Enhanced Multimodal Representation Learning with Cross-modal KD

no code implementations • CVPR 2023 • Mengxi Chen, Linyu Xing, Yu Wang, Ya zhang

This paper explores the tasks of leveraging auxiliary modalities which are only available at training to enhance multimodal representation learning through cross-modal Knowledge Distillation (KD).

Contrastive Learning Emotion Classification +5

A SOCP-based ACOPF for Operational Scheduling of Three-phase Unbalanced Distribution Systems and Coordination of PV Smart Inverters

no code implementations • 12 Sep 2022 • Mingyue He, Zahra Soltani, Mohammad Ghaljehei, Masoud Esmaili, Shanshan Ma, Mengxi Chen, Mojdeh Khorsand, Raja Ayyanar, Vijay Vittal

The results illustrate the effective-ness of the proposed ACOPF for unbalanced systems in provid-ing a global optimal solution while capturing the non-linearity and non-convexity of ACOPF.

Scheduling

Optimal Placement of PV Smart Inverters with Volt-VAr Control in Electric Distribution Systems

no code implementations • 1 Jul 2022 • Mengxi Chen, Shanshan Ma, Zahra Soltani, Raja Ayyanar, Vijay Vittal, Mojdeh Khorsand

This paper proposes a two-stage stochastic optimization strategy to optimally place the PV smart inverters with Volt-VAr capability for distribution systems with high photovoltaic (PV) penetration to mitigate voltage violation issues.

Stochastic Optimization