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El. knyga: Optimization, Learning Algorithms and Applications: Second International Conference, OL2A 2022, Povoa de Varzim, Portugal, October 24-25, 2022, Proceedings

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This book constitutes the proceedings of the Second International Conference on Optimization, Learning Algorithms and Applications, OL2A 2022, held in Braganēa, Portugal, in October 2022.





The 53 full papers and 3 short papers were thoroughly reviewed and selected from 145 submissions. They are organized in the topical sections on Machine and Deep Learning; Optimization; Artificial Intelligence; Optimization in Control Systems Design; Measurements with the Internet of Things; Trends in Engineering Education; Advances and Optimization in Cyber-Physical Systems; and Computer vision based on learning algorithms.
Machine and Deep Learning.- Techniques to Reject Atypical Patterns.-
Development of an Analog Acquisition and Conditioning Circuit of Surface
Electromyogram and Electrocardiogram Signals.- Methodology Applied to the
Development of Sensor Architectures Dedicated to Unmanned Aerial Vehicles.-
Is Diabetic Retinopathy Grading Biased by Imbalanced Datasets?.- Attention
Mechanism for Classification of Melanomas.- Volume Estimation of an Indoor
Space with LiDAR Scanner.- Good Practices in the Management of Virtual
Environments with Emphasis on Security.- A Rule Based Procedural Content
Generation System.- A Hybrid Approach to Operational Planning in Home Health
Care.- Multi VLAN Visualization in Network Management.- A Review of Dynamic
Difficulty Adjustment Methods for Serious Games.- Anxiety Monitoring System:
A Preliminary Approach.- Optimization.- Statistical Analysis of Voice
Parameters in Healthy Sub-jects and with Vocal Pathologies - HNR.- Integrated
Feature Selection andClassification Algorithm in the Prediction of
Work-Related Accidents in the Retail Sector: A Comparative Study.- Traffic
Light Optimization of an Intersection: a Portuguese Case Study.- Combined
Optimization and Regression Machine Learning for Solar Irradiation and Wind
Speed Forecasting.- An Improved Multi-Threaded Implementation of the
MCSFilter Optimization Algorithm.- Integer Programming Applied to Wireless
Sensor Networks Topology Optimization.- Two Clustering Methods for Measuring
Plantar Temperature Changes in Thermal Images.- A Multi-objective Approach
for the Menu Planning Problem: a Brazilian Case Study.- Artificial
Intelligence.- Stock-Pred: The LSTM Prophet of the Stock Market.-
Confidence-Based Algorithm Parameter Tuning with Dynamic Resampling.-
Classification of Leftovers from the Stock Cutting Process.- Active GA
Accelerated by Simulated Annealing to Solve SPP in Packet Networks.-
Long-Term Person Reidentification: Challenges and Outlook.- Sentiment
Analysis applied to IBOVESPA Prediction.- F0, LPC, and MFCC Analysis for
Emotion Recognition Based on Speech.- Solanum lycopersicum - Fusarium
oxysporum Fo47 Interaction Study using ML Classifiers in Transcriptomic
Data.- Smart Data Driven System for Pathological Voices Classification.- Gene
Expression Analysis of Solanum lycopersicum - Bacillus megaterium Interaction
to Identify Informative Genes using Machine Learning Classifiers.- A Kernel
Clustering Algorithm Based on Diameters.- Forecasting Omicron Variant of
Covid-19 with ANN Model in European Countries Number of Cases, Deaths, and
ICU patients.- Anomaly Detection using Smart Shirt and Machine Learning: A
Systematic Review.- Decision Making System to Support the Cost of Ordered
Products.- Optimization in Control Systems Design.- Analysis of Topological
Characteristics Impacting the Allocation of Controllers in a SD-WAN Network:
RNP Case.- A Hybrid Approach GABC-LS to Solve mTSP.- On the Complexity of a
Linear Programming Predictor-Corrector Algorithm using the Two Norm
Neighborhood.- Modelling and Control of a Retrofitted Oven for SMD Reflow.-
Measurements with the Internet of Things.- Investigation of the Partial
Discharges in the High Voltage Measurement Transformers.- Smart Systems for
Monitoring Buildings - An IoT Application.- Map Coverage of LoRaWAN signal's
Employing GPS from Mobile Devices.- Node Assembly for Waste Levels
Measurement: Embrace the Smart City.- Trends in Engineering Education.- Data
Analysis Techniques Applied to the MathE Database.- Evolution of Soft Skills
for Engineering Education in the Digital Era.- Communication in Educational
Robots: From Coordination to IoT Systems.- Educational Testbed in the context
of Industry 4.0 and 5.0: Literature Review.- Advances and Optimization in
Cyber-Physical Systems.- Adaptive Environment System to Manage Comfort
Preferences and Conflicts.- Asynchronous and Distributed Multi-agent Systems:
an Approach through Actor Model.- Stock Management Improvement in a Nursing
Ward using Lean Approach and Mathematical Modelling.- Monitoring Electrical
and Operational Parameters of a Stamping Machine for Failure Prediction.-
Computer vision based on learning algorithms.- Super-Resolution Face
Recognition: an Approach Using Generative Adversarial Networks and
Joint-Learn.- Image Processing of Petri Dishes for Counting Microorganisms.-
Caenorhabditis Elegans Detection using YOLOv5 and Faster R-CNN Networks.-
Object Detection for Indoor Localization System.- Classification of Facial
Expressions under Partial Occlusion for VR Games.- Machine Learning to
Identify Olive-tree Cultivars.