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15th SOCO 2020: Burgos, Spain
- Álvaro Herrero, Carlos Cambra, Daniel Urda, Javier Sedano, Héctor Quintián, Emilio Corchado:
15th International Conference on Soft Computing Models in Industrial and Environmental Applications, SOCO 2020, Burgos, Spain, 16-18 September 2020. Advances in Intelligent Systems and Computing 1268, Springer 2021, ISBN 978-3-030-57801-5
Soft Computing Applications
- Nuño Basurto
, Michal Wozniak
, Carlos Cambra
, Álvaro Herrero
:
Advanced Oversampling for Improved Detection of Software Anomalies in a Robot. 3-12 - Enrique A. de la Cal
, Mirko Fáñez, Alvaro DaSilva, José Ramón Villar
, Javier Sedano, Víctor M. González Suárez:
A Preliminary Study for Automatic Activity Labelling on an Elder People ADL Dataset. 13-21 - Anca Avram, Oliviu Matei, Camelia-Mihaela Pintea
, Petrica C. Pop, Carmen Ana Anton:
How Noisy and Missing Context Influences Predictions in a Practical Context-Aware Data Mining System. 22-32 - Bruno Baruque, Esteban Jove
, Santiago Porras
, José Luís Calvo-Rolle
:
Small-Wind Turbine Power Generation Prediction from Atmospheric Variables Based on Intelligent Techniques. 33-43 - Nadia Burkart, Marco F. Huber
, Mathias Anneken
:
Supported Decision-Making by Explainable Predictions of Ship Trajectories. 44-54 - Silvia Barbero, David Griol, Zoraida Callejas:
A Natural Language Processing Approach to Represent Maps from Their Description in Natural Language. 55-64
Evolutionary Computation
- Icíar Lloréns
, Ricardo Alonso, Sergio Gil-Lopez, Sandra Riaño
, Javier Del Ser
:
A Novel Formulation for the Energy Storage Scheduling Problem in Solar Self-consumption Systems. 67-78 - Adrian Petrovan
, Oliviu Matei, Rudolf Erdei
:
A Behavioural Study of the Crossover Operator in Diploid Genetic Algorithms. 79-88 - Iztok Fister, Andrés Iglesias, Akemi Gálvez, Dusan Fister, Iztok Fister Jr.
:
Parallel Differential Evolution with Variable Population Size for Global Optimization. 89-99 - Ángel Miguel García-Vico
, Cristóbal José Carmona
, Pedro González
, María José del Jesus
:
A Preliminary Many Objective Approach for Extracting Fuzzy Emerging Patterns. 100-110
Artificial Neural Networks
- Asier Brull
, Asier Zubizarreta
, Itziar Cabanes
, Jon Torres-Unda
, Ana Rodriguez-Larrad
:
A Smart Crutch Tip for Monitoring the Activities of Daily Living Based on a Novel Neural-Network Intelligent Classifier. 113-122 - José Antonio Moscoso López, Daniel Urda
, Javier González-Enrique
, Juan Jesús Ruiz-Aguilar
, Ignacio J. Turias
:
Hourly Air Quality Index (AQI) Forecasting Using Machine Learning Methods. 123-132 - Jin-Young Kim, Sung-Bae Cho:
Interpretable Deep Learning with Hybrid Autoencoders to Predict Electric Energy Consumption. 133-143 - Pedro Lara-Benítez, Manuel Carranza-García
, Francisco Martínez-Álvarez
, José C. Riquelme:
On the Performance of Deep Learning Models for Time Series Classification in Streaming. 144-154 - Juan Pedro Llerena, Jesús García, José Manuel Molina:
An Approach to Forecasting and Filtering Noise in Dynamic Systems Using LSTM Architectures. 155-165 - Dominik Stursa
, Bruno Baruque Zanon
, Petr Dolezel
:
Novel Approach for Person Detection Based on Image Segmentation Neural Network. 166-175 - Esteban García-Cuesta
, José Manuel López-López
, Daniel Gómez-Vergel, Javier Huertas-Tato:
An Adaptive Cognitive Model to Integrate Machine Learning and Visual Streaming Data. 176-185 - Jesus Iriz, Miguel A. Patricio
, José Manuel Molina, Antonio Berlanga
:
Smart Song Equalization Based on the Classification of Musical Genres. 186-195
Special Session: Contributions of Soft Computing to Precision Agriculture
- Ales Procházka
, Martina Mudrová
, Pavel Cejnar
, Jan Mares
:
Machine Learning in Classification of the Wax Structure of Breathing Openings on Leaves Affected by Air Pollution. 199-206 - Pavel Hrncirik:
Software Sensors for the Monitoring of Bioprocesses. 207-215 - Pavel Skrabánek
, Petr Dolezel
, Radomil Matousek
, Petr Junek:
RGB Images Driven Recognition of Grapevine Varieties. 216-225 - Laura Melgar-García
, Maria Teresa Godinho
, Rita Espada, David Gutiérrez-Avilés
, Isabel Sofia Brito
, Francisco Martínez-Álvarez
, Alicia Troncoso
, Cristina Rubio-Escudero:
Discovering Spatio-Temporal Patterns in Precision Agriculture Based on Triclustering. 226-236 - Petr Dolezel
, Dominik Stursa
, Daniel Honc
, Jan Merta
, Veronika Rozsivalova, Ladislav Beran, Ivo Hora:
Counting Livestock with Image Segmentation Neural Network. 237-244 - Daniel Honc
, Jan Merta:
Smart, Precision or Digital Agriculture and Farming - Current State of Technology. 245-254 - Jan Vrba
, Charlie Maslen
, Ivan Rehor, Jan Mares
:
An Automated Platform for Microrobot Manipulation. 255-265 - Jaroslav Marek
, Alena Pozdílková
, Libor Kupka
:
Growth Models of Female Dairy Cattle. 266-275 - Antonio Jesús Rivera, María Dolores Pérez-Godoy, David A. Elizondo, Lipika Deka
, María José del Jesus:
A Preliminary Study on Crop Classification with Unsupervised Algorithms for Time Series on Images with Olive Trees and Cereal Crops. 276-285
Special Session: Soft Computing Methods in Manufacturing and Management Systems
- Wojciech Bozejko
, Pawel Rajba
, Mieczyslaw Wodecki
:
Blocks of Jobs for Solving Two-Machine Flow Shop Problem with Normal Distributed Processing Times. 289-298 - Ander García
, Juan Luis Ferrando Chacón
, Ander Arbelaiz, Xabier Oregui, Andoni Bilbao, Zelmar Etxegoien:
Soft Computing Analysis of Pressure Decay Leak Test Detection. 299-308 - Dagmara Lapczynska
, Anna Burduk
:
Fuzzy FMEA Application to Risk Assessment of Quality Control Process. 309-319 - Grzegorz Cwikla
, Krzysztof Banczyk:
Similarity of Parts Determined by Semantic Networks as the Basis for Manufacturing Cost Estimation. 320-330 - Damian Krenczyk
, Karol Dziki
:
A Simulated Annealing Based Method for Sequencing Problem in Mixed Model Assembly Lines. 331-341 - Iwona Paprocka, Krzysztof Kalinowski, Barbara Balon:
The Concept of Genetic Algorithm Application for Scheduling Operations with Multi-resource Requirements. 342-351
Special Session: Soft Computing Applications for the Management of Industrial and Environmental Enterprises
- María Teresa García-Ordás, Héctor Alaiz-Moretón, José Luís Casteleiro-Roca
, Esteban Jove
, José Alberto Benítez-Andrades, Isaías García-Rodríguez
, Héctor Quintián
, José Luís Calvo-Rolle
:
Comparative Analysis of Clustering Techniques for a Hybrid Model Implementation. 355-365 - Nuño Basurto
, Alfredo Jiménez
, Secil Bayraktar
, Álvaro Herrero
:
Data Balancing to Improve Prediction of Project Success in the Telecom Sector. 366-373 - Roberto Casado-Vara
, David García-Retuerta
, Álvaro Bartolomé
, Esteban Jove
, José Luís Calvo-Rolle
, Ángel Martín del Rey, Juan M. Corchado
:
Demand Control Ventilation Strategy by Tracing the Radon Concentration in Smart Buildings. 374-382 - Pablo Cañas, David Griol:
Implementation of a Statistical Dialogue Manager for Commercial Conversational Systems. 383-393
Special Session: Optimization, Modeling and Control by Soft Computing Techniques (OMCS)
- Jesús Enrique Sierra-García
, Matilde Santos:
Wind Turbine Pitch Control with an RBF Neural Network. 397-406 - Kerman Viana
, Mikel Larrea
, Eloy Irigoyen
, Mikel Diez
, Asier Zubizarreta
:
MIMO Neural Models for a Twin-Rotor Platform: Comparison Between Mathematical Simulations and Real Experiments. 407-417 - Felipe Barreno
, Matilde Santos, Manuel G. Romana:
Fuzzy-Logic Based Identification of Conventional Two-Lane Roads. 418-428 - Javier Echeto, Manuel G. Romana, Matilde Santos
:
Swarm Modelling Considering Autonomous Vehicles for Traffic Jam Assist Simulation. 429-438
Special Session: Soft Computing and Machine Learning in Non-linear Dynamical Systems and Fluid Dynamics: New Methods and Applications
- Oscar G. Borzdynski
, Florentino Borondo, Jezabel Curbelo
:
Exploring Datasets to Solve Partial Differential Equations with TensorFlow. 441-450 - Juan A. Martín
, Adrián Corrochano
, Javier Sierra, David Fabre, Soledad Le Clainche
:
Modeling Double Concentric Jets Using Linear and Non-linear Approaches. 451-459 - Giuseppe D'Alessio, Antonio Attili, Alberto Cuoci
, Heinz Pitsch, Alessandro Parente:
Unsupervised Data Analysis of Direct Numerical Simulation of a Turbulent Flame via Local Principal Component Analysis and Procustes Analysis. 460-469 - José Miguel Pérez
, Soledad Le Clainche
, José Manuel Vega
:
HODMD Analysis in a Forced Flow over a Backward-Facing Step by Harmonic Perturbations. 470-479 - Carlos Mendez
:
An Application of Variational Mode Decomposition in Simulated Flight Test Data. 480-489 - Jose J. Aguilar-Fuertes, Francisco Noguero-Rodríguez, José C. Jaen-Ruiz, Lluís Miquel Garcia-Raffi, Sergio Hoyas
:
Following Vortices in Turbulent Channel Flows. 490-496
Special Session: Soft Computing Techniques and Applications in Logistics and Transportation Systems
- Javier Díez-González
, Rubén Álvarez
, Paula Verde
, Rubén Ferrero-Guillén
, David González-Bárcena
, Hilde Pérez
:
Stable Performance Under Sensor Failure of Local Positioning Systems. 499-508 - Ovidiu Cosma, Petrica C. Pop, Cosmin Sabo
:
Solving the Two-Stage Supply Chain Network Design Problem with Risk-Pooling and Lead Times by an Efficient Genetic Algorithm. 509-519 - Rubén Ferrero-Guillén
, Rubén Álvarez
, Javier Díez-González
, Álvaro Sánchez-Fernández
, Hilde Pérez
:
Genetic Algorithm Optimization of Lift Distribution in Subsonic Low-Range Designs. 520-529 - Vladimir Ilin
, Dragan Simic
, Svetislav D. Simic
, Svetlana Simic:
Hybrid Genetic Algorithms and Tour Construction and Improvement Algorithms Used for Optimizing the Traveling Salesman Problem. 530-539 - Daniel Amigo, David Sánchez Pedroche, Jesús García, José Manuel Molina:
Segmentation Optimization in Trajectory-Based Ship Classification. 540-549 - Dragan Simic, Vasa Svircevic, José Luís Calvo-Rolle
, Vladimir Ilin, Svetislav D. Simic, Svetlana Simic:
Bio-Inspired System for MRP Production and Delivery Planning in Automotive Industry. 550-559
Special Session: Soft Computing and Machine Learning in IoT, Big Data and Cyber Physical Systems
- Enol García González
, José Ramón Villar
, Enrique A. de la Cal
:
Time Series Data Augmentation and Dropout Roles in Deep Learning Applied to Fall Detection. 563-570 - Iago Vázquez, José Ramón Villar
, Javier Sedano, Svetlana Simic:
A Comparison of Multivariate Time Series Clustering Methods. 571-579 - Morteza Kiadi, José Ramón Villar
, Qing Tan:
Synthesized A* Multi-robot Path Planning in an Indoor Smart Lab Using Distributed Cloud Computing. 580-589 - Behzad Karim, Qing Tan, Juan Carlos Alvarez:
Towards Fog-Based HiTLCPS for Human Robot Interactions in Smart Lab: Use Cases and Architecture Overview. 590-599 - Mercedes Yartu, Carlos Cambra
, Milagros Navarro, Carlos Rad
, Ángel Arroyo
, Álvaro Herrero
:
Neural Models to Predict Irrigation Needs of a Potato Plantation. 600-613
Special Session: Soft Computing Applied to Robotics and Autonomous Vehicles
- Khayyam Masood
, Matteo Zoppi
, Rezia Molfino
:
Mathematical Modelling for Performance Evaluation Using Velocity Control for Semi-autonomous Vehicle. 617-626 - Daniel Teso-Fz-Betoño
, Ekaitz Zulueta
, Ander Sánchez-Chica, Unai Fernandez-Gamiz
, Irantzu Uriarte, José Manuel López-Guede
:
A Relative Positioning Development for an Autonomous Mobile Robot with a Linear Regression Technique. 627-635 - Georgia Peleka
, Ioannis Mariolis
, Dimitrios Tzovaras
:
Generating 2.5D Photorealistic Synthetic Datasets for Training Machine Vision Algorithms. 636-646 - Jesús Enrique Sierra-García
, Matilde Santos:
Control of Industrial AGV Based on Reinforcement Learning. 647-656 - Mauricio Marcano
, Sergio E. Diaz, Myriam Vaca
, Joshué Pérez, Eloy Irigoyen
:
Shared Control Framework and Application for European Research Projects. 657-666 - Alfredo Pintado, Matilde Santos
:
A First Approach to Path Planning Coverage with Multi-UAVs. 667-677
Special Session: Soft Computing for Forecasting Industrial Time Series
- Gregorio Fidalgo Valverde, Alicja Krzemien
, Pedro Riesgo Fernández, Francisco Javier Iglesias-Rodríguez, Ana Suárez Sánchez:
Copper Price Time Series Forecasting by Means of Generalized Regression Neural Networks with Optimized Predictor Variables. 681-690 - Fernando Sánchez Lasheras
, Javier Gracia Rodríguez
, Paulino José García Nieto
, Esperanza García Gonzalo
, Gregorio Fidalgo Valverde
:
A Multivariate Approach to Time Series Forecasting of Copper Prices with the Help of Multiple Imputation by Chained Equations and Multivariate Adaptive Regression Splines. 691-701 - Esperanza García Gonzalo
, Paulino José García Nieto
, Javier Gracia Rodríguez
, Fernando Sánchez Lasheras
, Gregorio Fidalgo Valverde
:
Time Series Analysis for the COMEX Copper Spot Price by Using Support Vector Regression. 702-708 - Juan Félix San-Juan
, Montserrat San-Martín
, Iván Pérez
, Rosario María López
, Edna Segura, Hans Carrillo:
Uncertainty Propagation Using Hybrid Methods. 709-717
Special Session: Machine Learning in Computer Vision
- Andrés Fuster Guilló, Jorge Azorín López
, Juan Miguel Castillo Zaragoza, Cayetano Manchón-Pernis, Luis Fernando Pérez Pérez, Ana Zaragoza-Martí:
Multidimensional Measurement of Virtual Human Bodies Acquired with Depth Sensors. 721-730 - Henry Duque Gómez, José García Rodríguez, Jorge Azorín López
:
Event-Based Conceptual Architecture for the Management of Cyber-Physical Systems Tasks in Real Time. 731-740 - Miguel Ángel Molina, Gualberto Asencio-Cortés
, José C. Riquelme, Francisco Martínez-Álvarez
:
A Preliminary Study on Deep Transfer Learning Applied to Image Classification for Small Datasets. 741-750 - Virginia Riego-Del Castillo
, Lidia Sánchez-González
, Laura Fernández-Robles
, Manuel Castejón Limas
:
Burr Detection Using Image Processing in Milling Workpieces. 751-759 - Luis Felipe Borja-Borja, Jorge Azorín López
, Marcelo Saval-Calvo
:
A Deep Learning Architecture for Recognizing Abnormal Activities of Groups Using Context and Motion Information. 760-769 - Byron Guerrero Rodríguez, Jaime Salvador-Meneses, José García Rodríguez:
Implementation of a Low-Cost Rain Gauge with Arduino and Thingspeak. 770-779 - Akemi Gálvez, Iztok Fister, Iztok Fister Jr.
, Andrés Iglesias:
Functional Networks for Image Segmentation of Cutaneous Lesions with Rational Curves. 780-789 - Mauricio-Andrés Zamora-Hernández
, Jose Andrez Chaves Ceciliano, Alonso Villalobos Granados, John Alejandro Castro-Vargas, José García Rodríguez, Jorge Azorín López
:
Manufacturing Description Language for Process Control in Industry 4.0. 790-799 - Mauricio-Andrés Zamora-Hernández
, John Alejandro Castro-Vargas, Jorge Azorín López
, José García Rodríguez:
ToolSet: A Real-Synthetic Manufacturing Tools and Accessories Dataset. 800-809
Special Session: Computational Intelligence for Laser-Based Sensing and Measurement
- Nerea Aranjuelo, Guus Engels, Luis Unzueta
, Ignacio Arganda-Carreras
, Marcos Nieto, Oihana Otaegui:
Robust 3D Object Detection from LiDAR Point Cloud Data with Spatial Information Aggregation. 813-823 - Marina Aguilar-Moreno
, Manuel Graña:
A Comparison of Registration Methods for SLAM with the M8 Quanergy LiDAR. 824-834 - Marcos Alonso Nieto
, Alberto Izaguirre, Imanol Andonegui
, Manuel Graña:
An Application of Laser Measurement to On-Line Metal Strip Flatness Measurement. 835-842 - Anna Kaminska-Chuchmala:
Efficiency of Public Wireless Sensors Applied to Spatial Crowd Monitoring in Buildings. 843-852 - Leyre Torre-Tojal
, José Manuel López-Guede
:
Machine-Learning Techniques Applied to Biomass Estimation Using LiDAR Data. 853-861 - Asier Izquierdo, José Manuel López-Guede
:
Active Learning for Road Lane Landmark Inventory with Random Forest in Highly Uncontrolled LiDAR Intensity Based Image. 862-871
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