BERNY CARRERA portrait
  • Course Instructor, Elect & Computer Engineering
+82 (0)32-626-6351
http://bit.ly/bcarrera

Publications

  • Berny Carrera & Kwanho Kim (2024). Comparative Analysis of Machine Learning Techniques in Predicting Wind Power Generation: A Case Study of 2018–2021 Data from Guatemala. MDPI, Energies. Vol. 17, 3158. Published, 06/26/2024.
    https://doi.org/10.3390/en17133158
  • Berny Carrera & Judit Bazin Mata, Victor Luid Piñol, Kwanho Kim (2023). Environmental sustainability: a machine learning approach for cost analysis in plastic recycling classification. Elsevier, Resources, Conservation and Recycling. Vol. 197, 107095. Published, 10/01/2023.
    https://doi.org/10.1016/j.resconrec.2023.107095
  • Berny Carrera & Kwanho Kim (2023). Sustainable Smart University: A Short-Term Deep Learning Framework for Energy Consumption Forecast. International Journal of Machine Learning. Vol. 13, 146-152. Published, 10/2023.
    https://www.ijml.org/vol13/IJML-V13N4-1143.pdf
  • Berny Carrera & Kwanho Kim (2023). A Regression Framework for Energy Consumption in Smart Cities with Encoder-Decoder Recurrent Neural Networks. MDPI, Energies. Vol. 16, 7508. Published, 09/11/2023.
    https://doi.org/10.3390/en16227508
  • Berny Carrera & Kwanho Kim (2023). Deep Learning-Based Approach for Short-Term Solar Power Forecasting. (pp. 119-127). International Conference on Green Energy and Environment Engineering. Published, 07/21/2023.
    https://link.springer.com/chapter/10.1007/978-3-03...
  • Berny Carrera & Victor Luid Piñol, Judit Bazin Mata, Kwanho Kim (2022). A machine learning based classification models for plastic recycling using different wavelength range spectrums. ElSevier, Journal of Cleaner Production. Vol. 374, 133883. Published, 11/10/2022.
    https://doi.org/10.1016/j.jclepro.2022.133883
  • Berny Carrera, Suzanne Peyrard & Kwanho Kim (2021). Meta-regression framework for energy consumption prediction in a smart city: A case study of Songdo in South Korea. ElSevier, Sustainable Cities and Society. Vol. 72, 103025. Published, 09/01/2021.
    https://doi.org/10.1016/j.scs.2021.103025
  • Berny Carrera, Min‐Kyu Sim & Jae‐Yoon Jung (2020). PVHybNet: A hybrid framework for predicting photovoltaic power generation using both weather forecast and observation data. The Institution of Engineering and Technology, IET Renewable Power Generation. Vol. 14, 2192-2201. Published, 10/09/2020.
    https://doi.org/10.1049/iet-rpg.2018.6174
  • Berny Carrera & Kwanho Kim (2020). Comparison analysis of machine learning techniques for photovoltaic prediction using weather sensor data. MDPI, Sensors. Vol. 20, 3129. Published, 06/01/2020.
    https://doi.org/10.3390/s20113129
  • Berny Carrera & Jae-Yoon Jung (2018). SentiFlow: An Information Diffusion Process Discovery Based on Topic and Sentiment from Online Social Networks. MDPI, Sustainability. Vol. 10, 2731. Published, 08/02/2018.
    https://doi.org/10.3390/su10082731
  • Bitzel Cortez, Berny Carrera, Young-Jin Kim & Jae-Yoon Jung (2018). An architecture for emergency event prediction using LSTM recurrent neural networks. ElSevier, Expert Systems with Applications. Vol. 97, 315-324. Published, 05/01/2018.
    https://doi.org/10.1016/j.eswa.2017.12.037
  • Park Hoon-seok, Berny Carrera, Oh Gyu-hyeop, Kim Ae-kyung, Jeong Jae-yoon, Jeon Chan-mo, Lee Joo-hyun, Kim Bo-hyeon & Josue Obregon (2018). Development of manufacturing big data analysis library for smart factory advancement. (pp. 1527-1541). Proceedings of the Korean Management Science Society Conference. Published, 04/30/2018.
  • Berny Carrera, JinSung Lee & Jae-Yoon Jung (2016). DISCOVERY OF GATEKEEPERS ON INFORMATION DIFFUSION FLOWS USING PROCESS MINING. International Journal of Industrial Engineering. Vol. 23, 253. Published, 07/01/2016.
    https://openurl.ebsco.com/EPDB%3Agcd%3A5%3A7504341...
  • Josue Obregon, Berny Carrera & Jae‐Yoon Jung (2016). Decision Points Analysis in Business Process using Process Mining: An Exportation Consultancy Service Company Case: An Exportation Consultancy Service Company Case. (pp. 4243-4254). 한국경영과학회 학술대회논문집. Published, 04/01/2016.
  • Berny Carrera & Jae-Yoon Jung (2015). Constructing probabilistic process models based on hidden markov models for resource allocation. (pp. 477-488). Springer International Publishing, Business Process Management Workshops: BPM 2014 International Workshops, Eindhoven, The Netherlands. Published, 09/11/2015.
    https://doi.org/10.1007/978-3-319-15895-2_41
  • Berny Carrera, Berny Carrera, JinSung Lee & Jae-Yoon Jung (2015). Discovering information diffusion processes based on hidden Markov models for social network services. (pp. 170–182). Asia Pacific Business Process Management: Third Asia Pacific Conference, AP-BPM 2015, Busan, South Korea, June 24-26, 2015, Proceedings 3. Published, 01/01/2015.
    https://link.springer.com/chapter/10.1007/978-3-31...
  • Mauricio Alejandro Gomez Morales, Berny Carrera, Guillermo Crocker Garcia, Pham Phuoc Hung, Md. Motaharul Islam & Eui-Nam Huh (2013). Autoconfiguration of Initial State of a Scalable Platform Over Cloud Environment. (pp. 857-860). In Proc. of the 2nd International Conference on Network and Computing Technology (ICNCT 2013). Published, 05/2013.
    https://doi.org/10.3745/PKIPS.y2013m05a.857

Presentations

  • Berny Carrera, Kwanho Kim*. "Deep learning-based approach for short-term solar power forecasting." 6th International Conference on Green Energy and Environment Engineering (CGEEE 2023). Conference Paper, Presented, 07/20/2024.
    https://www.cgeee.net/2023.html
  • Berny Carrera, Kwanho Kim*. "Sustainable Smart University: A short-term deep learning framework for energy consumption forecast." International Conference on Artificial Intelligence (ICOAI 2023). Conference Paper, Presented, 07/06/2024.
  • Berny Carrera, Kwanho Kim* & Hamideh Baghaie Daemi. "Enhancing Wind Power Forecasting through Bi-LSTM Networks in the Absence of Meteorological Data." International Conference on Power and Renewable Energy Engineering (PREE 2023). Conference Paper, Presented, 10/21/2023.
    https://www.pree.net/pree-2023.html
  • “AI Innovations Driving Smart Urban Development.” Research Seminar. Stanford Center at the Incheon Global Campus. Invited Talk/Keynote, Presented, 10/2023.
  • Berny Carrera. "Applications of AI for the Sustainable Development of Smart Cities." DTS Seminar Series, (SUNY Korea 2022). Invited Talk/Keynote, Presented, 10/2022.
  • Berny Carrera, Kwanho Kim*. "A Solar Power Prediction Framework Based on Deep Neural Networks Using Weather-based Data." Int. Conference of Society for e-Business Studies, (2019). Conference Paper, Presented, 02/2019.
  • Park Hoon-seok, Oh Gyu-hyeop, Kim Ae-kyung, Berny Carrera, Josue Obregon, Jae-Yoon Jung, Jeon Chan-mo, Lee Joo-hyun, & Kim Bo-hyun. "Development of manufacturing big data analysis library for smart factory advancement.", Proceedings of the Spring Joint Conference of the Korean Society of Industrial Engineers, (2018) 1527-1541. Conference Paper, Presented, 10/2018.
  • Josue Obregon, Berny Carrera, and Jae-Yoon Jung. "Decision Points Analysis in Business Process using Process Mining: An Exportation Consultancy Service Company Case." 한국경영과학회 학술대회논문집 (2016): 4243-4254. Conference Paper, Presented, 06/2016.
  • Berny Carrera, JinSung Lee, and Jae-Yoon Jung. "Discovering information diffusion processes based on hidden Markov models for social network services." Asia-Pacific Conference on Business Process Management. Springer, Cham, (2015). Conference Paper, Presented, 07/2015.
  • Berny Carrera, and Jae-Yoon Jung. "Constructing probabilistic process models based on hidden Markov models for resource allocation." International Conference on Business Process Management. Springer, Cham, (2014). Conference Paper, Presented, 09/2014.
  • Mauricio Morales, Berny Carrera, Guillermo Crocker, Pham Phuoc Hung, Md Motaharul Islam, and Eui-Nam Huh. "Autoconfiguration of Initial State of a Scalable Platform Over Cloud Environment." Proceedings of the Korea Information Processing Society Conference. Korea Information Processing Society, (2013). Conference Paper, Presented, 06/2013.

Languages

  • English, fluent.
  • Spanish, fluent.