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L
Lopez-Martin, Manuel
Universidad de Valladolid
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Published Papers
19
Publication Date
Publication Date
Impact Factor
Citations
Generalization capabilities and robustness of hybrid models grounded in physics compared to purely deep learning models
PHYSICS OF FLUIDS
IF
4.3
2025-03-11
0
PRE
AI
Abadia-Heredia, R.; Corrochano, A.; Lopez-Martin, M.; Le Clainche, S.
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ModelFLOWs-app: Data-driven post-processing and reduced order modelling tools
COMPUTER PHYSICS COMMUNICATIONS
IF
3.4
2024-08-01
0
OA
AI
Hetherington, Ashton; Corrochano, Adrian; Abadia-Heredia, Rodrigo; Lazpita, Eneko; Munoz, Eva; Diaz, Paula; Maiora, Egoitz; Lopez-Martin, Manuel; Le Clainche, Soledad
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Deep learning combined with singular value decomposition to reconstruct databases in fluid dynamics
EXPERT SYSTEMS WITH APPLICATIONS
IF
7.5
2024-03-01
5
PRE
AI
Diaz-Morales, P.; Corrochano, A.; Lopez-Martin, M.; Le Clainche, S.
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Forecasting through deep learning and modal decomposition in two-phase concentric jets
EXPERT SYSTEMS WITH APPLICATIONS
IF
7.5
2023-12-01
3
OA
AI
Mata, Leon; Abadia-Heredia, Rodrigo; Lopez-Martin, Manuel; Perez, Jose M.; Le Clainche, Soledad
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Contrastive Learning Over Random Fourier Features for IoT Network Intrusion Detection
IEEE INTERNET OF THINGS JOURNAL
IF
8.9
2023-05-15
5
PRE
AI
Lopez-Martin, Manuel; Sanchez-Esguevillas, Antonio; Arribas, Juan Ignacio; Carro, Belen
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Supervised contrastive learning over prototype-label embeddings for network intrusion detection
INFORMATION FUSION
IF
15.5
2022-03-01
45
OA
AI
Lopez-Martin, Manuel; Sanchez-Esguevillas, Antonio; Arribas, Juan Ignacio; Carro, Belen
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A predictive hybrid reduced order model based on proper orthogonal decomposition combined with deep learning architectures
EXPERT SYSTEMS WITH APPLICATIONS
IF
7.5
2022-01-01
39
OA
AI
Abadia-Heredia, R.; Lopez-Martin, M.; Carro, B.; Arribas, J., I; Perez, J. M.; Le Clainche, S.
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Model-free short-term fluid dynamics estimator with a deep 3D-convolu-tional neural network
EXPERT SYSTEMS WITH APPLICATIONS
IF
7.5
2021-09-01
23
OA
AI
Lopez-Martin, Manuel; Clainche, Soledad Le; Carro, Belen
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Network intrusion detection with a novel hierarchy of distances between embeddings of hash IP addresses
KNOWLEDGE-BASED SYSTEMS
IF
7.6
2021-05-01
16
OA
AI
Lopez-Martin, Manuel; Carro, Belen; Arribas, Juan Ignacio; Sanchez-Esguevillas, Antonio
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Additive Ensemble Neural Network with Constrained Weighted Quantile Loss for Probabilistic Electric-Load Forecasting
SENSORS
IF
3.5
2021-04-23
17
OA
AI
Lopez-Martin, Manuel; Sanchez-Esguevillas, Antonio; Hernandez-Callejo, Luis; Arribas, Juan Ignacio; Carro, Belen
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Network Intrusion Detection Based on Extended RBF Neural Network With Offline Reinforcement Learning
IEEE ACCESS
IF
3.6
2021-01-01
38
OA
AI
Lopez-Martin, Manuel; Sanchez-Esguevillas, Antonio; Ignacio Arribas, Juan; Carro, Belen
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Detection of early stages of Alzheimer's disease based on MEG activity with a randomized convolutional neural network
ARTIFICIAL INTELLIGENCE IN MEDICINE
IF
6.2
2020-07-01
38
OA
AI
Lopez-Martin, Manuel; Nevado, Angel; Carro, Belen
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IoT type-of-traffic forecasting method based on gradient boosting neural networks
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE
IF
6.1
2020-04-01
30
OA
AI
Lopez-Martin, Manuel; Carro, Belen; Sanchez-Esguevillas, Antonio
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Application of deep reinforcement learning to intrusion detection for supervised problems
EXPERT SYSTEMS WITH APPLICATIONS
IF
7.5
2020-03-01
177
OA
AI
Lopez-Martin, Manuel; Carro, Belen; Sanchez-Esguevillas, Antonio
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Neural network architecture based on gradient boosting for IoT traffic prediction
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE
IF
6.1
2019-11-01
38
OA
AI
Lopez-Martin, Manuel; Carro, Belen; Sanchez-Esguevillas, Antonio
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Shallow neural network with kernel approximation for prediction problems in highly demanding data networks
EXPERT SYSTEMS WITH APPLICATIONS
IF
7.5
2019-06-01
53
OA
AI
Lopez-Martin, Manuel; Carro, Belen; Sanchez-Esguevillas, Antonio; Lloret, Jaime
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Deep Learning Model for Multimedia Quality of Experience Prediction Based on Network Flow Packets
IEEE COMMUNICATIONS MAGAZINE
IF
8.2
2018-09-01
40
OA
AI
Lopez-Martin, Manuel; Carro, Belen; Lloret, Jaime; Egea, Santiago; Sanchez-Esguevillas, Antonio
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Conditional Variational Autoencoder for Prediction and Feature Recovery Applied to Intrusion Detection in IoT
SENSORS
IF
3.5
2017-08-26
176
OA
AI
Lopez-Martin, Manuel; Carro, Belen; Sanchez-Esguevillas, Antonio; Lloret, Jaime
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Network Traffic Classifier With Convolutional and Recurrent Neural Networks for Internet of Things
IEEE ACCESS
IF
3.6
2017-01-01
446
OA
AI
Lopez-Martin, Manuel; Carro, Belen; Sanchez-Esguevillas, Antonio; Lloret, Jaime
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Research Directions
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Co-authors
Cooperation Journals
J
Jaime Lloret
H-index: 74 · Papers: 988
L
Luís Hernández-Callejo
H-index: 36 · Papers: 230
B
Belén Carro
H-index: 31 · Papers: 119
J
Juan Ignacio Arribas
H-index: 28 · Papers: 75
A
Antonio Sánchez-Esguevillas
H-index: 27 · Papers: 56
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