Dr Jiajia   Yang
Research Associate

Dr Jiajia Yang

Engineering
Sch: Electrical Eng & Telecom

I am a Research Associate in Energy Systems with the School of Electrical Engineering and Telecommunications, UNSW Australia.

I was awarded the UNSW-Tsinghua University Collaborative Research Fund - Seed Grants in 2019 as the lead investigator for the project of Localized Energy Transaction Market Mechanism for Future Digital Grid System. (Only 3 successful applicants under the same theme area of digital grid). I was also jointly granted the Interdisciplinary Seed Funding Awards in 2020 and 2021 by the UNSW Digital Grid Futures Institute. I served as a key investigator in several other industry projects.

I received my B. Eng from Northeast Electric Power University, China in 2011, M. Eng from Zhejiang University, China in 2014 and Ph.D. from the University of New South Wales, Australia in 2018, all in Electrical Engineering.

My research interests include: 1) localized energy transaction; 2) electricity retailing; 3) data mining in smart grid; 4) renewable energy integration; 5) power markets. Until 2021, I have more than 30 peer-reviewed publications, including IEEE Transactions journal papers and IEEE conference papers.

 

I am an Associate Editor for the journal of Energy Conversion and Economics.

I served as a Guest Editor for the journal of IET Renewable Power Generation (special issue on “Enhancing Hosting Capability for Renewable Energy Generation in Active Distribution Networks”, 2021).

I served as a Guest Editor for the journal of IET Energy Systems Integration (special issue on “Local Energy Markets for Local Energy Systems Integration”, 2021).
I served as a Guest Editor for the journal of Electric Power Construction (special issue on “transactive energy systems”, 2019).
I am a Technical Committee Member of the 2020 International Conference on Smart Grids and Energy Systems (SGES 2020), Nov. 23-26, 2020, Perth, Australia.
I am a Technical Committee Member of the 2020 International Conference on Interdisciplinary Cyber-Physical Systems (ICPS 2020), Dec. 28-29, 2020, Chennai, India.
I am a Technical Committee Member of the 2020 International Conference on Robotics and Artificial Intelligence, Dec. 28-29, 2020, Chennai, India.
I am a Member of the IEEE P2781TM/D5.2 Standard “Guide for Load Modelling and Simulations for Power Systems” Working Group.
I am a Reviewer for top-tier international journals in electrical engineering, including: IEEE Transactions on Power Systems, IEEE Transactions on Smart GridIEEE Transactions on Industrial Informatics, etc.

Publications

  • Book Chapters | 2021
    Dr Jiajia Yang
    Yang J; Luo F; Kong W; Dong ZY, 2021, 'Load forecasting in the short-term scheduling of DERs', in Distributed Energy Resources in Local Integrated Energy Systems, Elsevier, pp. 389 - 417, http://dx.doi.org/10.1016/b978-0-12-823899-8.00003-0
    Book Chapters | 2021
    Dr Jiajia Yang
    Yang J; Luo F; Kong W; Dong J, 2021, 'Load forecasting in the short-term scheduling of DERs', in Distributed Energy Resources in Local Integrated Energy Systems Optimal Operation and Planning, Elsevier
  • Journal articles | 2021
    Dr Jiajia Yang
    Zhao P; Dong ZY; Meng K; Kong W; Yang J, 2021, 'Household power usage pattern filtering-based residential electricity plan recommender system', Applied Energy, vol. 298, http://dx.doi.org/10.1016/j.apenergy.2021.117191
    Journal articles | 2021
    Dr Jiajia Yang
    He Y; Chen Q; Yang J; Cai Y; Wang X, 2021, 'A multi-block ADMM based approach for distribution market clearing with distribution locational marginal price', International Journal of Electrical Power and Energy Systems, vol. 128, pp. 106635 - 106635, http://dx.doi.org/10.1016/j.ijepes.2020.106635
    Journal articles | 2021
    Dr Jiajia Yang
    Liang B; Yang J; Hou B; He Z, 2021, 'A Pricing Method for Distribution System Aggregators Considering Differentiated Load Types and Price Uncertainty', IEEE Transactions on Power Systems, vol. 36, pp. 1973 - 1983, http://dx.doi.org/10.1109/TPWRS.2020.3032593
    Journal articles | 2021
    Dr Jiajia Yang
    Yang J; Dong ZY; Wen F, 2021, 'A comparative study of marginal loss pricing algorithms in electricity markets', IET Generation, Transmission and Distribution, vol. 15, pp. 576 - 588, http://dx.doi.org/10.1049/gtd2.12030
    Journal articles | 2021
    Dr Jiajia Yang
    Yang J; Dong ZY; Wen F; Chen Q; Liang B, 2021, 'Spot electricity market design for a power system characterized by high penetration of renewable energy generation', Energy Conversion and Economics, vol. 2, pp. 67 - 78, http://dx.doi.org/10.1049/enc2.12031
    Journal articles | 2020
    Dr Jiajia Yang
    Zhan J; Liu W; Chung CY; Yang J, 2020, 'Switch Opening and Exchange Method for Stochastic Distribution Network Reconfiguration', IEEE Transactions on Smart Grid, vol. 11, pp. 2995 - 3007, http://dx.doi.org/10.1109/TSG.2020.2974922
    Journal articles | 2020
    Dr Jiajia Yang
    Yang J; Dong ZY; Wen F; Chen Q; Luo F; Liu W; Zhan J, 2020, 'A Penalty Scheme for Mitigating Uninstructed Deviation of Generation Outputs from Variable Renewables in a Distribution Market', IEEE Transactions on Smart Grid, vol. 11, pp. 4056 - 4069, http://dx.doi.org/10.1109/TSG.2020.2993049
    Journal articles | 2020
    Dr Jiajia Yang
    Yang J; Wang Y; Chen Q; Dong Z; Wen F, 2020, 'Smart Meter Data Based Penalty Mechanism for Peer-to-peer Transaction Deviation in Electricity Distribution Market', Dianli Xitong Zidonghua/Automation of Electric Power Systems, vol. 44, pp. 64 - 73, http://dx.doi.org/10.7500/AEPS20191220002
    Journal articles | 2020
    Dr Jiajia Yang
    Yang J; Dong ZY; Wen F; Chen G; Qiao Y, 2020, 'A Decentralized Distribution Market Mechanism Considering Renewable Generation Units with Zero Marginal Costs', IEEE Transactions on Smart Grid, vol. 11, pp. 1724 - 1736, http://dx.doi.org/10.1109/TSG.2019.2942616
    Journal articles | 2020
    Dr Jiajia Yang
    Yang J; Liu H; Wang Y; Qiu Z; Dong Z; Suzuki T; Noguchi T; Watabe M, 2020, 'Key index framework for quantitative sustainability assessment of energy infrastructures in a smart city: An example of Western Sydney', Energy Conversion and Economics, vol. 1, pp. 221 - 237, http://dx.doi.org/10.1049/enc2.12017
    Journal articles | 2020
    Dr Jiajia Yang
    Yang J, 2020, 'Uncertainty locational marginal price formulation based on robust optimization', CSEE Journal of Power and Energy Systems, http://dx.doi.org/10.17775/cseejpes.2020.03210
    Journal articles | 2019
    Dr Jiajia Yang
    Li S; Luo F; Yang J; Ranzi G; Wen J, 2019, 'A personalized electricity tariff recommender system based on advanced metering infrastructure and collaborative filtering', International Journal of Electrical Power and Energy Systems, vol. 113, pp. 403 - 410, http://dx.doi.org/10.1016/j.ijepes.2019.05.042
    Journal articles | 2019
    Dr Jiajia Yang
    Yang J; Zhao J; Qiu J; Wen F, 2019, 'A Distribution Market Clearing Mechanism for Renewable Generation Units with Zero Marginal Costs', IEEE Transactions on Industrial Informatics, pp. 1 - 1, http://dx.doi.org/10.1109/tii.2019.2896346
    Journal articles | 2018
    Dr Jiajia Yang
    Yang J; Zhao J; Luo F; Wen F; Dong ZY, 2018, 'Decision-Making for Electricity Retailers: A Brief Survey', IEEE Transactions on Smart Grid, vol. 9, pp. 4140 - 4153, http://dx.doi.org/10.1109/TSG.2017.2651499
    Journal articles | 2018
    Dr Jiajia Yang
    Yang J; Zhao J; Wen F; Dong ZY, 2018, 'A Framework of Customizing Electricity Retail Prices', IEEE Transactions on Power Systems, vol. 33, pp. 2415 - 2428, http://dx.doi.org/10.1109/TPWRS.2017.2751043
    Journal articles | 2018
    Dr Jiajia Yang
    Yang J, 2018, 'A Model of Customizing Electricity Retail Prices Based on Load Profile Clustering Analysis', IEEE Transactions on Smart Grid, http://dx.doi.org/10.1109/TSG.2018.2825335
    Journal articles | 2018
    Dr Jiajia Yang
    Yang J; Liu G; Zhao J; Wen F; Dong Z, 2018, 'A long short term memory based deep learning method for industrial load forecasting', Dianli Jianshe/Electric Power Construction, vol. 39, pp. 20 - 27, http://dx.doi.org/10.3969/j.issn.1000-7229.2018.10.003
    Journal articles | 2017
    Dr Jiajia Yang
    Yang J; Zhao J; Wen F; Meng K; Dong Z, 2017, 'Key Business Framework and Purchase/Sale Decision-making for Electricity Retailers', Dianli Xitong Zidonghua/Automation of Electric Power Systems, vol. 41, pp. 10 - 23, http://dx.doi.org/10.7500/AEPS20170220014
    Journal articles | 2016
    Dr Jiajia Yang
    Qiu J; Dong ZY; Zhao J; Xu Y; Luo F; Yang J, 2016, 'A Risk-Based Approach to Multi-Stage Probabilistic Transmission Network Planning', IEEE Transactions on Power Systems, vol. 31, pp. 4867 - 4876, http://dx.doi.org/10.1109/TPWRS.2015.2506200
    Journal articles | 2016
    Dr Jiajia Yang
    Luo F; Dong ZY; Meng K; Qiu J; Yang J; Wong KP, 2016, 'Short-term operational planning framework for virtual power plants with high renewable penetrations', IET Renewable Power Generation, vol. 10, pp. 623 - 633, http://dx.doi.org/10.1049/iet-rpg.2015.0358
    Journal articles | 2014
    Dr Jiajia Yang
    Yang J; Zhao J; Wen F; Xue Y; Li L; Lyu H, 2014, 'Development of bidding strategies for virtual power plants considering uncertain outputs from plug-in electric vehicles and wind generators', Dianli Xitong Zidonghua/Automation of Electric Power Systems, vol. 38, pp. 92 - 102, http://dx.doi.org/10.7500/AEPS20140212010
    Journal articles | 2014
    Dr Jiajia Yang
    Yang J; He Y; Zou B; Shang J; Li W; Wen F, 2014, 'A CVaR-based coal inventory optimization model for coal-fired power plants in electricity market environment', Dianli Xitong Zidonghua/Automation of Electric Power Systems, vol. 38, pp. 51 - 59, http://dx.doi.org/10.7500/AEPS20130508014
    Journal articles | 2013
    Dr Jiajia Yang
    Huang Y; Yang J; Wen F; Wang C; Zhang J; Xu Q, 2013, 'Transmission system planning considering capability of accommodating intermittent generation sources', Dianli Xitong Zidonghua/Automation of Electric Power Systems, vol. 37, http://dx.doi.org/10.7500/AEPS201206230
  • Conference Papers | 2020
    Dr Jiajia Yang
    Yang J; Wen F; Chen Q, 2020, 'An Electricity Spot Market Mechanism for Hybrid Bidding of Fossil-fueled and Renewable Generators', in 2020 International Conference on Smart Grids and Energy Systems (SGES), IEEE, Perth, Australia, pp. 1 - 5, presented at 2020 International Conference on Smart Grids and Energy Systems (SGES), Perth, Australia, 23 November 2020 - 26 November 2020, http://dx.doi.org/10.1109/sges51519.2020.00046
    Conference Papers | 2019
    Dr Jiajia Yang
    Yang J; Dong ZY; Chen G; Wen F; Li C, 2019, 'A Fully Decentralized Distribution Market Mechanism Using ADMM', in IEEE Power and Energy Society General Meeting, IEEE, presented at 2019 IEEE Power & Energy Society General Meeting (PESGM), 04 August 2019 - 08 August 2019, http://dx.doi.org/10.1109/PESGM40551.2019.8973905
    Conference Papers | 2016
    Dr Jiajia Yang
    Yang J; Zhao J; Wen F; Kong W; Dong Z, 2016, 'Mining the big data of residential appliances in the smart grid environment', in IEEE Power and Energy Society General Meeting, http://dx.doi.org/10.1109/PESGM.2016.7741444
    Conference Papers | 2016
    Dr Jiajia Yang
    Yang J; Zhao J; Wen F; Dong Z, 2016, 'A risk management model for carbon constrained coal inventory optimization', in Asia-Pacific Power and Energy Engineering Conference, APPEEC, http://dx.doi.org/10.1109/APPEEC.2015.7380888

Awards

Grants

UNSW-Tsinghua University Collaborative Research Fund - Seed Grants

Media