• 348 Citations
  • 10 h-Index
20142019
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Research Output 2014 2019

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Article
2018
9 Citations (Scopus)

Enabling cooperative behavior for building demand response based on extended joint action learning

Hurtado Muñoz, L. A., Mocanu, E., Nguyen, P. H., Gibescu, M. & Kamphuis, R. I. G., 1 Jan 2018, In : IEEE transactions on industrial informatics. 14, 1, p. 127-136 10 p., 8039194.

Research output: Contribution to journalArticleAcademicpeer-review

Reinforcement learning
Decision making
Uncertainty
20 Citations (Scopus)
1 Downloads (Pure)

On-line building energy optimization using deep reinforcement learning

Mocanu, E., Mocanu, D. C., Nguyen, P. H., Liotta, A., Webber, M. E., Gibescu, M. & Slootweg, J. G., 8 May 2018, In : IEEE transactions on smart grid. 10, 4, p. 3698-3708 11 p., 8356086.

Research output: Contribution to journalArticleAcademicpeer-review

Reinforcement learning
Advanced metering infrastructures
Energy management systems
Electric vehicles
Power generation
21 Citations (Scopus)
4 Downloads (Pure)

Scalable training of artificial neural networks with adaptive sparse connectivity inspired by network science

Mocanu, D. C., Mocanu, E., Stone, P., Nguyen, P. H., Gibescu, M. & Liotta, A., 19 Jun 2018, In : Nature communications. 9, 1, 12 p., 2383.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
education
Learning
Neural networks
Neural Networks (Computer)
Artificial Intelligence
2017
6 Citations (Scopus)

Medium voltage DC power systems on ships: An offline parameter estimation for tuning the controllers' linearizing function

Bosich, D., Sulligoi, G., Mocanu, E. & Gibescu, M., Jun 2017, In : IEEE Transactions on Energy Conversion. 32, 2, p. 748-758 11 p., 7867753.

Research output: Contribution to journalArticleAcademicpeer-review

Voltage control
Parameter estimation
Ships
Tuning
DC-DC converters
2016
28 Citations (Scopus)
2 Downloads (Pure)

A topological insight into restricted Boltzmann machines

Mocanu, D. C., Mocanu, E., Nguyen, P. H., Gibescu, M. & Liotta, A., Sep 2016, In : Machine Learning. 104, 2, p. 243-270 28 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
Boltzmann Machine
Neurons
Topology
Feature extraction
Neural networks
128 Citations (Scopus)

Deep learning for estimating building energy consumption

Mocanu, E., Nguyen, P. H., Gibescu, M. & Kling, W. L., Jun 2016, In : Sustainable Energy, Grids and Networks. 6, p. 91–99 9 p.

Research output: Contribution to journalArticleAcademicpeer-review

Energy utilization
Neural networks
Recurrent neural networks
Stochastic models
Supply chains
29 Citations (Scopus)
4 Downloads (Pure)

Unsupervised energy prediction in a smart grid context using reinforcement cross-buildings transfer learning

Mocanu, E., Nguyen, P. H., Kling, W. L. & Gibescu, M., 2016, In : Energy and buildings. 116, p. 646-655

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
Bayesian networks
Reinforcement
Energy utilization
Reinforcement learning
Learning algorithms