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第14届工业和环境应用软件计算模型国际会议(SOCO 2019):西班牙塞维利亚,2019年5月13-15日,会议记录-14th International Conference on Soft Co

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标题(title):14th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2019): Seville, Spain, May 13–15, 2019, Proceedings
第14届工业和环境应用软件计算模型国际会议(SOCO 2019):西班牙塞维利亚,2019年5月13-15日,会议记录
作者(author):Francisco Martínez Álvarez, Alicia Troncoso Lora, José António Sáez Muñoz, Héctor Quintián, Emilio Corchado
出版社(publisher):Springer International Publishing
大小(size):48 MB (49917079 bytes)
格式(extension):pdf
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This book includes 57 papers presented at the SOCO 2019 conference held in the historic city of Seville (Spain), in May 2019.

Soft computing represents a set of computational techniques in machine learning, computer science and various engineering disciplines, which investigate, simulate, and analyze very complex issues and phenomena.

The selection of papers was extremely rigorous in order to maintain the high quality of the conference, which featured a number of special sessions, including sessions on: Soft Computing Methods in Manufacturing and Management Systems; Soft Computing Applications in the Field of Industrial and Environmental Enterprises; Optimization, Modeling and Control by Soft Computing Techniques; and Soft Computing in Aerospace, Mechanical and Civil Engineering: New methods and Industrial Applications.




Table of contents :
Front Matter ....Pages i-xxi
Front Matter ....Pages 1-1
Indexes to Find the Optimal Number of Clusters in a Hierarchical Clustering (José David Martín-Fernández, José María Luna-Romera, Beatriz Pontes, José C. Riquelme-Santos)....Pages 3-13
Analysis and Application of Normalization Methods with Supervised Feature Weighting to Improve K-means Accuracy (Iratxe Niño-Adan, Itziar Landa-Torres, Eva Portillo, Diana Manjarres)....Pages 14-24
Classifying Excavator Operations with Fusion Network of Multi-modal Deep Learning Models (Jin-Young Kim, Sung-Bae Cho)....Pages 25-34
A Study on Trust in Black Box Models and Post-hoc Explanations (Nadia El Bekri, Jasmin Kling, Marco F. Huber)....Pages 35-46
A Study on Hyperparameter Configuration for Human Activity Recognition (Kemilly D. Garcia, Tiago Carvalho, João Mendes-Moreira, João M. P. Cardoso, André C. P. L. F. de Carvalho)....Pages 47-56
A Fuzzy Approach for Sentences Relevance Assessment in Multi-document Summarization (Eduardo Valladares-Valdés, Alfredo Simón-Cuevas, José A. Olivas, Francisco P. Romero)....Pages 57-67
Online Estimation of the State of Health of a Rechargeable Battery Through Distal Learning of a Fuzzy Model (Luciano Sánchez, José Otero, Manuela González, David Anseán, Inés Couso)....Pages 68-77
A Proposal for the Development of Lifelong Dialog Systems (David Griol, Araceli Sanchis, Jose Manuel Molina)....Pages 78-88
Front Matter ....Pages 89-89
Real-Time Big Data Analytics in Smart Cities from LoRa-Based IoT Networks (Antonio M. Fernández, David Gutiérrez-Avilés, Alicia Troncoso, Francisco Martínez-Álvarez)....Pages 91-100
Deep Learning in Modeling Energy Cost of Buildings in the Public Sector (Marijana Zekić-Sušac, Marinela Knežević, Rudolf Scitovski)....Pages 101-110
Framework for the Detection of Physiological Parameters with Musical Stimuli Based on IoT (Mario Alcántara-Garrote, Ana B. Gil-González, Ana de Luis Reboredo, María N. Moreno, Belén Pérez-Lancho)....Pages 111-120
Edge Computing Architectures in Industry 4.0: A General Survey and Comparison (Inés Sittón-Candanedo, Ricardo S. Alonso, Sara Rodríguez-González, José Alberto García Coria, Fernando De La Prieta)....Pages 121-131
Predictive Maintenance from Event Logs Using Wavelet-Based Features: An Industrial Application (Stéphane Bonnevay, Jairo Cugliari, Victoria Granger)....Pages 132-141
Building Robust Prediction Models for Defective Sensor Data Using Artificial Neural Networks (Cláudio Rebelo de Sá, Arvind Kumar Shekar, Hugo Ferreira, Carlos Soares)....Pages 142-153
Front Matter ....Pages 155-155
Ensemble Deep Learning for Forecasting \(^{222}Rn\) Radiation Level at Canfranc Underground Laboratory (Miguel Cárdenas-Montes, Iván Méndez-Jiménez)....Pages 157-167
Search of Extreme Episodes in Urban Ozone Maps (Miguel Cárdenas-Montes)....Pages 168-178
A Novel Heuristic Approach for the Simultaneous Selection of the Optimal Clustering Method and Its Internal Parameters for Time Series Data (Adriana Navajas-Guerrero, Diana Manjarres, Eva Portillo, Itziar Landa-Torres)....Pages 179-189
A Hybrid Approach for Short-Term NO2 Forecasting: Case Study of Bay of Algeciras (Spain) (Steffanie Van Roode, Juan Jesus Ruiz-Aguilar, Javier González-Enrique, Ignacio J. Turias)....Pages 190-198
Context-Aware Data Mining vs Classical Data Mining: Case Study on Predicting Soil Moisture (Anca Avram, Oliviu Matei, Camelia-M. Pintea, Petrica C. Pop, Carmen Ana Anton)....Pages 199-208
DTW as Alignment Function in the Context of Time Series Balancing (Enrique de la Cal, José Ramón Villar, Javier Sedano)....Pages 209-218
Feature Clustering to Improve Fall Detection: A Preliminary Study (Mirko Fáñez, José Ramón Villar, Enrique de la Cal, Víctor M. González, Javier Sedano)....Pages 219-228
Front Matter ....Pages 229-229
Creation of Synthetic Data with Conditional Generative Adversarial Networks (Belén Vega-Márquez, Cristina Rubio-Escudero, José C. Riquelme, Isabel Nepomuceno-Chamorro)....Pages 231-240
Data Selection to Improve Anomaly Detection in a Component-Based Robot (Nuño Basurto, Álvaro Herrero)....Pages 241-250
Addressing Low Dimensionality Feature Subset Selection: ReliefF(-k) or Extended Correlation-Based Feature Selection(eCFS)? (Antonio J. Tallón-Ballesteros, Luís Cavique, Simon Fong)....Pages 251-260
A Predictive Maintenance Model Using Recurrent Neural Networks (Alberto Rivas, Jesús M. Fraile, Pablo Chamoso, Alfonso González-Briones, Inés Sittón, Juan M. Corchado)....Pages 261-270
Front Matter ....Pages 271-271
Prototypical Metric Transfer Learning for Continuous Speech Keyword Spotting with Limited Training Data (Harshita Seth, Pulkit Kumar, Muktabh Mayank Srivastava)....Pages 273-280
Characteristic of WiFi Network Based on Space Model with Using Turning Bands Co-simulation Method (Anna Kamińska-Chuchmała)....Pages 281-290
Inconsistency Detection on Data Communication Standards Using Information Extraction Techniques: The ABP Case (Sonia León, José Antonio Rodríguez-Mondéjar, Cristina Puente)....Pages 291-300
Mobile Architecture for Forest Fire Simulation Using PhyFire-HDWind Model (Alejandro Hérnández, David Álvarez, M. Isabel Asensio, Sara Rodríguez)....Pages 301-310
A Proposal of Robust Leak Localization in Water Distribution Networks Using Differential Evolution (Maibeth Sánchez-Rivero, Marcos Quiñones-Grueiro, Carlos Cruz Corona, Antônio J. Silva Neto, Orestes Llanes-Santiago)....Pages 311-320
Neural Model of a Specific Single Proton Exchange Membrane PEM Fuel Cell (Jose Manuel Lopez-Guede, Manuel Graña, Julian Estevez)....Pages 321-329
Front Matter ....Pages 331-331
A Hybrid Heuristic Algorithm for Multi-manned Assembly Line Balancing Problem with Location Constraints (Damian Krenczyk, Karol Dziki)....Pages 333-343
A Comparison Analysis of the Computer Simulation Results of a Real Production System (Cezary Grabowik, Grzegorz Ćwikła, Krzysztof Kalinowski, Magdalena Kuc)....Pages 344-354
Multiple Fault Diagnosis in Manufacturing Processes and Machines Using Probabilistic Boolean Networks (Pedro J. Rivera Torres, Antônio José Silva Neto, Orestes Llanes Santiago)....Pages 355-365
Concurrent Planning and Scheduling of Heterogeneous Production System. Case Study (Bożena Skołud, Agnieszka Szopa, Krzysztof Kalinowski)....Pages 366-375
Multi-domain, Advisory Computing System in Continuous Manufacturing Processes (Krzysztof Niemiec, Damian Krenczyk)....Pages 376-385
Assessment of Similarity of Elements as a Basis for Production Costs Estimation (Grzegorz Ćwikła, Cezary Grabowik, Krzysztof Bańczyk, Łukasz Wiecha)....Pages 386-395
Front Matter ....Pages 397-397
Outlier Generation and Anomaly Detection Based on Intelligent One-Class Techniques over a Bicomponent Mixing System (Esteban Jove, José-Luis Casteleiro-Roca, Héctor Quintián, Juan Albino Méndez-Pérez, José Luis Calvo-Rolle)....Pages 399-410
Material Flow Optimization Using Milk Run System in Automotive Industry (Dragan Simić, Vasa Svirčević, Vladimir Ilin, Svetislav D. Simić, Svetlana Simić)....Pages 411-421
Smart PPE and CPE Platform for Electric Industry Workforce (Sergio Márquez Sánchez, Roberto Casado Vara, Francisco Javier García Criado, Sara Rodríguez González, Javier Prieto Tejedor, Juan Manuel Corchado)....Pages 422-431
Acoustic Anomaly Detection Using Convolutional Autoencoders in Industrial Processes (Taha Berkay Duman, Barış Bayram, Gökhan İnce)....Pages 432-442
One-Class Classification to Predict the Success of Private-Participation Infrastructure Projects in Europe (Álvaro Herrero, Alfredo Jiménez)....Pages 443-451
Optimizing a Bi-objective Vehicle Routing Problem Appearing in Industrial Enterprises (Ana D. López-Sánchez, Alfredo G. Hernández-Díaz, Julián Molina, Manuel Laguna)....Pages 452-462
An Industrial Application of Soft Computing for the Design of Personalized Call Centers (David Griol, Jose Manuel Molina, Araceli Sanchis)....Pages 463-472
A Preliminary Study on Multivariate Time Series Clustering (Iago Váquez, José R. Villar, Javier Sedano, Svetlana Simić)....Pages 473-480
Adaptive Fault-Tolerant Tracking Control Algorithm for IoT Systems: Smart Building Case Study (Roberto Casado-Vara, Fernando De la Prieta, Sara Rodriguez, Ines Sitton, Jose L. Calvo-Rolle, G. Kumar Venayagamoorthy et al.)....Pages 481-490
Front Matter ....Pages 491-491
Low Voltage Grid Operation Scheduling Considering Forecast Uncertainty (Albert Ferrer, Ferran Torrent-Fontbona, Joan Colomer, Joaquim Meléndez)....Pages 493-502
Iterative Learning Control for a Hydraulic Cushion (Ignacio Trojaola, Iker Elorza, Eloy Irigoyen, Aron Pujana, Carlos Calleja
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第14届工业和环境应用软件计算模型国际会议(SOCO 2019):西班牙塞维利亚,2019年5月13-15日,会议记录-14th International Conference on Soft Co
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