Books and Magazine Articles
[B1] D. Mashima, Y. Chen, M. M. Roomi, S. Lakshminarayana and D. Chen (2023), "Cybersecurity for Modern Smart Grid Against Emerging Threats", NOW Publishers, Foundations and Trends® in Privacy and Security: Vol. 5: No. 4, pp 189-285.
[M1] S. Lakshminarayana, C. Maple, A. Larkins, D. Flack, C. Few, and A.K. Srivastava, "Demand-Side Threats to Power Grid Operations from IoT-Enabled Edge", in submission.
Journal Publications
[J28] H. Jahangir, S. Lakshminarayana, and H. V. Poor, "Charge Manipulation Attacks Against Smart Electric Vehicle Charging Stations and Deep Learning-based Detection Mechanisms" in submission.
[J27] M. P. Goodridge, S. Lakshminarayana, and A. Zocca, "Uncovering Load-Altering Attacks Against N-1 Secure Power Grids: A Rare-Event Sampling Approach" in submission.
[J26] H. Jahangir, S. Lakshminarayana, and C. Maple, "Localizing Load-Altering Attacks Against Power Grids Using Deep Capsule Nets," in submission.
[J25] U. Hijjawi, S. Lakshminarayana, T. Xu, G. Fierro, M. Rahman, ``A review of automated solar photovoltaic defect detection systems: Approaches, challenges, and future orientations,''
Elsevier Solar Energy, Volume 266, 2023.
Elsevier Solar Energy, Volume 266, 2023.
[J24] H. Jahangir, S. Lakshminarayana, C. Maple, and G. Epiphaniou "A Deep-Learning based Approach for Securing the Power Grid Against Load-Altering Threats by IoT-Enabled Devices," IEEE Internet of Things Journal, vol. 10, no. 12, pp. 10687 - 10697, June 2023.
[J23] Z. Chu, S. Lakshminarayana, B. Chaudhuri, and F. Teng, "Mitigating Load-Altering Attacks Against Power Grids Using Cyber-Resilient Economic Dispatch," IEEE Trans. on Smart Grid, 2022, vol. 14, no. 4, pp. 3164-3175, July 2023.
[J22] S. Sthapit, S. Lakshminarayana, G. Epiphaniou, L.He, and C. Maple, "Reinforcement Learning for Security Aware Computation Offloading in Satellite Networks", IEEE Internet of Things Journal, vol. 9, no. 14, pp. 12351-12363, July 2022.
[J21] S. Lakshminarayana, J. Ospina, and C. Konstantinou, "Load-Altering Attacks Against Power Grids under COVID-19 Low-Inertia Conditions", IEEE Open Access Journal of Power and Energy, vol.9, pp. 226-240, 2022.
[J20] Y. Chen, S. Lakshminarayana, C. Maple, and H.V. Poor, "A Meta-Learning Approach to Compute Optimal Power Flow Under Topology Reconfigurations", IEEE Open Access Journal of Power and Energy, vol.9, pp. 109-120, 2022.
[J19] S. Lakshminarayana, S. Sthapit, H. Jahangir, C. Maple, and H.V. Poor "Data-Driven Detection and Identification of IoT-Enabled Load-Altering Attacks in Power Grids", IET Smart Grid Journal, 5(3), 203 - 218, 2022.
[J18] I. Gheyas, G. Epiphaniou, C. Maple, and S. Lakshminarayana. "A Resilient Cyber-Physical Demand Forecasting System for Critical Infrastructures against Stealthy False Data Injection Attacks" Applied Sciences 12, no. 19: 10093, 2022.
[J17] S. Lakshminarayana, S. Sthapit, and C. Maple, “Application of Physics-Informed Machine Learning Techniques for Power Grid Parameter Estimation” Sustainability (Special Issue of Securing Smart Grid Cyber-Physical Infrastructure Against Emerging Threats), 2022, 14(4):2051.
[J16] S.B.R. Tirmizi, Y. Chen, S. Lakshminarayana, W. Feng, A.A. Khuwaja, "Hybrid Satellite–Terrestrial Networks toward 6G: Key Technologies and Open Issues", Sensors, 22, 8544, 2022.
[J15] S. Lakshminarayana, E.V. Belmega, and H.V. Poor, "Moving Target Defense Against Cyber-Physical Attacks in Power Grids via Game Theory", IEEE Trans. on Smart Grid, vol. 12, no. 6, pp. 5244-5257, Nov. 2021. Selected among Top 5 papers published in IEEE TSG for 2021!
[J14] S. Lakshminarayana, S. Adhikari, and C. Maple, "Analysis of IoT-Enabled Load-Altering Attacks Using the Theory of Second-Order Systems," IEEE Trans. on Smart Grid, 2021, vol. 12, no. 5, pp. 4415-4425, Sept. 2021.
[J13] S. Lakshminarayana, A. Kammoun, M. Debbah, and H.V. Poor, "Data-Driven False Data Injection Attacks Against Power Grids: A Random-Matrix Approach", IEEE Trans. on Smart Grid, Vol. 12, no. 1, pp. 635-646, Jan. 2021.
[J12] S. Lakshminarayana, and D.K.Y. Yau, "Cost-Benefit Analysis of Moving Target Defense in Power Grids", IEEE Trans. on Power Systems, vol. 36, no. 2, pp. 1152-1163, Mar. 2021.
[J11] S. Lakshminarayana, Z. Teng, J.S. Karachiwala, R. Tan, and D.K.Y. Yau, "Performance and Resilience of Cyber-Physical Control Systems with Reactive Attack Mitigation", IEEE Trans. on Smart Grid, vol.10, no. 6, Nov. 2019, pp. 6640-6654.
[J10] S. Lakshminarayana, Z. Teng, R. Tan, and D.K.Y. Yau, "Modeling and Detecting False Data Injection Attacks Against Railway Traction Power Systems", ACM Trans. on Cyber-Phys. Syst. (TCPS), vol. 2, no. 4, Sep.2018, pp. 28:1--28:29.
[J9] S. Lakshminarayana, Y. Xu, H. V. Poor, and T. Q. S. Quek, "Cooperation of Storage Operation in Power Network with Renewable Generation" IEEE Trans. on Smart Grids, vol. 7, no. 4, July 2016, pp. 2108-2122.
[J8] S. Lakshminarayana, H.V. Poor, and T.Q.S. Quek, "Cooperation and Storage Trade-offs in Power Grids with Renewable Energy Resources", IEEE Journal on Selected Areas in Communication (JSAC) on "Smart Grid Communication Series", vol. 32, no.7, Jul 2014, pp. 1-12.
[J7] S. Lakshminarayana, M. Debbah, and M. Assaad, "Coordinated Multi-cell Beamforming for Massive MIMO: A Random Matrix Theory Approach" IEEE Trans. on Information Theory, vol. 61, no.6, Jun. 2015, pp. 3887-3412.
[J6] S. Lakshminarayana, M. Assaad and M. Debbah, “Transmit Power Minimization in Small Cell Networks Under Time Average QoS Constraints,” IEEE Journal on Selected Areas in Communications (JSAC), vol. 33, no. 10, Oct. 2015, pp. 2087-2103.
[J5] M.Maso, S. Lakshminarayana, T.Q.S. Quek and H.V. Poor, "The Price of Self- Sustainability in Block Transmissions", IEEE Journal on Selected Areas in Communication (JSAC), vol. 33, no.8, Aug. 2015, pp. 1549-1562.
[J4] C.F. Liu, M. Maso, S. Lakshminarayana, C.H. Lee, and T.Q.S. Quek, "Simultaneous Information and Power Transfer under Different CSI Acquisition Schemes", IEEE Trans. on Wireless Communications, vol. 14, no. 4, Apr. 2015, pp. 1911-1926.
[J3] M.Maso, S. Lakshminarayana, T.Q.S. Quek and H.V. Poor, "A Composite Approach to Self-Sustainable Transmissions: Rethinking OFDM", IEEE Trans. on Communications, vol. 62, no.11, Nov. 2014, pp. 3904 -3917.
[J2] S. Lakshminarayana, M. Assaad and M. Debbah, "H-Infinity Control Based Scheduler for the Deployment of Small Cell Networks", Elsevier Performance Evaluation Journal, vol. 70, no. 7-8, Jul. 2013, pp. 513-527
[J1] S. Lakshminarayana, and A.Eryilmaz, "Multirate Multicasting with Intra-Layer Network Coding", IEEE/ACM Trans. on Networking, vol. 21, no.4, Aug. 2013, pp. 1256-1269.
Conference Publications
[C32] M. P. Goodridge, A. Zocca, and S. Lakshminarayana, "Analysis of Cascading Failures Due to Dynamic Load-Altering Attacks", Proc. IEEE International Conference on SmartGrid Communications (SmartGridComm), Glasgow, 2023.
[C31] G. E. Mejia-Ruiz, Y. Batmani, S. Lakshminarayana, S. Ahmed, and C. Konstantinou, "Communication Reduction for Power Systems: An Observer-Based Event-Triggered Approach" Proc. IEEE International Conference on SmartGrid Communications (SmartGridComm), Glasgow, 2023.
[C30] S. Pan, S. Maleki, S. Lakshminarayana, and C. Konstantinou, "Optimal Placement and Power Supply of Distributed Generation to Minimize Power Losses", Proc. IEEE International Conference on SmartGrid Communications (SmartGridComm), Glasgow, 2023.
[C29] J. Uduagbomen, S. Lakshminarayana, M. S. Leeson, and T. Xu, “Physics-informed neural network modeling of soliton pulses in Optical Communication Systems,” IEEE Photonics Society Summer Topicals Meeting Series (SUM), 2022.
[C28] J. Uduagbomen, S. Lakshminarayana, M. S. Leeson, and T. Xu, “Physics-informed Neural Network for Fibre Channel Modelling in Optical Communication Systems,” 2023 International Conference on Transparent Optical Networks (ITCON) Series, 2023.
[C27] Y. Chen, S. Lakshminarayana, and, F. Teng, "Localization of Coordinated Cyber-Physical Attacks in Power Grids Using Moving Target Defense and Deep Learning", Proc. IEEE International Conference on SmartGrid Communications (SmartGridComm), Singapore, 2022.
[C26] M. P. Goodridge, S. Lakshminarayana and C. Few, "Analysis of Load-Altering Attacks Against Power Grids: A Rare-Event Sampling Approach," Proc. International Conference on Probabilistic Methods Applied to Power Systems (PMAPS), Manchester, 2022.
[C25] M. Mohammadpourfard, I. Genc, S. Lakshminarayana, and C. Konstantinou, "Attack Detection and Localization in Smart Grid with Image-Based Deep Learning", IEEE International Conference on SmartGrid Communications (SmartGridComm), Aachen, Germany, 2021.
[C24] N. Iosifids, Y. Zhong, B. Hu, B. Chen, L. Ran, S. Lakshminarayana, C. Jia, P. McKeever, C. Ng, "Reliability of Wind Turbine Power Modules using High-Resolution Wind Data Reconstruction: A Digital Twin Concept", Proc. IEEE Energy Conversion Congress and Exposition (IEEE-ECCE), Vancouver, Canada, 2021.
[C23] M. Mohammadpourfard, F. Ghanaatpishe, S. Lakshminarayana, and M. Pechenizkiy “Design of False Data Injection Attacks Against Power Grid Using Generative Adversarial Networks”, Proc. IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe), 2020.
[C22] Lakshminarayana, E. V. Belmega, and H.V. Poor, "Moving Target Defense for Detecting Coordinated Cyber-Physical Attacks Against Power Grid", IEEE International Conference on SmartGrid Communications (SmartGridComm), Beijing, China, 2019.
[C21] S. Lakshminarayana, and D.K.Y. Yau, "Cost-Benefit Analysis of Moving-Target Defense in Power Grids", Proc. IEEE/IFIP Dependable Systems and Networks (DSN), Luxembourg, Jun. 2018 (Acceptance rate for regular papers: 25%).
[C20] S. Lakshminarayana, J.S. Karachiwala, S-Y. Chang, G. Revadigar, S. Kumar, D.K.Y. Yau, and Y-C. Hu, "Signal Jamming Attacks Against Communication-Based Train Control: Attack Impact and Countermeasure" Proc. ACM Conference on Security and Privacy in Wireless and Mobile Networks (WiSec), Sweden, Jun. 2018 (Acceptance rate for regular papers: 25.6%).
[C19] S. Lakshminarayana, F. Wen, and D.K.Y. Yau, "Trade-offs in Data-Driven False Data Injection Attack Against the Power Grid", Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Canada, 2018.
[C18] S. Lakshminarayana, Z. Teng, D.K.Y. Yau, and R. Tan, "Optimal Attack Against Cyber-Physical Control Systems with Reactive Attack Mitigation", Proc. ACM Int'l Conf. Future Energy Systems (e-Energy), Hong Kong, May 2017 (Acceptance rate: 18/72 full papers = 25%).
[C17] S. Lakshminarayana, Z. Teng, R. Tan, D.K.Y. Yau, and P. Arboleya, "On False Data Injection Attacks Against Railway Traction Power Systems", IEEE/IFIP International Conference on Dependable Systems and Networks (DSN), France, Jun. 2016 (Acceptance rate: 53/259= 20.4%).
[C16] Z.Teng, B. Tran, S. Lakshminarayana, W. Temple, B. Chen, R. Tan, and D.K.Y. Yau, "SecureRails: Towards an Open Simulation Platform for Analyzing Cyber-Physical Attacks in Railways", IEEE Region 10 Technical Conference (TENCON)-2016.
[C15] S. Lakshminarayana, W. Wei, H.V. Poor, and T.Q.S. Quek, “Cooperation and StorageTradeoffs in Power-Grids under DC Power Flow Constraints and Inefficient Storage,” IEEE Power & Energy Society General Meeting (PESGM), Denver, USA, 2015. Selected "Best Conference Papers on Integration of Renewable & Intermittent Resources"
[C14] S. Lakshminarayana, L. Yang, H. V. Poor, T. Q. S. Quek, and J. Zhang, “Risk-Aware Energy Procurement with Renewable Energy and Storage,” IEEE International Conference on SmartGrid Communications (SmartGridComm), Venice, Italy, 2014.
[C13] S. Lakshminarayana, T.Q.S. Quek, and H.V. Poor, "Combining Cooperation and Storage for the Integration of Renewable Energy in Smart Grids," IEEE INFOCOM Workshop on Communications and Control for Smart Energy Systems, Toronto, Canada, 2014.
[C12] M. Maso, S. Lakshminarayana, I. Atzeni and S. Gupta "Energy as a Commodity: Enhancing the Sum-Rate of MISO Interference Channels via Energy Cooperation", IEEE Global Communications Conference (GLOBECOM), San Diego, CA, USA, December 2015.
[C11] M.Maso, S. Lakshminarayana, T.Q.S. Quek, H.V. Poor “Energy Harvesting for self-Sustainable OFDMA Communications,” IEEE Global Communications Conference (GLOBECOM), Austin, USA, 2014. "Best 50 Papers"
[C10] C.-F.Liu, M.Maso, S. Lakshminarayana, T.Q.S. Quek “Performance Analysis of Simultaneous Wireless Information and Power Transfer in MISO Systems,” IEEE Global Communications Conference (GLOBECOM), Austin, USA, 2014.
[C9] M.Maso, S. Lakshminarayana, T.Q.S. Quek, "Adaptive Self-sustainable OFDM Communications," IEEE International Conference on Communications (ICC), Sydney, Australia, 2014.
[C8] S. Lakshminarayana, T.Q.S. Quek, "Energy Harvesting Networks with Dynamic Channel Acquisition," IEEE International Conference on Communications (ICC), Sydney, Australia, 2014.
[C7] S. Lakshminarayana, T.Q.S. Quek, "Energy Harvesting Networks with Dynamic Channel Acquisition," IEEE Communication Theory Workshop (CTW), Phuket, Thailand, 2013.
[C6] S. Lakshminarayana, M. Assaad and M. Debbah, "Energy Efficient Cross-Layer Design in MIMO Multi-cell Systems," IEEE International Workshop on Signal Processing Advances in Wireless Communication (SPAWC), Darmstadt, Germany, 2013.
[C5] S.Lakshminarayana, B.Li, M.Assaad, A.Eryilmaz, and M. Debbah, " A Fast- CSMA Based Distributed Scheduling Algorithm under SINR Model" IEEE International Symposium on Information Theory (ISIT), Cambridge, MA, USA, 2012.
[C4] S.Lakshminarayana, M.Debbah, and M.Assaad, "Asymptotic Analysis of Downlink Multi-cell Systems with Partial CSIT", IEEE International Symposium on Information Theory (ISIT), St-Petersburg, Russia, 2011.
[C3] S. Lakshminarayana, M.Assad, and M.Debbah, "H-Infinity Control Based Scheduler for the Deployment of Small Cell Networks", International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt), Princeton, USA, 2011 [Invited for fast track journal publication in Elsevier Performance Evaluation].
[C2] S. Lakshminaryana, J. Hoydis, M. Debbah, and M. Assaad, "Asymptotic Analysis of Distributed Multi-cell Beamforming", IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, (PIMRC), Istanbul, Turkey, 2010.
[C1] S.Lakshminarayana and A.Eryilmaz, "Multirate Multicasting with Network Coding" The Fourth International Wireless Internet Conference (WICON), Hawaii, USA, 2008.
Patents
M. Maso, S. Lakshminarayana, T.Q.S. Quek, "A Communication Device and Related Method of Communication," PCT/SG2014/000429, WO2015038070 A1, Sep. 12, 2014.