Publications
Complete list at Google Scholar, preprints freely available at Researchgate
Journal publications
JP Naranjo, G Ramos, LF Giraldo. Learning the geometry of short-circuit faults in power systems for real-time fault detection and classification. IET Cyber-Physical Systems: Theory & Applications, 2023.
A Jiménez-Ocaña, A Pantoja, M Valderrama, LF Giraldo. A Systematic Review of Technology-Aided Stress Management Systems: Automatic Measurement, Detection and Control. IEEE Access, 2023.
G Narváez, M Bressan, A Pantoja, LF Giraldo. Climate change impact on photovoltaic power potential in South America. Environmental Research Communications, 2023.
M Ríos, MA Molina-Rodriguez, D Londoño, CA Guillén, S Sierra, F Zapata, LF Giraldo. Cholec80-CVS: An open dataset with an evaluation of Strasberg’s critical view of safety for AI. Nature Scientific Data, 2023.
AF Zambrano, LF Giraldo, MT Perdomo, ID Hernández, JM Godoy. Rotating Savings and Credit Associations: A Scoping Review. World Development Sustainability, 2023.
G Narvaez, LF Giraldo, M Bressan, CA Guillen, MA Pabón, N Díaz, MF Porras, BH Medina, F Jiménez, G Jiménez-Estévez, A Pantoja, C Alonso. An interactive tool for visualization and prediction of solar radiation and photovoltaic generation in Colombia. Big Earth Data, 2023.
G Narváez, LF Giraldo, M Bressan, A Pantoja. The impact of climate change on photovoltaic power potential in Southwestern Colombia. Heliyon, 2022.
D Gómez, N Quijano, LF Giraldo. Information Optimization and Transferable State Abstractions in Deep Reinforcement Learning. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022.
JF Gaviria, C Guillén, G Narváez, LF Giraldo, M Bressan. Machine Learning in Photovoltaic Systems: a review. Renewable Energy, 2022.
JD Medina, A Arias, AF Zambrano, LF Giraldo, F Segura, AL Gonzalez, J Quimbayo, E Castillo. Open-source low-cost design of a buoy for remote water quality monitoring in fish farming. Plos One, 2022.
AF Zambrano, LF Giraldo, MT Perdomo, ID Hernández, JM Godoy. Variations of Rotating Savings and Credit Associations for Community Development. IEEE Transactions on Computational Social Systems, 2022.
J Martínez-Piazuelo, GJ Díaz, N Quijano, LF Giraldo. Discrete-Time Distributed Population Dynamics for Optimization and Control. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2022.
A Melendez, D Caballero, M Gutierrez-Soto, LF Giraldo. Computational models of community resilience. Natural Hazards, 2021.
E Miranda, JF Gaviria, G Narváez, LF Giraldo, M Bressan. Prediction of Site-Specific Solar Diffuse Horizontal Irradiance from Two Input Variables in Colombia. Heliyon, 2021.
GJ Díaz, G Narváez, LF Giraldo, J Giraldo, A Cárdenas. Resilient Structural Sparsity in the Design of Consensus Networks. IEEE Transactions on Cybernetics. 2021.
GJ Díaz, D Guatibonza, LF Giraldo. Distributed Reconfiguration for Resilient Synchronization of Multi-agent Systems. IEEE Access, 2021.
AF Zambrano, LF Giraldo, J Quimbayo, B Medina, E Castillo. Machine learning for manually-measured water quality prediction in fish farming. Plos One. 2021.
AJ Florez, LF Giraldo, M Gutierrez-Soto, F Zuñiga. Structural Sparsity in Control Design of Active and Semi-active Systems. Structural Control and Health Monitoring. 2021.
J Martinez-Piazuelo, G Diaz-Garcia, N Quijano, LF Giraldo. Distributed Formation Control of Mobile Robots using Discrete-time Distributed Population Dynamics. IFAC-PapersOnLine, 2020.
G Narváez, LF Giraldo, M Bressan, A Pantoja. Machine Learning for Site-adaptation and Solar Radiation Forecasting. Renewable Energy. 2020.
AF Zambrano, G Díaz, S Ramirez, LF Giraldo, H Gonzalez-Villasanti, MT Perdomo, ID Hernández, JM Godoy. Donation Networks in Underprivileged Communities. IEEE Transactions on Computational Social Systems. 2020.
JF Gaviria, A Escalante-Perez, JC Castiblanco, N Vergara, V Parra-Garces, JD Serrano, AF Zambrano, LF Giraldo. Deep Learning-based portable Device for Audio Distress Signal Recognition in Urban Areas. Applied Sciences: Intelligent Speech and Acoustic Signal Processing, 2020.
JP Martínez, D Ochoa, N Quijano, LF Giraldo. A Multi-Critic Reinforcement Learning Method: An Application to Multi-Tank Water Systems. IEEE Access, 2020.
A Rico, M Bressan, LF Giraldo. Failure Signature Classification in Solar Photovoltaic Plants using RGB images and Convolutional Neural Networks. Renewable Energy, 2020.
AF Zambrano, LF Giraldo. Solar Irradiance Forecasting Models without On-Site Training Measurements. Renewable Energy, 2020.
AJ Florez, LF Giraldo. Structural Sparsity in Networked Control Systems. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2018.
JD Clapp, D Ruderman, H Gonzalez, LF Giraldo, KM Passino, M. Reed, I Fernandes. A System Dynamics Model of Drinking Events: Multi-Level Ecological Approach. Systems Research and Behavioral Science, Vol. 35, Issue 3, pp 265-281, 2018.
H Gonzalez, LF Giraldo, KM Passino. Feedback Control Engineering for Cooperative Community Development. IEEE Control Systems Magazine. Vol. 38, Issue 3, pp 87-101, 2018.
LF Giraldo, KM Passino, JD Clapp, D Ruderman. Dynamics of Metabolism and Decision Making During Alcohol Consumption. IEEE Transactions on Cybernetics, Vol 47, Issue 11, pp 3955-3966, 2017.
LF Giraldo, KM Passino. Dynamics of Cooperation in a Task Completion Social Dilemma. PLoS ONE, e0170604, 2017.
LF Giraldo, KM Passino, JD Clapp. Modeling and Analysis of Group Dynamics in Alcohol-Consumption Environments. IEEE Transactions on Cybernetics, Vol 47, Issue 1, pp 165 - 176, 2017.
LF Giraldo, KM Passino. Dynamic Task Performance, Cohesion, and Communications in Human Groups. IEEE Transactions on Cybernetics, Vol 46, Issue 10, pp 2207 - 2219, 2016.
LF Giraldo, F Lozano, N Quijano. Foraging Theory for Dimensionality Reduction of Clustered Data. Machine Learning, Vol. 82, Issue 1, pp 71 - 90. 2011.
LF Giraldo, E Delgado, JC Riaño, G Castellanos. Selección de características usando modelo híbrido basado en algoritmos genéticos. Revista Ingeniería e Investigación. Vol. 26, Issue 3, pp 113 -119. 2006.
LF Giraldo, E Delgado, G Castellanos. Cinemática Inversa de un Brazo Robot utilizando Algoritmos Genéticos. Revista Avances en Sistemas e Informática. Vol. 3, Issue 1, pp 29 - 34, 2006.
Conference and preprint publications
G Narvaez, M Bressan, A Pantoja, LF Giraldo. Climate change impact on photovoltaic power potential in South America. arXiv preprint arXiv:2304.13668, 2023.
M Rios, N Quijano, LF Giraldo. Understanding the World to Solve Social Dilemmas Using Multi-Agent Reinforcement Learning. ICLR Workshop on Artificial Intelligence for Agent-Based Modelling, 2023.
BH Medina Cardozo, LF Giraldo, AF Zambrano Jacobo, J Quimbayo Castro, EG Perdomo, A Alarcón. Multiplatform information system for monitoring and predicting physicochemical variables in the inland fish farming industry. V Congreso Internacional en Inteligencia Ambiental, Ingeniería de Software y Salud Electrónica y Móvil (AmITIC), 2022.
J Gaviria, M Torres, GE Narvaez, H Chamorro, JFernando Jimenez, LF Giraldo, M Bressan. Kiosol: An Intelligent Distributed Energy Resources Living Laboratory. IEEE Workshop on Control and Modelling of Power Electronics (COMPEL), 2021.
A Zambrano, A Palacio, L Burbano, AF Niño, LF Giraldo, M Gutierrez-Soto, J Giraldo, A Cárdenas. You Make Me Tremble: A First Look at Attacks Against Structural Control Systems. ACM Conference on Computer and Communications Security, 2021.
GJ Díaz, LF Giraldo, S Jiménez. Dynamics of a Differential Wheeled Robot: Control and Trajectory Error Bound. IEEE Colombian Conference on Automatic Control, Colombia, 2021.
MA Arroyo and LF Giraldo. Data-Driven Design of a Reference Governor Using Deep Reinforcement Learning. IEEE Conference on Control Technology and Applications (CCTA) , USA, 2021.
D Gomez, N Quijano, LF Giraldo. Learning Transferable Concepts in Deep Reinforcement Learning. arXiv preprint, 2021.
CD López, LF Giraldo. Optimization of energy and water consumption on crop irrigation using UAVs via path design. IEEE Colombian Conference on Automatic Control, 2019.
AJ Flórez, LF Giraldo. Model predictive control and structural sparsity. IEEE Colombian Conference on Automatic Control, 2019.
G Díaz-García, L Burbano, N Quijano, LF Giraldo. Distributed MPC and potential game controller for consensus in multiple differential-drive robots. IEEE Colombian Conference on Automatic Control, 2019.
Book chapters
JD Clapp, KM Passino, LF Giraldo, D Ruderman. Developing a Collaborative Systems Dynamics Model of Drinking Events: Finding a Common Language. Book chapter in Innovations in Collaborative Modeling, Michigan State University Press. June 2020.