Projects per year
Personal profile
Research Interests
Recent research:
The research focuses on advancing sustainable energy systems through the integration of renewable technologies, data-driven modeling, and energy management strategies. A core objective is the optimization of power distribution and microgrids, utilizing advanced clustering algorithms, machine learning, and deep learning (LSTM, GMM) to analyze consumption patterns, detect fraud, and forecast solar and wind irradiance. The work emphasizes the transition toward sustainable urban mobility, evaluating the technical and economic feasibility of electric public transport and solar-powered charging infrastructure. Furthermore, the research addresses institutional environmental management, developing methodologies for energy efficiency, waste reduction, and carbon footprint mitigation in educational and industrial sectors. By integrating multicriteria decision-making (MCDA) and hybrid energy systems, the studies provide actionable frameworks for policy development, infrastructure planning, and the deployment of clean energy vectors like hydrogen, ultimately supporting the transition to resilient, low-carbon energy systems.
Key Topics:
The research focuses on advancing sustainable energy systems through the integration of renewable technologies, data-driven modeling, and energy management strategies. A core objective is the optimization of power distribution and microgrids, utilizing advanced clustering algorithms, machine learning, and deep learning (LSTM, GMM) to analyze consumption patterns, detect fraud, and forecast solar and wind irradiance. The work emphasizes the transition toward sustainable urban mobility, evaluating the technical and economic feasibility of electric public transport and solar-powered charging infrastructure. Furthermore, the research addresses institutional environmental management, developing methodologies for energy efficiency, waste reduction, and carbon footprint mitigation in educational and industrial sectors. By integrating multicriteria decision-making (MCDA) and hybrid energy systems, the studies provide actionable frameworks for policy development, infrastructure planning, and the deployment of clean energy vectors like hydrogen, ultimately supporting the transition to resilient, low-carbon energy systems.
Key Topics:
- Renewable Energy Integration and Microgrids
- Energy Efficiency and Demand-Side Management
- Machine Learning for Energy Forecasting and Anomaly Detection
- Sustainable Urban Mobility and Electrification
- Multicriteria Decision-Making in Energy Planning
- Environmental Management Systems and Sustainability
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 7 Affordable and Clean Energy -
SDG 9 Industry, Innovation, and Infrastructure -
SDG 10 Reduced Inequalities -
SDG 11 Sustainable Cities and Communities -
SDG 12 Responsible Consumption and Production -
SDG 13 Climate Action -
SDG 17 Partnerships for the Goals
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Methodology for Valuing the Implementation of Photovoltaic Plants for Self-Consumption
Calle Siguencia, J. I. (Col), Garcia Torres, E. M. (Col), Carrion Galarza, D. F. (Col), Serrano Guerrero, J. X. (PI), Peralta Sevilla, A. G. (Col), Rojas Espinoza, J. L. (Col), Barragan Escandon, E. A. (Col), Erazo Garzon, J. F. (Col) & Sanchez Poma, P. E. (Col)
30/01/25 → …
Project: Research and Development
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Territorial Energy Planning: Current Situation and Methodology for Integrating Generation and Electrical Grids in the Territory and PDOTs
Serrano Guerrero, J. X. (Col) & Barragan Escandon, E. A. (Col)
29/02/24 → …
Project: Research and Development
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Improving Energy Efficiency in Buildings in the Equatorial Zone of the Andes
Quizhpi Palomeque, F. A. (Col), Chacon Troya, D. P. (Col), Serrano Guerrero, J. X. (PI), Peralta Sevilla, A. G. (Col), Viola, J. C. (Col), Rojas Espinoza, J. L. (Col), Contreras Ortiz, P. S. (Student), Mora Alvarez, M. X. (Student), Barragan Escandon, E. A. (Col), Zuñiga Bautista, J. A. (Student), Siguencia Macero, E. J. (Student), Siavichay Cumbe, L. F. (Student), Cardenas Guaraca, C. P. (Student), Luna Romero, S. F. (Student), Uguña Minchala, J. P. (Student), Andrade Padilla, J. A. (Student), Calle Calle, J. P. (Student), Bustamante Cacao, K. C. (Student), Miraba Valdiviezo, B. B. (Student), Buele Avila, C. O. (Student), Chazi Solis, A. M. (Student), Estrella Piña, J. R. (Student), Argudo Guaillas, G. A. (Student), Samaniego Placencia, J. P. (Student), Illares Muñoz, F. R. (Student), Paucar Uyaguari, P. E. (Student), Yubi Quito, L. A. (Student), Arias Galan, J. A. (Student), Cantos Arboleda, E. A. (Student), Feijoo Loayza, J. J. (Student), Guachichullca Tandayama, D. F. (Student), Quizhpe Garcia, J. L. (Student), Cueva Ortiz, D. I. (Student), Gonzalez Romero, J. A. (Student), Deleg Deleg, M. O. (Student), Narvaez Sinchi, M. F. (Student), Uriguen Peralta, C. F. (Student), Sancho Taday, M. P. (Student), Jaramillo Sánchez, I. D. (Student), Pullaguari Acaro, C. S. (Student), Coronel Naranjo, C. G. (Student), Espejo Quezada, C. A. (Student), Cordova Medina, A. E. (Student), Farez Jumbo, O. J. (Student), Jimenez Yunga, F. A. (Student), Ochoa Malhaber, C. D. (Student), Ordoñez Parapi, E. O. (Student), Ortega Romero, I. D. (Student), Zapata Cruz, A. E. (Student), Guaman Peña, D. E. (Student), Celi Peñafiel, C. E. (Student), Guartan Castro, F. E. (Student), Neira Banegas, V. F. (Student), Parra Sandoya, J. D. (Student), Marin Buele, L. M. (Student), Coronel Zamora, C. I. (Student) & Wenz, K. P. (Student)
14/01/16 → 14/01/22
Project: Research and Development
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Parameterization of Solar Panels: Technical-Economic Analysis
Calle Siguencia, J. I. (Col), Campoverde Armijos, F. F. (PI), Chacon Troya, D. P. (Col) & Serrano Guerrero, J. X. (Col)
1/10/13 → 1/10/14
Project: Research and Development
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Bi-objective optimization of hybrid renewable energy systems with ice storage vs. battery storage for sustainable dairy farming
Briceño León, M., Escrivá Escrivá, G., Clairand, J. M. & Serrano Guerrero, X., 20 Apr 2026, In: Journal of Energy Storage. 155, 121442.Research output: Contribution to journal › Article › peer-review
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Optimal sizing of the generation mix of distributed renewable resources for minimizing grid interchange
Escrivá Escrivá, G., Dasí Crespo, D., Roldán Blay, C., Roldán Porta, C. & Serrano Guerrero, X., 1 Mar 2026, In: International Journal of Electrical Power and Energy Systems. 176, 111636.Research output: Contribution to journal › Article › peer-review
Open Access1 Link opens in a new tab Scopus citations -
Spatial Analysis of Rooftop Solar Energy Potential for Distributed Generation in an Andean City
Ortega Romero, I., Serrano Guerrero, X., Ochoa Malhaber, C. & Barragán Escandón, A., Jan 2026, In: Energies. 19, 2, 344.Research output: Contribution to journal › Article › peer-review
Open Access1 Link opens in a new tab Scopus citations -
Advanced Wind Speed Forecasting: A Hybrid Framework Integrating Ensemble Methods and Deep Neural Networks for Meteorological Data
Díaz-Bedoya, D., González-Rodríguez, M., Gonzales-Zurita, O., Serrano-Guerrero, X. & Clairand, J. M., Jun 2025, In: Smart Cities. 8, 3, 94.Research output: Contribution to journal › Article › peer-review
Open Access3 Link opens in a new tab Scopus citations -
Comparative Analysis of Electric Buses as a Sustainable Transport Mode Using Multicriteria Decision-Making Methods
Barragán-Escandón, A., Armijos-Cárdenas, H., Armijos-García, A., Zalamea-León, E. & Serrano-Guerrero, X., May 2025, In: World Electric Vehicle Journal. 16, 5, 263.Research output: Contribution to journal › Article › peer-review
Open Access5 Link opens in a new tab Scopus citations
Press/Media
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Reports on Algorithms Findings from Polytechnic University Provide New Insights (Enhancing Load Stratification in Power Distribution Systems Through Clustering Algorithms: A Practical Study)
24/10/25
1 item of Media coverage
Press/Media: Press / Media
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Researchers at Polytechnic University Zero in on Machine Learning (Methodological Validation of Machine Learning Models for Non-Technical Loss Detection in Electric Power Systems: A Case Study in an Ecuadorian Electricity Distributor)
Serrano Guerrero, J. X. & Barragan Escandon, E. A.
25/04/25
1 item of Media coverage
Press/Media: Press / Media
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New Computers and Electrical Engineering Findings Has Been Reported by Investigators at Salesian Polytechnic University (Performance Evaluation Method for Different Clustering Techniques)
Serrano Guerrero, J. X. & Barragan Escandon, E. A.
9/04/25
1 item of Media coverage
Press/Media: Press / Media
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Findings from Salesian Polytechnic University Update Knowledge of Energy (Identifying Locations for Electric Vehicle Charging Stations In Urban Areas Through the Application of Multicriteria Techniques)
Serrano Guerrero, J. X. & Barragan Escandon, E. A.
4/12/24
1 item of Media coverage
Press/Media: Press / Media