Denisa Constantinescu is a postdoctoral researcher at ESL-EPFL, working with EcoCloud to develop sustainable computing technology for SKACH. She earned her Ph.D. in Mechatronics (2022) and Master's in Computer Engineering (2017) from the University of Malaga, Spain, and her B.Sc. in Systems Engineering (2015) from the Polytechnic University of Bucharest, Romania. To complement her training, she did two research stays, one at the EPFL Embedded Systems Laboratory (Lausanne, CH) in 2022 and another one at the Northeastern University Computer Architecture Research Laboratory, (Boston, USA) in 2018.
Her research interests include heterogeneous and energy-efficient computing, having specialized in mobile robot navigation, biomedical, and interferometry domains. Denisa has received recognition for her work, including the Intel oneAPI Innovator award in 2020 for her research on "Efficiency and Productivity for Decision-making on Mobile SoCs" and the SCIE-ZONTA Award from the Scientific Society of Informatics in Spain in 2021.
Besides research, Denisa is a passionate advocate for equal opportunities in education. She volunteers in projects to support underprivileged children in Romania and trains tech skills to girls at the award-winning Campus Tech Chicas in Spain.
Her hobbies and interests include painting, cooking, soap making, reading, photography, electronics,... but one rules them all, learning :)
2017 – 2022
Dept. of Computer Architecture, Universidad de Málaga (Spain)
High-performance computing
Mobile robot navigation
Decision-making algorithms under uncertainty
Ph.D. Thesis: Towards energy efficiency and productivity for decision making in mobile robot navigation. Advisors: Prof. Mª Angeles Navarro, Prof. Rafael Asenjo Plaza, Dept. of Computer Architecture, 2022.
Doctorate GPA: Suma cum laude with international Ph.D. mention.
2015 - 2017
Universidad de Málaga, Málaga (Spain)
Management of research, innovation, and investigation
High-performance computing
Cloud computing
Big data analysis
Uncertainty management in intelligent systems
M.Eng. Thesis: Optimization of a decision making algorithm under uncertainty for heterogeneous platforms. Advisors: Prof. Mª Angeles Navarro, Prof. Juan Antonio Fernández Madrigal, Dept. of Computer Architecture, 2017. DOI: 10.13140/RG.2.2.24922.70082.
Degree GPA: 9.31/10. Final project distinction with honour.
2011 - 2015
University Politehnica of Bucharest (Romania)
Industrial process control systems; Assisted design of control systems
Robots programming
Real-time systems
Industrial computer networks; Network infrastructure design
Numerical methods and optimization techniques
B.Eng. Thesis: Model-based development of self-organizing socio-technical systems (Dezvoltare pe bază de model a sistemelor socio-tehnice cu auto-organizare) Advisor: Prof. dr. ing. Drăgoicea Monica, Dept. of Automatic Control and Systems Engineering, 2015. DOI: 10.13140/RG.2.2.31633.58728.
Degree GPA: 9.54/10. Final project distinction with honour.
École Polytechnique Fédérale de Lausanne, Lausanne (Switzerland)
2022 - present Researcher in the Embedded Systems Lab
2022 - 2023 Teaching Lab in EDA based design (Master)
2022 - present Teaching Lab on hardware-software digital systems codedesign (Batchelor, Master)
Universidad de Málaga, Málaga (Spain)
2016 - 2022 Researcher in the Department of Computer Architecture
2019 - 2022 Teaching Assistant
Estructura de Computadores / Computer Organization (Grado en Ingeniería de Computadores)
Tecnología de Computadores (Grado en Ingeniería Informática)
2018 - 2022 Campus Tech Chicas Summer School
I gave workshops on programming, webpage development, prototyping with Arduino, and design thinking to teenage girls. The purpose of these workshops is to help young ladies make informed decisions about their career prospects.
I also help with the organization, image design, community management, web development, and administration
Aug 2018 – Nov 2018
NUCAR Lab at Northeastern University, Boston USA
High-performance computing
Social aware robot navigation
Details: Stay at the NUCAR Lab (Northeastern University Computer Architecture Research Laboratory, Boston USA) under the supervision of Prof. David Kaeli and Prof. Taskin Padir. During this fellowship, we have worked on developing a navigation solution for autonomously driving the HSR robot in crowded spaces. A secondary goal of this stay was to find collaboration opportunities between NUCAR Lab and RIVeR Lab (Robotics and Intelligent Vehicles Research Laboratory). Stay duration: 3 months, 01/08/2018 - 31/10/2018.
Jun 2015 - Sep 2015
Thales, Bucharest (Romania)
Control systems engineering for railway signalling control and communication.
Oct 2014 – Sep 2015
Fundația Svasta, Bucharest (Romania)
The cause of this NGO is to help children with unprivileged backgrounds continue their studies
Web development
Database modeling and development
Systems installation and configuration
Multimedia content management
Oct 2009 – Sep 2010
World Vision, Vâlcea (Romania)
Mathematics tutoring sessions for a group of 10 high school students, organized once a week
Oct 2008
Commerce & Resources, Porriño (Spain)
Implementation of an SQL data base for managing China import products
[B - Book (Chapter) | C - Conference Article | J - Journal Article | T - Thesis]
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[J] Albini, Stefano, Lara Orlandic, Jonathan Dan, Jérôme Thevenot, Tomas Teijeiro, Denisa Andreea Constantinescu, and David Atienza. Cough-E: A multimodal, privacy-preserving cough detection algorithm for the edge. Journal of Biomedical and Health Informatics (JBHI). arXiv preprint arXiv:2410.24066 (2025) 10.1109/JBHI.2025.3577507
[J] Ruiz-Barroso, Paula, Francisco M. Castro, José Miranda, Denisa-Andreea Constantinescu, David Atienza, and Nicolás Guil. 2025. FADE: Forecasting for Anomaly Detection on ECG. Computer Methods and Programs in Biomedicine https://doi.org/10.1016/j.cmpb.2025.108780, Q1
[J] Constantinescu, Denisa-Andreea, Angeles Navarro, Juan-Antonio Fernandez-Madrigal, and Rafael Asenjo. Performance evaluation of decision making under uncertainty for low power heterogeneous platforms. Journal of Parallel and Distributed Computing 137 (2020): 119-133. Q1
[J] Samakovlis, Dimitrios, Stefano Albini, Rubén Rodríguez Álvarez, Denisa-Andreea Constantinescu, Pasquale Davide Schiavone, Miguel Peón-Quirós, and David Atienza. BiomedBench: A benchmark suite of TinyML biomedical applications for low-power wearables. IEEE Design & Test (2024), doi: 10.1109/MDAT.2024.3483034 Q2.
[J] Constantinescu, Denisa-Andreea, Angeles Navarro, Francisco Corbera, Juan-Antonio Fernández-Madrigal, and Rafael Asenjo. Efficiency and productivity for decision making on low-power heterogeneous CPU+ GPU SoCs. The Journal of Supercomputing 77, no. 1 (2021): 44-65. https://doi.org/10.1007/s11227-020-03257-3 Q2.
[C] Constantinescu, Denisa-Andreea, Victor Kartsch, Yoshimichi Nakatsuka, Philip Wiese, Patrik Orbanovik, Saleh Bagher-salimi, Golnoosh Abdollahinejad et al. UrbanTwin: An urban digital twin for climate action. In EcoCloud Annual Event on IT Sustainability 2024. 2024.
[C] Rubén Rodríguez Álvarez, Denisa-Andreea Constantinescu, Shreyam Krishna, Chouh, Hamza, Etienne Jacques Orliac, Adrien Devresse, Miguel Peon Quiros, and David Atienza Alonso. Energy-Efficient FPGA Solutions for Large-Scale FFTs and Non-Uniform FFTs: A Software-Hardware Co-Design Approach for Radio Interferometry. In Swiss SKA Days 2024. 2024.
[C] Constantinescu, Denisa-Andreea, and David Atienza Alonso. Neuro-Inspired Edge AI Architectures for Distributed Federated Learning. In EMERALD 1st Workshop on Distributed Computing with Emerging Hardware Technology. 2024.
[C] Constantinescu, Denisa-Andreea, Darong Huang, and David Atienza Alonso. Scaling Sustainable Computing New Methods for Enhancing Efficiency in the SKA Regional Data Centers. In SKACH Spring Meeting 2024. 2024.
[C] Constantinescu, Denisa-Andreea, Hamza Chouh, Adrien Devresse, Miguel Peon Quiros, Etienne Jacques Orliac, David Atienza Alonso, and Rubén Rodríguez Álvarez. Energy Efficient Co-design for Radio Interferometry using Reconfigurable Accelerators. In EcoCloud Annual Event on IT Sustainability 2024. 2024.
[C] Constantinescu, Denisa-Andreea, Benoît Walter Denkinger, Miguel Peon Quiros, and David Atienza Alonso. Trade-offs in Low-Power Accelerators Design for Large-Scale Interferometers. In The Platform for Advanced Scientific Computing (PASC) Conference. 2023.
[C] Constantinescu, Denisa-Andreea, Benoît Walter Denkinger, Miguel Peon Quiros, Jean-Paul Kneib, and David Atienza Alonso. Codesign Strategies for Energy-Efficient Exascale Computing for SKA Observatory. In EcoCloud Annual Event on IT Sustainability 2023. 2023.
[C] Constantinescu, Denisa-Andreea, Denkinger, Benoît Walter, Peon Quiros, Miguel, and Atienza Alonso, David. Tradeoffs in Low-Power Accelerators Design for Large-Scale Interferometers, The Platform for Advanced Scientific Computing (PASC23) Conference, Davos, Switzerland, June 2023.
[M] Constantinescu, DA., Navarro, A., Asenjo, R., Fernández Madrigal, JA., Cruz-Martin, A. Enabling Easier Programming of Machine Learning Algorithms on Robots with oneAPI Toolkits. FEEDFORWARD 1(1), IEEE Computer Society of Silicon Valley, pp. 2-7. March 2022.
[C] Constantinescu, D. A., Asenjo, R. Enhancing Online Planning under Uncertainty via Bloom Filter Based Memory. oneAPI Developer Summit at SC21, November 2021 ~~~> link
[C] Munoz DJ., Constantinescu DA., Decentralised Blockchain-based Solutions for Electronic Healthcare Records with Interacting Social Networking Components. 2021 International Conference on Innovation and Intelligence for Informatics, Computing, and Technologies (3ICT), pp. 488-493, October 2021. DOI: 10.1109/3ICT53449.2021.9581525
[B] Constantinescu, DA., Navarro, SG., Burgueño, GB., Linares, JMG., Cózar, JR., Moreno, AR. and Muñoz, JMP., AVANCES EN ARQUITECTURA Y TECNOLOGÍA DE COMPUTADORES, Jornadas SARTECO Málaga 2021, ISBN-13: 978-84-09-32487-3
[C] Constantinescu, DA., Asenjo, R., Navarro, A., Fernández Madrigal, JA., Cruz-Martin, A. Enhancing Online Planning under Uncertainty via Bloom Filter Based Memory. Jornadas SARTECO 20/21, pp. 327-335. Spain, September 2021 ~~~> link
[C] Castro, FM., Constantinescu, DA., Corbera, F., González Navarro, S., González Peñalver, M., Hendrix, EMT., Hormigo Aguilar, J., Ramos Cózar, J., Rodríguez Moreno, A. Introduce metodologías activas en tu clase, indispensable en tiempos de pandemia. Jornadas SARTECO 20/21, pp. 269-278. Spain, September 2021 ~~~> link
[C] Constantinescu, D. A., Asenjo, R. Boosting Productivity of Decision-Making with oneAPI-based Heterogeneous Schedulers on SoCs. oneAPI Developer Summit 2020, November 2020 ~~~> link
[J] Constantinescu, D. A., Navarro, A., Corbera, F., Fernández-Madrigal, J. A., & Asenjo, R. Efficiency and productivity for decision making on low-power heterogeneous CPU+ GPU SoCs. The Journal of Supercomputing, 1-22. March 2020. DOI:https://doi.org/10.1007/s11227-020-03257-3. ~~~> Download
[J] Constantinescu DA, Navarro A, Fernández-Madrigal JA, Asenjo R. Performance evaluation of decision making under uncertainty for low power heterogeneous platforms. Journal of Parallel and Distributed Computing. November 2019. DOI: https://doi.org/10.1016/j.jpdc.2019.11.009.
[C] Constantinescu DA., Navarro A., Corbera F., Fernández-Madrigal JA., Asenjo R. Solving Large-Scale Markov Decision Processes on Low-Power Heterogeneous Platforms, 19th International Conference on Computational and Mathematical Methods in Science and Engineering, Costa Ballena, Cádiz (España), Universidad de Cádiz, 2019.
[B,C] Munoz D., Constantinescu DA., Asenjo R., Fuentes L. ClinicAppChain: A Low-Cost Blockchain Hyperledger Solution for Healthcare. Advances in Intelligent Systems and Computing, vol 1010. Springer, Cham. June 2019. DOI:10.1007/978-3-030-23813-1_5
[C] Munoz D., Constantinescu DA, Herrera E., Vera-Ferrer L., Rodríguez-Hernández AP, Martínez-Hernández M. ClinicAppChain: A Blockchain Solution for Electronic Health Records in Mexico's Hospitals and Clinics. Turku University of Applied Sciences International Week 2019 (TUAS Week'19) , April 2019.
[C] Constantinescu DA, Rohra A., Padir T., Kaeli D. Path Planning for Socially-Aware Humanoid Robots. RISE Expo 2019, Northeastern University, Boston, USA, April 2019.
[C] Constantinescu, DA., Navarro, A., Fernández Madrigal, JA., Asenjo, R. Optimization of a decision-making algorithm for heterogeneous platforms. XXVIII Edición de las Jornadas de Paralelismo, Spain, September 2017.
[M.Eng. T] Constantinescu DA. Optimization of a decision making algorithm under uncertainty for heterogeneous platforms. Advisors: Prof. Angeles Navarro, Prof. Juan Antonio Fernández Madrigal, Dept. of Computer Architecture, Universidad de Málaga, 2017. DOI: 10.13140/RG.2.2.24922.70082.
[C] Cáncer Gil, J., Escuín Blasco, C., Constantinescu, DA., Pérez Pavón, B., Canales Mayo M., Three is not a crowd: a CPU-GPU-FPGA K-means implementation. HiPEAC Computing Systems Week 2017, Zagreb, Croatia, 04/2017.
[B] Drǎgoicea M., Falcão e Cunha J., Alexandru MV., Constantinescu DA. Modelling and Simulation Perspective in Service Design: Experience in Transport Information Service Development. Handbook of Research on Strategic Alliances and Value Co-Creation in the Service Industry. IGI Global. DOI: 10.4018/978-1-5225-2084-9.ch019, 2017.
[C] Drǎgoicea M., Constantinescu DA., Falcão e Cunha J. Experience from a Modelling and Simulation Perspective in Smart Transport Information Service Design. Exploring Services Science. IESS 2016. Lecture Notes in Business Information Processing, 2016. DOI: 10.1007/978-3-319-32689-4_6, 2016.
[B.Eng. T] Constantinescu DA. Dezvoltare pe bază de model a sistemelor socio-tehnice cu auto-organizare. Advisor: Prof. dr. ing. Drăgoicea Monica, Dept. of Automatic Control and Systems Engineering, University Politehnica of Bucharest, 2015. DOI: 10.13140/RG.2.2.31633.58728.
SCARCE – Winning Team, IMFAHE Shark Tank Contest, IMFAHE Nodal Award Program, XI IMFAHE International Conference-Innovation Camp 2025. Awarded a $3,000 prize for the Nodal Award Pilot Project promoting international scientific and entrepreneurial collaboration. I mentored the SCARCE team and co-developed the proposal: Sustainable Construction and Agriculture by Recycling Construction Waste to Save the Earth (SCARCE) — a digital platform aiming to transform industrial waste management through sustainable technology.
Winner of "Premio Informática SCIE-ZONTA 2021"
Intel Innovator Award for the project "Efficiency and Productivity for Decision-making on Mobile SoCs", December 2020.
Winner of IMFAHE's fellowship for women in STEM / ENTREPRENEURSHIP. IMFAHE, in collaboration with the Spanish universities of Valladolid, La Laguna, Europea Miguel de Cervantes, Politécnica de Valencia, Sevilla and Málaga, 2017-2018.
Winners of IMFAHE-Shark Tank Contest. IMFAHE’S Nodal Award Program 2018 Special Shark Tank Edition. Nodal Award Pilot Project Program to encourage the development of local and international scientific and entrepreneurial collaborations. In collaboration with an international team of mentees and mentors from engineering, biomedicine and entrepreneurship, we developed the ClinicAppChain proposal.
International Mentor Program. International mentoring to develop the professional career of university students through mentors affiliated with prestigious universities such as Princeton, Harvard, MIT or Stanford. International Mentoring Foundation For The Advancement Of Higher Education, 2017-2018.
Rethinking 2.0. Business project design training program for Master Students. Grant that covers 90% of the Master’s study fee for a year for completing the Rethinking 2.0. program. Campus de Excelencia Internacional Andalucía TECH, 2015 - 2016.
Svasta Study Scholarship. Romanian undergraduate study scholarship granted by Svasta Foundation for top students that come from families with financial problems. Svasta Foundation, 2012-2013 and 2014 - 2015.
Roberto Rocca Study Grant. Competitive scholarship to reward and encourage academic excellence. Roberto Rocca Education Program, 2013 - 2014.
Erasmus student at Universidad de Málaga, 2013 - 2014
PRINCE2® 2017 Project Management Certifications, 2024
Summer School CEA: ‘La Automática y la Inteligencia Artificial ante los nuevos retos sociales’
oneAPI Developer Summit 2020, November 12 & 13. Tech Talk on “Boosting Productivity of Decision-making with oneAPI-based Heterogeneous Schedulers on SoCs”. Presenters: Denisa Constantinescu Rafael Asenjo. Also participated in the keynote "oneAPI Vision for Heterogeneous Compute" held by Joe Curley.
SC20: The Intl. Conference for High Performance Computing, Networking, Storage and Analysis, November 9 - 19. Tutorial “C++ for Heterogeneous Programming oneAPI (DPC++ andoneTBB)”. Presenters: James Reinders (James Reinders Consulting), Michael Voss (Intel), Pablo Reble (Intel), Rafael Asenjo (University of Malaga), Denisa-Andreea Constantinescu (University of Malaga), Andrey Federov (Intel)
Robotics and AI summer school 2020, June 29 - July 1, 2020. The focus was on 3 broad topics: Deep learning perception on robotics, Human Robot Interaction and robot navigation, and Assistive Robotics.
Using Intel® oneAPI Toolkits with FPGAs Virtual Workshop, June 26, 2020
Japanese course 2019-2020 FGUMA. Annual course by FGUMA, beginner level.
Talent Woman 2019 - Corner Speaker, Málaga, Spain 11/2019.
Convergence – The Global Blockchain Congress 2019, Málaga, Spain, 11/2019.
Service-learning Course. El Aprendizaje Servicio (ApS) como método de aprendizaje y de transferencia del conocimiento a la sociedad, UMA, Málaga, 10/2019.
ROS Developers Conference 2019, 06/2019.
Seminary: Introduction to particle filters. Juan A. Fernández Madrigal, Departamento de Ingeniería de Sistemas y Automática, Universidad de Málaga, 04/2018.
Probability and statistics in engineering. Juan A. Fernández Madrigal, Departamento de Ingeniería de Sistemas y Automática, Universidad de Málaga, 04/2018.
German course 2017-2018 FGUMA. Annual course by FGUMA, beginner level.
Volunteer for the organization of the "Joarnadas Sarteco 2017" conference. E.T.S.I. Informática, University of Málaga, 09/2017.
Deep Learning with TensorFlow. Joarnadas Sarteco 2017, Málaga, 09/2017.
Academic English Course. Escuela de Doctorado, University of Málaga, 01/2017-05/2017.
English for oral communication. Escuela de Doctorado, University of Málaga, 02/2017-05/17.
Modeling of Mechatronic Systems Course. University of Málaga, 04/2017.
HiPEAC Student Heterogeneous Programming Challenge. HiPEAC Zagreb Computing Systems Week, 04/2017.
Elixir Excelerate High Performance Computing Course. BITLAB, 04/2017.
Media Skills for Computing Engineers. SCREENHOUSE, 04/2017.
Sustainable Urbanism “Bioconstrucción: La construcción de hoy y del mañana". Vice Rectorate of the Smart- Campus, University of Málaga, Spain, 12/2016.
Machine learning and low-cost hardware with Matlab. The MathWorks S.L., University of Málaga, Spain, 04/2016.
Advanced control systems and new information technologies. French-Romanian Summer School, University Politehnica of Bucharest, 05/2015.
CCNA Routing and Switching. Cisco Networking Academy, 2013.
Linux System Administration I: Implementation. IBM Linux Competency Center, 07/2013.
Linux Power User. IBM Linux Competency Center, 07/2013.
UrbanTwin: A digital twin for urban infrastructure - Assessing the effectiveness of climate-related policies and actions, co-financiciado por dos areas estratégicas de la ETH Board: "Strategic Area Energy, Climate and Environmental Sustainability" y "Strategic Area Engagement and Dialogue with Society". Participación como co-IP del WP3. Duración: 1/1/2022 - 30/12/2026 (4)
SEAMS: Sustainable & Energy Aware Methods for SKA, co-financiado por ANR y SNSF. Co-IP, Manager, Duración: 1/1/2023 - 30/6/2027 (3.5). Importe: 775.443 CHF
Intel oneAPI Academic Project – “Autonomous decision making for mobile robot navigation in service robotics”, financiado por Intel Corporation, co-IP: Denisa-Andreea Constantinescu, Mª Angeles González Navarro. Duración: 1/1/2022 – 30/12/2023 (1). Importe: 19.773 $
Cátedra Mujer y Tecnología Hedy Lamarr de la Universidad de Málaga, IP: María del Carmen Aguayo Torres. Duración: 15/7/2021 - 14/7/ 2023. Participación como investigadora colaboradora.
TIN2016-80920-R – “Arquitecturas de Altas Prestaciones para Aplicaciones Intensivas en Datos”, Ministerio de Economia y Comptetitividad (MINECO), IP: Emilio López Zapata. Participación como investigadora. 7/1/2018 - 30 /6/2022 (4). Importe: 405.471€
Intel oneAPI Project – “Efficiency and Productivity for Decision-making on Mobile SoCs” – convocatoria competitiva para los “Intel oneAPI Innovators”. IP: Denisa-Andreea Constantinescu. Duración: 10 de mayo 2021 - 30 de junio 2023. Importe: dotación con una plataforma para el desarrollo de aplicaciones con oneAPI valorada en 1.300 $.
Proyecto de Iniciación a la Investigación para estudiantes de máster - “Optimization of a decision making algorithm under uncertainty for heterogeneous platforms”, financiado por la Universidad de Málaga. IP: Denisa-Andreea Constantinescu. Duración: 2/2/2017 – 20/4/2017.
PIE19-042 - "Diseño e implementación de metodologías activas en grupos grandes" Universidad de Málaga, IP: Javier Hormigo Proyecto de Innovación Educativa, Convocatoria 2019-2021. Participación como investigadora.
ClinicAppChain – Investigación de un sistema de gestión de historias medicas basado en blockchain financiado por el IMFAHE, Convocatoria 2017-2018. IP: Daniel Muñoz. Duración: 2/7/2018 – 2 /7/2019. Importe: 1.000 $
2020 - 2021 - Congreso Español de Informática (CEDI 2021, Malaga, Spain)
2020 - 2021 - Jornadas Sarteco (Malaga, Spain)
2020 - European Robotics Froum (ERF2020, Malaga, Spain)
2018 - present - Campus Tech Chicas (UMA, ETSI Informatica, Malaga, Spain)
2017 - Jornadas Sarteco (Malaga, Spain)
Romanian - Native
English - Proficient (Cambridge C2 Proficiency Certificate)
Spanish - Advanced (Instituto Cervantes DELE C1 Certificate)
French - Médiocre (^_^")
German - Beginner (FGUMA A1 Certificate)
Japanese - Beginner (FGUMA A1 Certificate)
Generic: C & C++, Matlab, Java, Julia, Python, ARM & MIPS
HPC: TBB, OpenMP, OpenCL, oneAPI, SYCL, CUDA, MPI
Web: HTML, CSS, Django, Wordpress
Robotics: ROS