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18th SOCO 2023: Salamanca, Spain
- Pablo García Bringas, Hilde Pérez García, Francisco Javier Martínez de Pisón, Francisco Martínez-Álvarez, Alicia Troncoso Lora, Álvaro Herrero, José Luís Calvo-Rolle, Héctor Quintián, Emilio Corchado:
18th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2023) - Salamanca, Spain, September 5-7, 2023, Proceedings, Volume 2. Lecture Notes in Networks and Systems 750, Springer 2023, ISBN 978-3-031-42535-6
Special Session 2: Technological Foundations and Advanced Applications of Drone Systems
- Alan N. Steinberg:
Level 3 Data Fusion - Course of Action and Scenario Estimation. 3-12 - Adrián Losada, Ana M. Bernardos, Juan A. Besada:
Image Classification Using Contrastive Language-Image Pre-training: Application to Aerial Views of Power Line Infrastructures. 13-23 - Daniel Raposo, David Carramiñana, Juan A. Besada, Ana M. Bernardos:
A Realistic UAS Traffic Generation Tool to Evaluate and Optimize U-Space Airspace Capacity. 24-33 - David Sánchez Pedroche, Francisco Fariña Salguero, Daniel Amigo Herrero, Jesús García, José M. Molina López:
UAV Airframe Classification Using Acceleration Spectrograms. 34-43 - Juan Pedro Llerena, Jesús García, José Manuel Molina, Daniel Arias:
Tuning Process Noise in INS/GNSS Fusion for Drone Navigation Based on Evolutionary Algorithms. 44-54
Special Session 3: Soft Computing Methods in Manufacturing and Management Systems
- Damian Krenczyk:
Digital Twins of Production Systems Based on Discrete Simulation and Machine Learning Algorithms. 57-66 - Ander García, Telmo Fernández de Barrena, Juan Luis Ferrando Chacón, Xabier Oregui, Zelmar Etxegoien:
Edge Architecture for the Integration of Soft Models Based Industrial AI Control into Industry 4.0 Cyber-Physical Systems. 67-76 - Grzegorz Cwikla, Tomasz Lorenz:
The Use of Line Simplification and Vibration Suppression Algorithms to Improve the Quality of Determining the Indoor Location in RTLSs. 77-87 - Malgorzata Olender-Skóra, Aleksander Gwiazda:
Possibilities of Decision Support in Organizing Production Processes. 88-97
Special Session 4: Efficiency and Explainability in Machine Learning and Soft Computing
- Pablo Reina-Jiménez, Manuel Carranza-García, José María Luna-Romera, José C. Riquelme:
Efficient Short-Term Time Series Forecasting with Regression Trees. 101-110 - Halal Abdulrahman Ahmed, Juan A. Nepomuceno, Belén Vega-Márquez, Isabel A. Nepomuceno-Chamorro:
Generating Synthetic Fetal Cardiotocography Data with Conditional Generative Adversarial Networks. 111-120 - Andrés Manuel Chacón-Maldonado, A. R. Troncoso-García, Francisco Martínez-Álvarez, Gualberto Asencio-Cortés, Alicia Troncoso:
Olive Oil Fly Population Pest Forecasting Using Explainable Deep Learning. 121-131
Special Session 5: Machine Learning and Computer Vision in Industry 4.0
- Ramón Moreno, José María Sanjuán, Miguel Del Río Cristobal, Revanth Shankar Muthuselvam, Ting Wang:
A Deep Learning Ensemble for Ultrasonic Weld Quality Control. 145-152 - Javier Rodríguez-Juan, David Ortiz-Perez, José García Rodríguez, David Tomás, Grzegorz J. Nalepa:
Indoor Scenes Video Captioning. 153-162 - David Alfaro-Viquez, Mauricio-Andrés Zamora-Hernández, Hanzel Grillo, José García Rodríguez, Jorge Azorín López:
A Multimodal Dataset to Create Manufacturing Digital Twins. 163-172 - Alejandro Galán-Cuenca, Nahuel E. Garcia-D'Urso, Pau Climent-Pérez, Andrés Fuster Guilló, Jorge Azorín López:
A Modified Loss Function Approach for Instance Segmentation Improvement and Application in Fish Markets. 173-183 - Jesús Benito-Picazo, Jose David Fernández Rodriguez, Enrique Domínguez, Esteban J. Palomo, Ezequiel López-Rubio:
Parallel Processing Applied to Object Detection with a Jetson TX2 Embedded System. 184-194 - David Ortiz-Perez, Pablo Ruiz-Ponce, Javier Rodríguez-Juan, David Tomás, José García Rodríguez, Grzegorz J. Nalepa:
Deep Learning-Based Emotion Detection in Aphasia Patients. 195-204 - Nuria Velasco-Pérez, Samuel Lozano-Juárez, Beatriz Gil-Arroyo, Juan Marcos Sanz, Nuño Basurto, Daniel Urda, Álvaro Herrero:
Defect Detection in Batavia Woven Fabrics by Means of Convolutional Neural Networks. 205-215 - Dmitrij Teterja, José García Rodríguez, Jorge Azorín López, Esther Sebastián-González, Rita Elise van der Walt, Marthinus J. Booysen:
An Image Mosaicing-Based Method for Bird Identification on Edge Computing Devices. 216-225 - David Mulero-Pérez, Manuel Benavent-Lledó, José García Rodríguez, Jorge Azorín López, Flores Vizcaya-Moreno:
HoloDemtect: A Mixed Reality Framework for Cognitive Stimulation Through Interaction with Objects. 226-235 - Nahuel E. Garcia-D'Urso, Jorge Azorín López, Andrés Fuster Guilló:
Accurate Estimation of Parametric Models of the Human Body from 3D Point Clouds. 236-245 - Adrián Romero-Garcés, Camilo A. Ruiz-Beltrán, Rebeca Marfil, Antonio Bandera:
Lightweight Cosmetic Contact Lens Detection System for Iris Recognition at a Distance. 246-255 - Felipe Barreno, Matilde Santos, Manuel G. Romana:
Vehicle Warning System Based on Road Curvature Effect Using CNN and LSTM Neural Networks. 256-266
Special Session 6: Genetic and Evolutionary Computation in Real World and Industry
- Lucas Pérez, Nahuel Costa, Luciano Sánchez:
Enhancing Time Series Anomaly Detection Using Discretization and Word Embeddings. 269-278 - Enol García González, José R. Villar, Camelia Chira, Enrique A. de la Cal, Luciano Sánchez, Javier Sedano:
Multi-objective Optimization for Multi-Robot Path Planning on Warehouse Environments. 279-289 - Douglas F. Corrêa, Guido F. M. G. Carvalho, David A. Pelta, Claudio Fabiano Motta Toledo, Antônio J. Silva Neto:
On the Prediction of Anomalous Contaminant Diffusion. 290-299 - Eduardo Bayona, Jesús Enrique Sierra-García, Matilde Santos:
Keeping Safe Distance from Obstacles for Autonomous Vehicles by Genetic Algorithms. 300-310 - Dragan Simic, José Luís Calvo-Rolle, José R. Villar, Vladimir Ilin, Svetislav D. Simic, Svetlana Simic:
An Approach of Optimisation in Last Mile Delivery. 311-320
Special Session 7: Soft Computing and Hard Computing for a Data Science Process Model
- Amable J. Valdés Cuervo, Elena Herrera, Enrique A. de la Cal:
A Preliminary Study of MLSE/ACE-III Stages for Primary Progressive Aphasia Automatic Identification Using Speech Features. 323-333 - Pablo-Andrés Buestán-Andrade, Matilde Santos, Jesús Enrique Sierra-García, Juan-Pablo Pazmiño-Piedra:
Comparison of LSTM, GRU and Transformer Neural Network Architecture for Prediction of Wind Turbine Variables. 334-343 - Kelsy Cabello-Solorzano, Isabela Ortigosa de Araujo, Marco Peña, Luís Correia, Antonio J. Tallón-Ballesteros:
The Impact of Data Normalization on the Accuracy of Machine Learning Algorithms: A Comparative Analysis. 344-353 - Saúl Pérez Fernández, Alejandro Buendía Roca, Carlos González-Gutiérrez, Javier Rodríguez Rodríguez, Santiago Iglesias Álvarez, Ronny Anangonó Tutasig, Fernando Sánchez Lasheras, Francisco Javier de Cos Juez:
Adaptive Optics Correction Using Recurrent Neural Networks for Wavefront Prediction. 354-363
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