By Dr Yinyan Liu

Journal articles

Liu Y; Duran E; Yildiz B; Bruce A; Severiano B; Ibrahim I; Rispler J; Martell C; Rougieux F, 2025, 'A methodological review of cost-effective data-driven fault detection and diagnosis in distributed photovoltaic systems', Applied Energy, 401, pp. 126636 - 126636, http://dx.doi.org/10.1016/j.apenergy.2025.126636

Liu Y; Yildiz B, 2025, 'Techno-economic optimization of electric water heater and battery energy storage for residential dwellings with rooftop PV systems', Energy and Buildings, 342, pp. 115856, http://dx.doi.org/10.1016/j.enbuild.2025.115856

Liu Y; Yildiz B, 2025, 'Economic feasibility and backup capabilities of solar-battery systems for residential customers', Energy, http://dx.doi.org/10.1016/j.energy.2025.137518

Jiang Y; Liu Y; Peng L; Li Y, 2025, 'A flow rate estimation method for gas–liquid two-phase flow based on filter-enhanced convolutional neural network', Engineering Applications of Artificial Intelligence, 139, http://dx.doi.org/10.1016/j.engappai.2024.109593

Zha W; Zhong H; Liu Y, 2025, 'Fair and Efficient Profit Allocation for Collaborative Operation of Distributed Renewable Energy Operators and Electric Vehicle Charging Stations', Journal of Modern Power Systems and Clean Energy, 13, pp. 1395 - 1406, http://dx.doi.org/10.35833/MPCE.2024.000534

Liu Y; Bai L; Ma J; Wang W; Ouyang W, 2024, 'Self-Supervised Feature Learning for Appliance Recognition in Nonintrusive Load Monitoring', IEEE Transactions on Industrial Informatics, 20, pp. 1698 - 1710, http://dx.doi.org/10.1109/TII.2023.3280445

Jiang Y; Wang H; Liu Y; Peng L; Zhang Y; Chen B; Li Y, 2024, 'A Flow Rate Estimation Method for Gas-Liquid Two-Phase Flow Based on Transformer Neural Network', IEEE Sensors Journal, 24, pp. 26902 - 26913, http://dx.doi.org/10.1109/JSEN.2024.3419121

Jiang Y; Liu Y; Mao B; Lu X; Li Y; Peng L, 2024, 'A Flowrate Estimation Method for Gas-Water Two-Phase Flow Based on Multimodal Sensors and Hybrid LSTM-CNN Model', IEEE Transactions on Instrumentation and Measurement, 73, http://dx.doi.org/10.1109/TIM.2024.3428611

Liu Y; Ma J; Xing X; Liu X; Wang W, 2022, 'A home energy management system incorporating data-driven uncertainty-aware user preference', Applied Energy, 326, http://dx.doi.org/10.1016/j.apenergy.2022.119911

Liu Y; Qiu J; Ma J, 2022, 'SAMNet: Toward Latency-Free Non-Intrusive Load Monitoring via Multi-Task Deep Learning', IEEE Transactions on Smart Grid, 13, pp. 2412 - 2424, http://dx.doi.org/10.1109/TSG.2021.3139395

Liu Y; Qiu J; Lu J; Wang W; Ma J, 2022, 'A Single-to-Multi Network for Latency-Free Non-Intrusive Load Monitoring', IEEE Transactions on Network Science and Engineering, 9, pp. 755 - 768, http://dx.doi.org/10.1109/TNSE.2021.3132309

Lai S; Qiu J; Tao Y; Liu Y, 2022, 'Risk hedging strategies for electricity retailers using insurance and strangle weather derivatives', International Journal of Electrical Power and Energy Systems, 134, http://dx.doi.org/10.1016/j.ijepes.2021.107372

Liu Y; Zhong L; Qiu J; Lu J; Wang W, 2022, 'Unsupervised domain adaptation for nonintrusive load monitoring via adversarial and joint adaptation network', IEEE Transactions on Industrial Informatics, 18, pp. 266 - 277, http://dx.doi.org/10.1109/TII.2021.3065934

Conference Papers

Liu Y; Bai L; Ma J, 2023, 'Low-Carbon Community Energy Management Incorporating Data-Driven User Segmentation', in IEEE Power and Energy Society General Meeting, http://dx.doi.org/10.1109/PESGM52003.2023.10253403

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