This book constitutes the refereed proceedings of the 10th Workshop on Engineering Applications, WEA 2023, held in Cartagena, Colombia, during November 1-3, 2023.
The 37 full papers included in this book were carefully reviewed and selected from 93 submissions. They were organized in topical sections as follows: artificial intelligence; optimization; and simulation.
Inhaltsverzeichnis
Artificial Intelligence
. - Algorithmic trading system using auto-machine learning as a filter rule. - An algorithmic trading strategy for the Colombian US dollar inter-bank bulk market SET-FX based on an evolutionary TPOT AutoML predictive model. - Evaluating the incidence of different factors on the level of service at interceptions without traffic lights. - Physically Informed Neural Networks Applied to Financial Derivatives Valuation in Markets with Liquidity Risk. - Application of hierarchical risk parity with Latin ADRs. - Experimental Analysis of a Peregrine Falcon 3D Prototype with oscillating feathers. - Optimal portfolio selection using a Robust-Bayesian model. - Impact of Pruning Distribution in Compressed CNN Models: A Case Study. - Open-loop stability analysis of interval dynamic systems. - Acquisition of motor images of the left and right hand by means of the Emotiv epoc+ headset for their classification using the EEGNet neural network. - Natural Language Contents Evaluation System for Multi-class News Categorization Using Machine Learning and Transformers. - Automatic Assessment of Voice Disorders Using Phase Plots. - Medical Image Compression techniques comparison using open-source libraries. - Implementation of a reinforced learning algorithm in a simulation environment for path planning of a robot manipulator with 3 degrees of freedom. - MACHINE LEARNING FOR RICE (Oryza sativa L.) PHENOLOGICAL IDENTIFICATION. - wGMU: A Novel Fusion Strategy to Identify the Important Parts of Sentence for Relation Classification. - Effect of preprocessing in deep learning systems to aid the diagnosis using X-ray pulmonary images. - Topological Data Analysis to characterize fluctuations in the Latin American Integrated Market. - Implementation of the chaotic systems Lorenz, Rossler, and Chen on an 8 bit microcontroller. - Enhancing Impaired Waist-to-Height Ratio Classification Using Neural Networks. - Application of artificial intelligence tools, data processing, and analysis in the forecasting of level and flow variables in wells with little data from the Morroa Aquifer. - Voltage Regulation for Microgrids Based on a Data-Driven Predictor. - Generalized nonlinear rectification function for estimating Mel Cepstral coefficients from Colombian birdsongs. -
Optimization
. - Global Sensitivity Analysis in Optimization - the Case of Positive Definite Quadratic Forms. - MPC-Based Path Tracking of a Differential-Drive Mobile Robot with Optimization for Improved Control Performance. - A Mixed Integer Linear Programming Model for School Timetable in Cartagena. - Evaluation of a Mixed-Product Production System Performance with Unreliable Machines. - Distributionally Robust Optimization for Networked Microgrids: An Overview. - Pickup and delivery vehicle routing problems in bike sharing systems: a review. - MATHEMATICAL OPTIMIZATION MODELS FOR THE DESIGN AND APPLICATION OF INDUSTRIAL SYMBIOSIS NETWORKS: CHALLENGES AND TRENDS. -
Simulation
. - Static and Dynamic Electrical Characterization of Flexible Photovoltaic Panels for Optimization of their Performance. - Rural Migration in Colombia. - Investigation of the conductive properties of the electro-polymerized thiophene and pyrrole derivatives: correlation between experimental and theoretical parameters. - Strategies, information technologies and models for knowledge management in software development companies: A systematic review of the literature. - Smart Substation Communication with Virtual Networks. - Development of a farm animal tracking device using LoRaWAN. - In-silico study of the effect of particulate matter from Medell n on virtual ventricular tissue.
