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