Publications

Owlabi, A.B., Yahaya, A., Yakub, A., Same, N., Amir, M., Adeshina, M.A., Suh, D.* (2025). Hybrid Deep Learning Models for Power Output Forecasting of Grid-Connected Solar P.V. Systems: A Monocrystalline and Polycrystalline P.V. Panel Analysis, International Journal of Energy Research (IF=4.3, JCR 1.2%), DOI:10.1155/er/9925615

Same, N., Yakub, A., Chaulagain, D., Park, J., Owolabi, A.B., Lim, J.-O., Roh, J., Suh, D., Huh, J.-S. (2025).Impacts of climate change on hydrological patterns and implications for hydroelectric power generation in Khimti River Basin, Nepal, Discover Applied Sciences (IF = 2.6, Q2), 7 (7), 688, DOI:10.1007/s42452-025-07304-7

Jeun, W., Hwang, J., Suh, D.*, Otto, M.-O. (2025). Data-driven approach for electricity consumption benchmarking of multi residential buildings, Energy & Buildings (IF=6.6, JCR 5.1%), Vol.345, DOI:10.1016/j.enbuild.2025.115944

Chaulagain, D., Ray, R.L., Yakub, A., Same, N., Park, J., Tangoh, A., Roh, J., Suh, D., Lim, J.-O., Huh, J.-S. (2025). Extreme Precipitation Dynamics and El Niño–Southern Oscillation Influences in Kathmandu Valley, Nepal, Water (IF = 3.0, Q2), 17(9):1397 (IF = 3.0, Q2), DOI:10.3390/w17091397

Owolabi, A.B., Yahaya, A., Amir, M., Kavic, M., Suh, D.* (2025). Predicting Energy Consumption of Building Clusters at the Design Stage Using Machine Learning Models, Ain Shams Engineering Journal (IF=6.0, JCR=5.3%), DOI:10.1016/j.asej.2025.103481

Same, N.N., Yakub, A.O., Chaulagain, D., Park, J., Owolabi, A.B., Lim, J.O., Roh, J.W., Suh, D., Huh, J.-S.* (2025). A multicriteria decision analysis for the selection and ranking of crop residue for sustainable energy generation in West Africa, Energy Nexus (IF= 8.1), DOI:10.1016/j.nexus.2025.100408

Yahaya, A., Owolabi, A.B., Suh,D.*(2025), Enhancing Building Energy through Regularized Bayesian Neural Networks for Precise Occupancy Detection, Journal of Building Engineering (IF=6.7, JCR 4.7%), DOI:10.1016/j.jobe.2025.112777

Kim, B., Belkilani, K, Heilscher, G., Otto, M-O, Huh, J-S., Suh, D.*(2024) Integrated Spatiotemporal Hybrid Solar PV Generation Forecast Between Countries on Different Continents using Transfer Learning Method, IEEE ACCESS (IF=3.4, Q2), https://ieeexplore.ieee.org/document/10786977

Choi, J., Suh, D.* (2024), A Depthwise Convolutional Neural Network Model Based on Active Contour for Multi-Defect Wafer Map Pattern Classification, Engineering Applications of Artificial Intelligence (IF=7.5, JCR 2.5%), DOI:10.1016/j.engappai.2024.109707

Same, N.N., Yakub, A.O., Chaulagain, D., Tangoh, A.F., Nsafon,B.E.K., Owolabi, A.B., Suh,D., Huh, J. (2024). The future of clean energy: Agricultural residues as a bioethanol source and its ecological impacts in Africa, Renewable Energy(IF=9.0, Q1), DOI:https://doi.org/10.1016/j.renene.2024.121612, Volume 237, Part A, December 2024, 121612

Hwang, J., Suh, D.*(2024). CC-GAIN: Clustering and classification-based generative adversarial imputation network for missing electricity consumption data imputation, Expert Systems with Applications(IF=7.5, JCR=5.2%), DOI:10.1016/j.eswa.2024.124507, vol 255, 2024

Chaulagain, D.; Ray, R.L.; Yakub, A.O.; Same, N.N.; Park, J.; Suh, D.; Lim, J.-O.; Huh, J.-S.(2024) Comprehensive Analysis of Land Use Change and Carbon Sequestration in Nepal from 2000 to 2050 Using Markov Chain and InVEST Models. Sustainability(IF=3.3, Q2), https://doi.org/10.3390/su16177377

Kim, B., Suh, D.* (2024) Solar PV Generation Prediction Based on Multisource Data Using ROI and Surrounding Area, IEEE Transactions on Geoscience and Remote Sensing (IF=7.5, JCR 3.5%),10.1109/TGRS.2024.3392337

Nguyen, V.S., Kim, H., Suh, D.*, (2023) Attention Mechanism-Based Bidirectional Long Short-Term Memory for Cycling Activity Recognition Using Smartphones, IEEE ACCESS (IF=3.4, Q2), Vol 11

Owolabi, A.B., Yakub A., Luqman R., Same N., Suh, D.*. (2023) Performance assessment of four grid-connected solar photovoltaic technologies under similar environmental conditions in Nigeria, International Journal of Energy Research (IF=4.3, JCR 1.2%), Vol 14, 2023

Luqman, R., Owolabi, A.B., Yakub, A., Same, N., Yahaya, A., Yasin, N., Kavgic, M., Suh, D.*, Huh, J-S(2023), Assessing the viability of a grid-connected PV power plant in Mubi, Adamawa State, Nigeria,  Front. Energy Res.(IF=3.4), Vol.11, 2023 | https://doi.org/10.3389/fenrg.2023.1205646

Chaulagain D., Rimal P.R., Same N.N., Nsafon, B.E.K, Suh, D., Huh, J-S(2023), Flood susceptibility mapping of Kathmandu metropolitan city using GIS-based multi-criteria decision analysis, Ecological Indicators(IF=7.0, JCR=11.6%,  Q1), Vol. 154, 2023, 110653, https://doi.org/10.1016/j.ecolind.2023.110653.

Owolabi, A.B, Yahaya, A., Li, HX, & Suh, D.*. (2023). Analysis of the Energy Performance of a Retrofitted Low-Rise Residential Building after an Energy Audit. Sustainability(IF=3.3, Q2), 15(16), 12129.

Elegeonye, H.I., Owolabi, A.B., Ohunakin, O.S., Yakub, A.O., Yahaya, A, Same, N.N., Suh, D., Huh, J-S.(2023) Techno-Economic Optimization of Mini-Grid Systems in Nigeria: A Case Study of a PV–Battery–Diesel Hybrid System. Energies(IF=3.0), 2023; 16(12):4645.

Abam, F.I., Nwachukwu, C., Emodi, N.V., Okereke, C., Diemuodeke, O.E., Owolabi, A.B., Owebor, K., Suh, D., Huh, J-S.(2023) A systematic literature review on the decarbonisation of the building sector—a case for Nigeria. Front. Energy Res.(IF=3.4), Vol.11, 2023

Chaulagain D., Aroca O.F.M., Same N.N.,Yakub A.O.,  Nsafon, B.E.K, Suh, D., Triolo J.M., Huh, J-S(2023), Extreme Dry and Wet Events in the Pacific Region of Colombia estimated in the 21st Century Based on the Standardized Precipitation Index and CORDEX Climate Projections. Atmosphere(IF=2.5), 14(2), 260.

Hong, G., Suh, D.*(2023). Mel Spectrogram-based Advanced Deep Temporal Clustering Model with Unsupervised Data for Fault Diagnosis, Expert Systems with Applications(IF=7.5, JCR=5.2%), DOI:10.1016/j.eswa.2023.119551, 2023

Owolabi, A.B., Suh, D.*, Pignatta, G (2022) Investigating the energy use in an Australian building: A case study of a west-facing apartment in Sydney, Ain Shams Eng. Journal(IF=6.0, JCR=5.3%), Vol 14, 2023, DOI:10.1016/j.asej.2022.102040

Choi, J., Otto, M.-O., Suh, D.* (2022), Boosted Stacking Ensemble Machine Learning Method for Wafer Map Pattern Classification, CMC-Computers, Materials & Continua(IF=3.860), Vol.74, No.2, pp. 2331-2343, 2023, DOI:10.32604/cmc.2023.032715

N.N. Same, A.O. Yakub, E.K.N. Benyoh, A.B. Owolabi, T.A. Mih, D. Suh, J-S Huh (2022), Performance evaluation of renewable-based sustainable micro-grid under predictive management control strategy: A case study of Gado refugee camp in Cameroon. Front. Energy Res.(IF=3.4), DOI 10.3389/fenrg.2022.987495

Owolabi, A.B., Yakub, A. O., Li, Hong X., Suh, D.*(2022). Performance evaluation of two grid-connected solar photovoltaic systems under temperate climatic conditions in South Korea, Energy Reports (IF=4.7, Q2), Vol. 8 

Yakub, A. O., Same, N. N., Owolabi, A. B., Nsafon, E. K., Suh, D., Huh, J-S (2022). Optimizing the performance of hybrid renewable energy systems to accelerate a sustainable energy transition in Nigeria: A case study of a rural healthcare centre in Kano, Energy Strategy Reviews (IF=7.9, Q1), Vol. 43, 100906

Kwon, D-H., Jin, E-H., Yoo, D-H., Roh,  J-W. Suh, D., Commerell, W., Huh, J-S (2022). Analysis of the Response Characteristics of Toluene Gas Sensors with a ZnO Nanorod Structure by a Heat Treatment Process, Sensors(IF=3.4, Q2), 22(11), 4125, 2022

Hwang, Y., Roh, J., Suh, D., Otto, M.-O., Schlueter, S., Choudhury T., Huh, J-S., Um, J-S.(2021). No evidence for global decrease in CO2 concentration during the first wave of COVID-19 pandemic, Environmental Monitoring and Assessment (IF=2.9), 193(11)

Hong, G. Suh, D.*(2021). Supervised-Learning-Based Intelligent Fault Diagnosis for Mechanical Equipment, IEEE Access (IF=3.4, Q2), 10.1109/ACCESS.2021.3104189

Sim, M. Suh, D.* (2021). A heuristic solution and multi-objective optimization model for life-cycle cost analysis of solar PV/GSHP system: A case study of campus residential building in Korea, Sustainable Energy Technologies and Assessments (IF=7.1, Q1), Vol. 47, 101490

Sim, M. Suh, D.*, Otto, M.-O. (2021). Multi-Objective Particle Swarm Optimization-Based Decision Support Model for Integrating Renewable Energy Systems in a Korean Campus Building. Sustainability (IF=3.3, Q2),13(8660)

Kim, B. Suh, D.*, Otto, M-O, Huh, J-S(2021). A Novel Hybrid Spatio-Temporal Forecasting of Multisite Solar Photovoltaic Generation, Remote Sensing (IF=4.2, Q1), 13(13), 2605

Kim, B. Suh, D.*(2020). A Hybrid Spatio-Temporal Prediction Model for Solar Photovoltaic Generation Using Numerical Weather Data and Satellite Images, Remote Sensing (IF=4.2, Q1), 12(22), 3706

Hwang, J, Suh, D.* ,Otto, M-O(2020). Forecasting Electricity Consumption in Commercial Buildings Using a Machine Learning Approach, Energies (IF=3.0, Q3), 13(22), 5885

Nsafon,B.E.K.,Owolabi, A.B.,Butu, H.M., Roh, J.W., Suh,D., Huh,J-S. (2020). Optimization and sustainability analysis of PV/wind/diesel hybrid energy system for decentralized energy generation, Energy Strategy Reviews(IF=7.9, Q1), vol.32, Nov. 2020, 100570

Owolabi, A.B., Nsafon,B.E.K., Roh, J.W., Suh,D., Huh,J-S. (2020). Measurement and verification analysis on the energy performance of a retrofit residential building after energy efficiency measures using RETScreen Expert, Alexandria Engineering Journal (IF=6.2, JCR=4.7%), 2020

Kim, B. Suh, D.*(2020). Solar Photovoltaic Generation Forecasting using Machine Learning Methods, The Journal of Contents Computing, Vol.2, 105-112.

Nsafon,B.E.K.,Owolabi, A.B., Butu, H.M., Roh, J.W., Suh,D., Huh,J-S. (2020). Integrating multi-criteria analysis with PDCA cycle for sustainable energy planning in Africa: Application to hybrid mini-grid system in Cameroon, Sustainable Energy Technologies and Assessments (IF=7.1, Q1), 37, 100628.

Chai, S., & Suh, D.*(2019). Design and Implementation of Multi-disaster Risk Assessment Database System in South Korea, Information, 11(1),8

Owolabi, A.B., Nsafon,B.E.K., Roh, J.W., Suh,D., Huh,J-S. (2019). Validating the techno-economic and environmental sustainability of solar PV technology in Nigeria using RETScreen Experts to assess its viability, Sustainable Energy Technologies and Assessments (IF=7.1, Q1), 36, 100542.

Suh, D.* (2019). AI Technology trends in energy ICT, Communications of the Korean Institute of Information Scientists and Engineers (한국정보과학회), 37(11),48-58.

Suh, D.* (2019). OpenDKP: Designing an Open Data Knowledge Platform for Disaster Risk Reduction and Management. Digital Contents Society, 20(9),1873 - 1882.

Kim, H., & Suh, D.* (2018). Hybrid Particle Swarm Optimization for Multi-Sensor Data Fusion. Sensors (IF=3.847), 18(9), 2792. 

Jung, Y., Kim, J., Oh, H., Suh, D., Kim, J., Lee, S., Kim, K., Yoon, J. (2018). Entity-Driven Knowledge Analytics Platform for Science and Technology, International Journal of Advanced Science and Technology, 116, 1-12.

Chai, S., & Suh, D.*(2018). A Review and Analysis of Earthquake Disaster Risk Assessment Tools and Applications. Digital Contents Society, 19(5),899-906.

Hwang, Y., Kim, D., Kim, B., Park, S., Lee, M., Yoon, J., & Suh, D. (2018). Method of Service Curation based on User Log Analysis. Digital Contents Society, 19(4),701-709.

Chai, S., Jang, S., & Suh, D.*(2018). Design and Implementation of Big Data Analytics Framework for Disaster Risk Assessment. Digital Contents Society, 19(4),771-777.

Suh, D., Kim, J. A Knowledge-Based Energy Management Model that Supports Smart Metering Networks for Korean Residential Energy Grids. Wireless Personal Communications, 94(3), 431-444. 

Pagri, M., I., F., Hwang, J., Suh, D*, Safe reinforcement learning~~, Building Simulation 2025(BS2025), Brisbane. 2025.8 (Oral Presentation) Accepted

Pagri, M., I., F., Hwang, J., Kim, B., Suh, D*, Cooperative control strategy of shared energy storage system for smart grid, Building Simulation 2023(BS2023), Shanghai. 2023.9 (Oral Presentation)

Sim, M., Hong, G., Suh, D*, Deep reinforcement learning-based optimal building energy management strategies with photovoltaic systems, Building Simulation 2021(BS2021), Bruges. 2021.9 (Oral Presentation), https://doi.org/10.26868/25222708.2021.30879

Chai, S., Suh, D.*, A Design of Building Inventory for Risk Analysis using Open Data, International Workshop on Data Science and Knowledge Graph (DSKG 2019)/ICWE 2019, Daejeon, South Korea, 2019.6

Suh, D., LEE, J., Chai, S., Shin, S., Christopher, N. Yong, B.  DEVELOPMENT OF A RISK ASSESSMENT FOR KOREAN HIGH-RISE MIXED-USE BUILDINGS, 16th European earthquake engineering, Greece, 2018.6.

Chai, S., Suh, D.*, Design of Scalable IoT Platform Using Hazard Sensor, Open and Social Data, 2018 International Workshop on Social Sensing (SocialSens) (2018), Orlando, US, 2018.4.

Shin, S., Suh, D.*, Chai, S.  A Study on the Management of Earthquake Measurement Data for Facility Monitoring, ICCC: International Conference on Convergence Content, Thailand, 2018.