Geovanny Marulanda obtained the Electrical Engineer and Master in Electrical Engineering degrees at the Universidad Tecnológica de Pereira (Colombia). In his master thesis project, he evaluated the impact of demand response in electricity markets on natural gas systems. He has worked as a lecturer of Power Systems Analysis, Energy Transmission Systems and Electrical Machines courses for eight years. In September 2018, he joined the Institute of Technological Research (IIT) of the Universidad Pontificia Comillas where he works as a Research Assistant in the Decision Support Systems in the Energy Sector area supporting projects related with market models for electricity and gas systems.

Areas of interest:

Energy policy for renewable energy integration in power systems, Decisions taking under uncertainty, Power system planning, Equilibrium models.

Experience:

8 years of teaching experience guiding courses of Power Systems Analysis, Power transmission systems, Operation and planning in electrical systems, and Electrical machines. 2 years as a support engineer at Universidad Tecnológica de Pereira (Colombia) in agreements with the Latin American Energy Organization (OLADE), Energy and Gas Regulation Commission (CREG) and XM.

Skills:

Programming: Matlab, Gams, R y VBA.

Current research interests:

Models to assess the impact of emissions policy in multi-area electricity markets. Models to include renewable energy uncertainty in power systems planning.

Journal Publications

Marulanda, G., Cifuentes, J., Bello, A., Reneses, J., A hybrid model based on LSTM neural networks with attention mechanism for short-term wind power forecasting. Wind Engineering. JCR: 1,500 Q4 (2023); - SJR: 0,431 Q2 (2023); In press: August 2023.
Marulanda, G., Bello, A., Reneses, J., 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. 109889-1 - 109889-13, June 2024. [Online: February 2024] JCR: 5,000 Q1 (2023) - SJR: 1,711 Q1 (2023)
García-Duarte, L., Cifuentes, J., Marulanda, G., 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] JCR: 3,900 Q1 (2023); - SJR: 0,879 Q1 (2023);
Ladino, M.F., Bocanegra, A.J., Marulanda, G., Lancheros-Cuesta, D.J., 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. SJR: 0,188 Q3 (2021); 0,149 Q4 (2023)
Mora, E., Cifuentes, J., Marulanda, G., Short-term forecasting of wind energy: a comparison of deep learning frameworks. Energies. Vol. 14, nº. 23, pp. 7943-1 - 7493-26, December 2021. [Online: November 2021] JCR: 3,252 Q3 (2021); 3,000 Q3 (2023) - SJR: 0,653 Q1 (2021); 0,651 Q1 (2023)
Cifuentes, J., Marulanda, G., Bello, A., Reneses, J., Air temperature forecasting using machine learning techniques: a review. Energies. Vol. 13, nº. 16, pp. 4215-1 - 4215-28, August 2020. [Online: August 2020] JCR: 3,004 Q3 (2020); 3,000 Q3 (2023) - SJR: 0,598 Q2 (2020); 0,651 Q1 (2023)
Marulanda, G., Bello, A., Cifuentes, J., Reneses, J., Wind power long-term scenario generation considering spatial-temporal dependencies in coupled electricity markets. Energies. Vol. 13, nº. 13, pp. 3427-1 - 3427-19, July 2020. [Online: July 2020] JCR: 3,004 Q3 (2020); 3,000 Q3 (2023) - SJR: 0,598 Q2 (2020); 0,651 Q1 (2023)
Rojas Quiroga, K.E., Nieto Vargas, J.F., Marulanda, G., 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]
Díaz Flórez, G.A., Mombello, E.E., Marulanda, G., 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. JCR: 0,684 Q4 (2018); 1,100 Q4 (2023) - SJR: Q2 (2018); 0,222 Q3 (2023)
Garzón Medina, D.O., Marulanda, G., 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]
Lancheros-Cuesta, D.J., Pérez Lara, D., Bueno-López, M., Marulanda, G., 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] JCR: 2,500 Q2 (2023) - SJR: Q3 (2017); 0,433 Q3 (2023)
Marulanda, G., Perea, Y., Salazar, H., 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]
Correa Flórez, C.A., Marulanda, G., Panesso Hernández, A.F., 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]
Díaz Flórez, G.A., Mombello, E.E., Marulanda, G., 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. JCR: 0,769 Q4 (2016); 1,100 Q4 (2023) - SJR: Q2 (2016); 0,222 Q3 (2023)
Correa Flórez, C.A., Sanchez, A., Marulanda, G., 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] JCR: 0,631 Q4 (2016); 1,300 Q3 (2023) - SJR: Q2 (2016); 0,370 Q2 (2023)

show 15 journal publications

Projects

show 32 projects

Conference Papers

show 6 conference papers

Books and Book Chapters

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

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

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

D. Geovanny Alberto Marulanda García

Journal Publications

Marulanda, G., Cifuentes, J., Bello, A., Reneses, J., A hybrid model based on LSTM neural networks with attention mechanism for short-term wind power forecasting. Wind Engineering. JCR: 1,500 Q4 (2023); - SJR: 0,431 Q2 (2023); In press: August 2023.

Mora, E., Cifuentes, J., Marulanda, G., Short-term forecasting of wind energy: a comparison of deep learning frameworks. Energies. Vol. 14, nº. 23, pp. 7943-1 - 7493-26, December 2021. [Online: November 2021] JCR: 3,252 Q3 (2021); 3,000 Q3 (2023) - SJR: 0,653 Q1 (2021); 0,651 Q1 (2023)

Cifuentes, J., Marulanda, G., Bello, A., Reneses, J., Air temperature forecasting using machine learning techniques: a review. Energies. Vol. 13, nº. 16, pp. 4215-1 - 4215-28, August 2020. [Online: August 2020] JCR: 3,004 Q3 (2020); 3,000 Q3 (2023) - SJR: 0,598 Q2 (2020); 0,651 Q1 (2023)

Lancheros-Cuesta, D.J., Pérez Lara, D., Bueno-López, M., Marulanda, G., 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] JCR: 2,500 Q2 (2023) - SJR: Q3 (2017); 0,433 Q3 (2023)

Projects

Conference Papers

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).

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.

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.