Lopez-Martin, Manuel

Universidad de Valladolid

0H指数

1论文数

0被引数

收录论文 19

发表时间

Generalization capabilities and robustness of hybrid models grounded in physics compared to purely deep learning models 基于物理的混合模型与纯深度学习模型在泛化能力和鲁棒性方面的比较

PHYSICS OF FLUIDS

IF4.3

2025-03-11

PREAI

Abadia-Heredia, R.; Corrochano, A.; Lopez-Martin, M.; Le Clainche, S.

ModelFLOWs-app: Data-driven post-processing and reduced order modelling tools Modelflow-app: 数据驱动的后处理和降阶建模工具

COMPUTER PHYSICS COMMUNICATIONS

IF3.4

2024-08-01

OAAI

Hetherington, Ashton; Corrochano, Adrian; Abadia-Heredia, Rodrigo; Lazpita, Eneko; Munoz, Eva; Diaz, Paula; Maiora, Egoitz; Lopez-Martin, Manuel; Le Clainche, Soledad

Deep learning combined with singular value decomposition to reconstruct databases in fluid dynamics

EXPERT SYSTEMS WITH APPLICATIONS

IF7.5

2024-03-01

PREAI

Diaz-Morales, P.; Corrochano, A.; Lopez-Martin, M.; Le Clainche, S.

Forecasting through deep learning and modal decomposition in two-phase concentric jets

EXPERT SYSTEMS WITH APPLICATIONS

IF7.5

2023-12-01

OAAI

Mata, Leon; Abadia-Heredia, Rodrigo; Lopez-Martin, Manuel; Perez, Jose M.; Le Clainche, Soledad

Contrastive Learning Over Random Fourier Features for IoT Network Intrusion Detection

IEEE INTERNET OF THINGS JOURNAL

IF8.9

2023-05-15

PREAI

Lopez-Martin, Manuel; Sanchez-Esguevillas, Antonio; Arribas, Juan Ignacio; Carro, Belen

Supervised contrastive learning over prototype-label embeddings for network intrusion detection

INFORMATION FUSION

IF15.5

2022-03-01

OAAI

Lopez-Martin, Manuel; Sanchez-Esguevillas, Antonio; Arribas, Juan Ignacio; Carro, Belen

A predictive hybrid reduced order model based on proper orthogonal decomposition combined with deep learning architectures

EXPERT SYSTEMS WITH APPLICATIONS

IF7.5

2022-01-01

OAAI

Abadia-Heredia, R.; Lopez-Martin, M.; Carro, B.; Arribas, J., I; Perez, J. M.; Le Clainche, S.

Model-free short-term fluid dynamics estimator with a deep 3D-convolu-tional neural network

EXPERT SYSTEMS WITH APPLICATIONS

IF7.5

2021-09-01

OAAI

Lopez-Martin, Manuel; Clainche, Soledad Le; Carro, Belen

Network intrusion detection with a novel hierarchy of distances between embeddings of hash IP addresses

KNOWLEDGE-BASED SYSTEMS

IF7.6

2021-05-01

OAAI

Lopez-Martin, Manuel; Carro, Belen; Arribas, Juan Ignacio; Sanchez-Esguevillas, Antonio

Additive Ensemble Neural Network with Constrained Weighted Quantile Loss for Probabilistic Electric-Load Forecasting

SENSORS

IF3.5

2021-04-23

OAAI

Lopez-Martin, Manuel; Sanchez-Esguevillas, Antonio; Hernandez-Callejo, Luis; Arribas, Juan Ignacio; Carro, Belen

Network Intrusion Detection Based on Extended RBF Neural Network With Offline Reinforcement Learning

IEEE ACCESS

IF3.6

2021-01-01

OAAI

Lopez-Martin, Manuel; Sanchez-Esguevillas, Antonio; Ignacio Arribas, Juan; Carro, Belen

Detection of early stages of Alzheimer's disease based on MEG activity with a randomized convolutional neural network

ARTIFICIAL INTELLIGENCE IN MEDICINE

IF6.2

2020-07-01

OAAI

Lopez-Martin, Manuel; Nevado, Angel; Carro, Belen

IoT type-of-traffic forecasting method based on gradient boosting neural networks

FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE

IF6.1

2020-04-01

OAAI

Lopez-Martin, Manuel; Carro, Belen; Sanchez-Esguevillas, Antonio

Application of deep reinforcement learning to intrusion detection for supervised problems 深度强化学习在监督问题入侵检测中的应用

EXPERT SYSTEMS WITH APPLICATIONS

IF7.5

2020-03-01

177

OAAI

Lopez-Martin, Manuel; Carro, Belen; Sanchez-Esguevillas, Antonio

Neural network architecture based on gradient boosting for IoT traffic prediction

FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE

IF6.1

2019-11-01

OAAI

Lopez-Martin, Manuel; Carro, Belen; Sanchez-Esguevillas, Antonio

Shallow neural network with kernel approximation for prediction problems in highly demanding data networks 具有核逼近的浅层神经网络用于高要求数据网络中的预测问题

EXPERT SYSTEMS WITH APPLICATIONS

IF7.5

2019-06-01

OAAI

Lopez-Martin, Manuel; Carro, Belen; Sanchez-Esguevillas, Antonio; Lloret, Jaime

Deep Learning Model for Multimedia Quality of Experience Prediction Based on Network Flow Packets

IEEE COMMUNICATIONS MAGAZINE

IF8.2

2018-09-01

OAAI

Lopez-Martin, Manuel; Carro, Belen; Lloret, Jaime; Egea, Santiago; Sanchez-Esguevillas, Antonio

Conditional Variational Autoencoder for Prediction and Feature Recovery Applied to Intrusion Detection in IoT

SENSORS

IF3.5

2017-08-26

176

OAAI

Lopez-Martin, Manuel; Carro, Belen; Sanchez-Esguevillas, Antonio; Lloret, Jaime

Network Traffic Classifier With Convolutional and Recurrent Neural Networks for Internet of Things 基于卷积和递归神经网络的物联网网络流量分类器

IEEE ACCESS

IF3.6

2017-01-01

446

OAAI

Lopez-Martin, Manuel; Carro, Belen; Sanchez-Esguevillas, Antonio; Lloret, Jaime

研究方向