no code implementations • 21 Nov 2023 • Yadong Zhang, Pranav M Karve, Sankaran Mahadevan
The excellent accuracy of GNN-based reliability and risk assessment further suggests that GNN surrogate has the potential to be applied in real-time and hours-ahead risk quantification.
no code implementations • 7 Nov 2023 • Yadong Zhang, Pranav M Karve, Sankaran Mahadevan
MC simulation necessitates solving a large number of DC OPF problems corresponding to the samples of stochastic grid variables (power demand and renewable generation), which is computationally prohibitive.
no code implementations • 26 Sep 2022 • Oliver Stover, Pranav Karve, Sankaran Mahadevan, Wenbo Chen, Haoruo Zhao, Mathieu Tanneau, Pascal Van Hentenryck
In a grid with a significant share of renewable generation, operators will need additional tools to evaluate the operational risk due to the increased volatility in load and generation.
no code implementations • 27 Aug 2022 • Adam Thelen, Xiaoge Zhang, Olga Fink, Yan Lu, Sayan Ghosh, Byeng D. Youn, Michael D. Todd, Sankaran Mahadevan, Chao Hu, Zhen Hu
This second paper presents a literature review of key enabling technologies of digital twins, with an emphasis on uncertainty quantification, optimization methods, open source datasets and tools, major findings, challenges, and future directions.
no code implementations • 26 Aug 2022 • Adam Thelen, Xiaoge Zhang, Olga Fink, Yan Lu, Sayan Ghosh, Byeng D. Youn, Michael D. Todd, Sankaran Mahadevan, Chao Hu, Zhen Hu
In part two of this review, the role of uncertainty quantification and optimization are discussed, a battery digital twin is demonstrated, and more perspectives on the future of digital twin are shared.
no code implementations • 2 Apr 2014 • Li Gou, Yong Deng, Rehan Sadiq, Sankaran Mahadevan
To demonstrate the efficiency of the proposed method, we apply it to the water distribution networks to estimate the risk of contaminant intrusion.
no code implementations • 23 Mar 2014 • Xinyang Deng, Felix T. S. Chan, Rehan Sadiq, Sankaran Mahadevan, Yong Deng
How to express an expert's or a decision maker's preference for alternatives is an open issue.
no code implementations • 21 Mar 2014 • Xiaoge Zhang, Andrew Adamatzky, Xin-She Yang, Hai Yang, Sankaran Mahadevan, Yong Deng
A supply chain is a system which moves products from a supplier to customers.
no code implementations • 15 Feb 2014 • Xinyang Deng, Yong Hu, Felix Chan, Sankaran Mahadevan, Yong Deng
Parameter estimation based on uncertain data represented as belief structures is one of the latest problems in the Dempster-Shafer theory.
no code implementations • 17 Nov 2013 • Shiyu Chen, Yong Hu, Sankaran Mahadevan, Yong Deng
The problem of aggregation is considerable importance in many disciplines.
no code implementations • 3 Nov 2013 • Xiaoge Zhang, Qi Liu, Yong Hu, Felix T. S. Chan, Sankaran Mahadevan, Zili Zhang, Yong Deng
When the edge weight changes, the proposed algorithm can recognize the affected vertices and reconstruct them spontaneously.
no code implementations • 28 Oct 2013 • Yuxian Du, Shi-Yu Chen, Yong Hu, Felix T. S. Chan, Sankaran Mahadevan, Yong Deng
Dempster-Shafer theory (D-S theory) is widely used in decision making under the uncertain environment.