• 420 Citations
  • 10 h-Index
20142019

Research output per year

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Research Output

2019

Airport Restroom Cleanliness Prediction Using Real Time User Feedback Data

Ros, K., Mocanu, E. & Seifert, C., 2019.

Research output: Contribution to conferencePaper

Open Access
File
41 Downloads (Pure)

Collaborative learning for classification and prediction of building energy flexibility

Kumar, A., Mocanu, E., Babar, M. & Nguyen, P. H., 21 Nov 2019, Proceedings of 2019 IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe). IEEE, 8905597

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

1 Citation (Scopus)

Collaborative learning for classification and prediction of building energy flexibility

Kumar, A., Mocanu, E., Babar, M. & Nguyen, P. H., 2019, (Accepted/In press) 9th IEEE PES Innovative Smart Grid Technology Conference Europe. IEEE, 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

File
53 Downloads (Pure)
2018

Deep learning versus traditional machine learning methods for aggregated energy demand prediction

Paterakis, N. G., Mocanu, E., Gibescu, M., Stappers, B. & Alst, W. V., 18 Jan 2018, 2017 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe). IEEE, 17507113

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

16 Citations (Scopus)

Deep reinforcement learning for scheduling

Mocanu, E., Nguyen, P. H. & Gibescu, M., 2018.

Research output: Contribution to conferencePaper

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

10 Citations (Scopus)

One-shot learning using Mixture of Variational Autoencoders: A generalization learning approach

Mocanu, D. C. & Mocanu, E., 11 Jul 2018, 17th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2018. Dastani, M., Sukthankar, G., André, E. & Koenig, S. (eds.). The International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), Vol. 3. p. 2016-2018 3 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
3 Citations (Scopus)
5 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

35 Citations (Scopus)
1 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
34 Citations (Scopus)
7 Downloads (Pure)
2017

Big IoT data mining for real-time energy disaggregation in buildings

Mocanu, D. C., Mocanu, E., Nguyen, P. H., Gibescu, M. & Liotta, A., 9 Feb 2017, Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (SMC 2016), 9-12 October 2016, Budapest, Hungary. Piscataway: IEEE, p. 003765-003769

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

13 Citations (Scopus)

Deep learning for power system data analysis

Mocanu, E., Nguyen, P. H. & Gibescu, M., 27 Nov 2017, Big Data Application in Power Systems. Arghandeh, R. & Zhou, Y. (eds.). Elsevier, p. 125-158 34 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

3 Citations (Scopus)

Machine learning applied to smart grids

Mocanu, E., 9 Oct 2017, Eindhoven: Technische Universiteit Eindhoven. 143 p.

Research output: ThesisPhD Thesis - Research external, graduation external

Open Access
File
113 Downloads (Pure)

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

6 Citations (Scopus)
2016

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
29 Citations (Scopus)
3 Downloads (Pure)

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

153 Citations (Scopus)

Demand forecasting at low aggregation levels using Factored Conditional Restricted Boltzmann Machine

Mocanu, E., Nguyen, P. H., Gibescu, M., Larsen, E. M. & Pinson, P., 10 Aug 2016, 19th Power Systems Computation Conference, PSCC 2016: 20-24 June 2016, Genoa, Italy. Piscataway, NJ: IEEE, 7 p. 7540994

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

13 Citations (Scopus)

Energy disaggregation for real-time building flexibility detection

Mocanu, E., Nguyen, P. H. & Gibescu, M., 10 Nov 2016, 2016 IEEE Power and Energy Society General Meeting, PESGM 2016: 17-21 July 2016, Boston, Massachusetts. Piscataway, NJ: IEEE Computer Society, 7741966. (IEEE Power and Energy Society General Meeting; vol. 2016).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
12 Citations (Scopus)
22 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
37 Citations (Scopus)
5 Downloads (Pure)
2015

Benchmarking algorithms for resource allocation in smart buildings

Markidis, S., Mocanu, E., Gibescu, M., Nguyen, P. H. & Kling, W., 31 Aug 2015, 2015 IEEE Eindhoven PowerTech, PowerTech. IEEE, 7232812

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

1 Citation (Scopus)

Comfort-constrained demand flexibility management for building aggregations using a decentralized approach

Hurtado, L. A., Mocanu, E., Nguyen, P. H., Gibescu, M. & Kling, W. L., 2015, SmartGreens 2015: 4th International Conference on Smart Cities and Green ICT Systems, 20-22 May 2015, Lisbon, Portugal : proceedings. Helfert, M., Krempels, K-H., Donnellan, B. & Klein, C. (eds.). SCITEPRESS - Science and Technology Publications, Lda., p. 157-166

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

10 Citations (Scopus)
2014

Comparison of machine learning methods for estimating energy consumption in buildings

Mocanu, E., Nguyen, P. H., Gibescu, M. & Kling, W. L., 2014, Proceedings of the 13th International Conference on Probabilistic Methods Applied to Power Systems (PMAPS), 7-10 July 2014, Durham, United Kingdom. IEEE, p. 1-5

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

26 Citations (Scopus)

Inexpensive user tracking using Boltzmann machines

Mocanu, E., Mocanu, D. C., Zivkovic, Z., Ammar, H. B., Liotta, A. & Smirnov, E., 2014, Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (SMC2014), 5-8 October, San Diego, California. Piscataway: IEEE, p. 1-6 14790385

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

9 Citations (Scopus)

Optimizing the energy exchange between the Smart Grid and Building Systems

Mocanu, E., Aduda, K. O., Nguyen, P. H., Boxem, G., Zeiler, W., Gibescu, M. & Kling, W. L., 22 Oct 2014, 2014 49th International Universities Power Engineering Conference (UPEC). IEEE Computer Society, 6934772

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

7 Citations (Scopus)

The potential and possible effects of power grid support activities on buildings: An analysis of experimental results for ventilation system

Aduda, K. O., Mocanu, E., Boxem, G., Nguyen, P. H., Kling, W. L. & Zeiler, W., 22 Oct 2014, 49th International Universities Power Engineering Conference (UPEC 2014). Piscataway, NJ: IEEE Computer Society, 6934623

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

2 Citations (Scopus)