| A review of machine learning in building load prediction L Zhang, J Wen, Y Li, J Chen, Y Ye, Y Fu, W Livingood Applied Energy 285, 116452, 2021 | 342 | 2021 |
| Grey-box modeling and application for building energy simulations-A critical review Y Li, Z O'Neill, L Zhang, J Chen, P Im, J DeGraw Renewable and Sustainable Energy Reviews 146, 111174, 2021 | 182 | 2021 |
| A low cost seasonal solar soil heat storage system for greenhouse heating: Design and pilot study L Zhang, P Xu, J Mao, X Tang, Z Li, J Shi Applied Energy 156, 213-222, 2015 | 128 | 2015 |
| A systematic feature selection procedure for short-term data-driven building energy forecasting model development L Zhang, J Wen Energy and Buildings 183, 428-442, 2019 | 113 | 2019 |
| Sensor impacts on building and HVAC controls: A critical review for building energy performance Y Bae, S Bhattacharya, B Cui, S Lee, Y Li, L Zhang, P Im, V Adetola, ... Advances in Applied Energy 4, 100068, 2021 | 77 | 2021 |
| A review of computing-based automated fault detection and diagnosis of heating, ventilation and air conditioning systems J Chen, L Zhang, Y Li, Y Shi, X Gao, Y Hu Renewable and Sustainable Energy Reviews 161, 112395, 2022 | 73 | 2022 |
| End-use load profiles for the US building stock: Methodology and results of model calibration, validation, and uncertainty quantification EJH Wilson, A Parker, A Fontanini, E Present, JL Reyna, R Adhikari, ... National Renewable Energy Lab.(NREL), Golden, CO (United States), 2022 | 44 | 2022 |
| Sensor impact evaluation and verification for fault detection and diagnostics in building energy systems: A review L Zhang, M Leach, Y Bae, B Cui, S Bhattacharya, S Lee, P Im, V Adetola, ... Advances in Applied Energy 3, 100055, 2021 | 33 | 2021 |
| Comparison of time-frequency-analysis techniques applied in building energy data noise cancellation for building load forecasting: A real-building case study L Zhang, M Alahmad, J Wen Energy and Buildings 231, 110592, 2021 | 32 | 2021 |
| Active learning strategy for high fidelity short-term data-driven building energy forecasting L Zhang, J Wen Energy and Buildings 244, 111026, 2021 | 28 | 2021 |
| Modeling occupancy-driven building loads for large and diversified building stocks through the use of parametric schedules C Bianchi, L Zhang, D Goldwasser, A Parker, H Horsey Applied Energy 276, 115470, 2020 | 27 | 2020 |
| Data-driven building energy modeling with feature selection and active learning for data predictive control L Zhang Energy and Buildings 252, 111436, 2021 | 26 | 2021 |
| A systematic feature extraction and selection framework for data-driven whole-building automated fault detection and diagnostics in commercial buildings L Zhang, S Frank, J Kim, X Jin, M Leach Building and Environment 186, 107338, 2020 | 22 | 2020 |
| Metrics and methods to assess building fault detection and diagnosis tools SM Frank, G Lin, X Jin, R Singla, A Farthing, L Zhang, J Granderson National Renewable Energy Lab.(NREL), Golden, CO (United States), 2019 | 19 | 2019 |
| Evaluate the impact of sensor accuracy on model performance in data-driven building fault detection and diagnostics using Monte Carlo simulation L Zhang, M Leach Building Simulation 15 (5), 769-778, 2022 | 14 | 2022 |
| High-resolution hourly surrogate modeling framework for physics-based large-scale building stock modeling L Zhang, S Plathottam, J Reyna, N Merket, K Sayers, X Yang, M Reynolds, ... Sustainable Cities and Society 75, 103292, 2021 | 14 | 2021 |
| A pattern-recognition-based ensemble data imputation framework for sensors from building energy systems L Zhang Sensors 20 (20), 5947, 2020 | 13 | 2020 |
| Challenges and opportunities of machine learning control in building operations L Zhang, Z Chen, X Zhang, A Pertzborn, X Jin Building Simulation 16 (6), 831-852, 2023 | 7 | 2023 |
| Sensor cost-effectiveness analysis for data-driven fault detection and diagnostics in commercial buildings L Zhang, M Leach, J Chen, Y Hu Energy 263, 125577, 2023 | 6 | 2023 |
| Data-driven whole building energy forecasting model for data predictive control L Zhang Drexel University, 2018 | 6 | 2018 |
Jin Wendrexel universityVerified email at drexel.edu
