Dr. Geovanny Alberto Marulanda García

FORMER IIT MEMBER

Current position:

Research Area:

Energy Systems Models; Energy Systems Modeling and Policy Analysis

Membership dates:

01/nov/2018 - 31/jul/2025

ORCID:

Researcher ID:

Google Scholar ID:

SCOPUS:

ResearchGate:

IEEE:

LinkedIn:

geovanny-marulanda-99566370

Experience:

Development of simulation and optimization tools. Analysis of energy markets. Modeling of uncertainty variables and forecasting techniques. Teaching.

Skills:

Optimization techniques and data analysis. Representation and modeling of electricity markets. Programming in Matlab, GAMS, and VBA.

Current research interests:

Generation of future scenarios for uncertainty variables in electricity markets. Models for incorporating uncertainty into power system planning. Cross-border policy and regulation in electricity markets.

Highlighted Publications

G. Marulanda, A. Bello, J. Reneses, "Modeling wind energy imbalance risk in medium-term generation planning models: a methodological proposal for large scale applications", International Journal of Electrical Power & Energy Systems, Vol. 157, pp. 109889, June 2024. [Online: February 2024] doi: 10.1016/j.ijepes.2024.109889
JCR-JIF: 5,000 Q1 (2024); 5,300 Q1 (2025) - SJR: 1,714 Q1 (2024); 1,482 Q1 (2025)
L. García-Duarte, J. Cifuentes, G. Marulanda, "Short-term spatio-temporal forecasting of air temperatures using deep graph convolutional neural networks", Stochastic Environmental Research and Risk Assessment, Vol. 37, nº. 5, pp. 1649 - 1667, May 2023. [Online: December 2022] doi: 10.1007/s00477-022-02358-0
JCR-JIF: 3,900 Q1 (2023); 3,800 Q1 (2025) - SJR: 0,879 Q1 (2023); 0,840 Q1 (2025)
E. Mora, J. Cifuentes, G. Marulanda, "Short-term forecasting of wind energy: a comparison of deep learning frameworks", Energies, Vol. 14, nº. 23, pp. 7943, December 2021. [Online: November 2021] doi: 10.3390/en14237943
JCR-JIF: 3,252 Q3 (2021); 3,900 Q3 (2025) - SJR: 0,653 Q1 (2021); 0,748 Q1 (2025)
J. Cifuentes, G. Marulanda, A. Bello, J. Reneses, "Air temperature forecasting using machine learning techniques: a review", Energies, Vol. 13, nº. 16, pp. 4215, August 2020. [Online: August 2020] doi: 10.3390/en13164215
JCR-JIF: 3,004 Q3 (2020); 3,900 Q3 (2025) - SJR: 0,598 Q2 (2020); 0,748 Q1 (2025)
G. Marulanda, A. Bello, J. Cifuentes, J. Reneses, "Wind power long-term scenario generation considering spatial-temporal dependencies in coupled electricity markets", Energies, Vol. 13, nº. 13, pp. 3427, July 2020. [Online: July 2020] doi: 10.3390/en13133427
JCR-JIF: 3,004 Q3 (2020); 3,900 Q3 (2025) - SJR: 0,598 Q2 (2020); 0,748 Q1 (2025)

show 5 highlighted publications

Journal Publications

T. Oriol, J. Cifuentes, G. Marulanda, "Enhancing Wind Power Forecasting in the Spanish Market Through Transformer Neural Networks and Temporal Optimization", Sustainability, Vol. 17, nº. 19, pp. 8655, October 2025. [Online: September 2025] doi: 10.3390/su17198655
JCR-JIF: 4,100 Q2 (2025); - SJR: 0,750 Q1 (2025);
G. Marulanda, J. Cifuentes, A. Bello, J. Reneses, "A hybrid model based on LSTM neural networks with attention mechanism for short-term wind power forecasting", Wind Engineering, Vol. 49, nº. 4, pp. 884 - 896, August 2025. [Online: August 2023] doi: 10.1177/0309524X231191163
JCR-JIF: 1,700 Q4 (2025); - SJR: 0,421 Q3 (2025);
G. Marulanda, A. Bello, J. Reneses, "Modeling wind energy imbalance risk in medium-term generation planning models: a methodological proposal for large scale applications", International Journal of Electrical Power & Energy Systems, Vol. 157, pp. 109889, June 2024. [Online: February 2024] doi: 10.1016/j.ijepes.2024.109889
JCR-JIF: 5,000 Q1 (2024); 5,300 Q1 (2025) - SJR: 1,714 Q1 (2024); 1,482 Q1 (2025)
L. García-Duarte, J. Cifuentes, G. Marulanda, "Short-term spatio-temporal forecasting of air temperatures using deep graph convolutional neural networks", Stochastic Environmental Research and Risk Assessment, Vol. 37, nº. 5, pp. 1649 - 1667, May 2023. [Online: December 2022] doi: 10.1007/s00477-022-02358-0
JCR-JIF: 3,900 Q1 (2023); 3,800 Q1 (2025) - SJR: 0,879 Q1 (2023); 0,840 Q1 (2025)
E. Mora, J. Cifuentes, G. Marulanda, "Short-term forecasting of wind energy: a comparison of deep learning frameworks", Energies, Vol. 14, nº. 23, pp. 7943, December 2021. [Online: November 2021] doi: 10.3390/en14237943
JCR-JIF: 3,252 Q3 (2021); 3,900 Q3 (2025) - SJR: 0,653 Q1 (2021); 0,748 Q1 (2025)
M.F. Ladino, A.J. Bocanegra, G. Marulanda, D.J. Lancheros-Cuesta, "Efectos de la respuesta de la demanda en usuarios residenciales sobre la reconfiguración de un sistema de distribución considerando el contexto colombiano", Ingeniare. Revista Chilena de Ingeniería, Vol. 29, nº. 4, pp. 633 - 646, December 2021. doi: http://dx.doi.org/10.4067/S0718-33052021000400633
SJR: 0,188 Q3 (2021); 0,144 Q4 (2025)
J. Cifuentes, G. Marulanda, A. Bello, J. Reneses, "Air temperature forecasting using machine learning techniques: a review", Energies, Vol. 13, nº. 16, pp. 4215, August 2020. [Online: August 2020] doi: 10.3390/en13164215
JCR-JIF: 3,004 Q3 (2020); 3,900 Q3 (2025) - SJR: 0,598 Q2 (2020); 0,748 Q1 (2025)
G. Marulanda, A. Bello, J. Cifuentes, J. Reneses, "Wind power long-term scenario generation considering spatial-temporal dependencies in coupled electricity markets", Energies, Vol. 13, nº. 13, pp. 3427, July 2020. [Online: July 2020] doi: 10.3390/en13133427
JCR-JIF: 3,004 Q3 (2020); 3,900 Q3 (2025) - SJR: 0,598 Q2 (2020); 0,748 Q1 (2025)
K.E. Rojas Quiroga, J.F. Nieto Vargas, G. Marulanda, "Impactos técnicos y económicos para comercializadores de electricidad debido a la implementación de vehículos eléctricos en Colombia", Revista Ingenierias Universidad de Medellín, Vol. 18, nº. 34, pp. 219 - 236, June 2019. [Online: May 2017] doi: 10.22395/rium.v18n34a13
G.A. Díaz Flórez, E.E. Mombello, G. Marulanda, "Semianalytic integral method for the fast solution of circulating currents in power transformers", International Journal of Applied Electromagnetics and Mechanics, Vol. 58, nº. 2, pp. 239 - 260, August 2018. doi: 10.3233/JAE-170034
JCR-JIF: 0,684 Q4 (2018); 0,700 Q4 (2025) - SJR: Q2 (2018); 0,195 Q4 (2025)
D.O. Garzón Medina, G. Marulanda, "Estimación del consumo eléctrico colombiano en el corto y largo plazo empleando regresión multivariable y series temporales", Revista Avances Investigación en Ingeniería, Vol. 14, nº. 1, pp. 155 - 168, December 2017. [Online: December 2017] doi: 10.18041/1794-4953/avances.1.1294
D.J. Lancheros-Cuesta, D. Pérez Lara, M. Bueno-López, G. Marulanda, "Monitoring platform for the consumption of electricity in a home", International Journal of Web Information Systems, Vol. 13, nº. 3, pp. 222 - 240 [Online: August 2017] doi: 10.1108/IJWIS-02-2017-0008
JCR-JIF: 2,000 Q3 (2025) - SJR: Q3 (2017); 0,542 Q2 (2025)
G. Marulanda, Y. Perea, H. Salazar, "Análisis cualitativo del impacto de la respuesta de la demanda en los cargos por uso del sistema de distribución", Ingeniería y Competitividad, Vol. 19, nº. 1, pp. 147 - 158, January 2017. [Online: July 2017] doi: 10.25100/iyc.v19i1.2139
C.A. Correa Flórez, G. Marulanda, A.F. Panesso Hernández, "Impacto de la penetración de la energía solar fotovoltaica en sistemas de distribución: estudio bajo supuestos del contexto colombiano", Tecnura, Vol. 20, nº. 50, pp. 85 - 95, October 2016. [Online: February 2017]
G.A. Díaz Flórez, E.E. Mombello, G. Marulanda, "Electric field and electric potential due to a finite cylindrical surface charge distribution considering a linearly variable surface charge density", International Journal of Applied Electromagnetics and Mechanics, Vol. 51, nº. 4, pp. 471 - 480, August 2016. doi: 10.3233/JAE-150133
JCR-JIF: 0,769 Q4 (2016); 0,700 Q4 (2025) - SJR: Q2 (2016); 0,195 Q4 (2025)
C.A. Correa Flórez, A. Sanchez, G. Marulanda, "Expansion of transmission networks considering large wind power penetration and demand uncertainty", IEEE Latin America Transactions, Vol. 14, nº. 3, pp. 1235 - 1244, March 2016. [Online: March 2016] doi: 10.1109/TLA.2016.7459604
JCR-JIF: 0,631 Q4 (2016); 1,600 Q3 (2025) - SJR: Q2 (2016); 0,385 Q2 (2025)

show 16 journal publications

Projects

show 39 projects

Ph.D. Thesis

Developed:

G. Marulanda, "New Methods for Modeling Renewable Energy Uncertainty and Cross-Border Policy Mechanisms in Electricity Markets", PhD. dissertation, Comillas Pontifical University, Madrid, Spain, 2025.

show 1 Ph.D. Thesis

Conference Papers

show 6 conference papers

Books and Book Chapters

R.L. Castañeda Hernández, G. Marulanda, G.A. Díaz Flórez, D.F. Echeverry, J.A. Zapata Gaitán, Demand Response: International experiences and perspectives for the integration in the Colombian electricity market, Cali, Colombia: Ed. Universidad del Valle, 2024, doi: 10.25100/peu.7683297

show 1 books and book chapters

International Exchanges

Sep - Dec 2023, Department of Engineering Systems and Services. Faculty of Technology, Policy, & Management (TPM), Technische Universiteit Delft (TU Delft). Delft (Netherlands).

show 1 international exchanges

Working Papers

show 2 working papers

Fellowships and Awards

«Short-term wind power forecasting by a long short term memory ensemble approach» "Best paper on the 13th International Renewable Energy Congress. Session: Wind and Hybrid Energies". IREC 2022 Organising Committee. Hammamet (Tunisia). Dec 2022.

show 1 fellowships and awards

Other Activities

Master Thesis director of "Mora, E. «Analysis of deep learning strategies for wind energy forecasting applications»". Universidad Carlos III de Madrid. Madrid (Spain). Nov 2021.
Master Thesis director of "García-Duarte Sáenz, L. «Hourly prediction of air temperature in Spain with deep learning-based strategies»". Universidad Carlos III de Madrid. Madrid (Spain). Sep 2021.

show 2 other activities