Throughout this chapter, we intend to provide a multiobjective awareness of the controller tuning problem. Beyond the fact that several objectives and requirements must be fulfilled by a given controller, we will...
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Chapter
Tools for the Multiobjective Optimization Design Procedure
In this chapter, tools for the evolutionary multiobjective optimization process and the multicriteria decision making stage to be used throughout this book (as a reference) are presented. Regarding the optimiz...