Search Results for author: Sijie He

Found 4 papers, 1 papers with code

Routing Recovery for UAV Networks with Deliberate Attacks: A Reinforcement Learning based Approach

no code implementations14 Aug 2023 Sijie He, Ziye Jia, Chao Dong, Wei Wang, Yilu Cao, Yang Yang, Qihui Wu

The unmanned aerial vehicle (UAV) network is popular these years due to its various applications.

Learning and Dynamical Models for Sub-seasonal Climate Forecasting: Comparison and Collaboration

1 code implementation29 Sep 2021 Sijie He, Xinyan Li, Laurie Trenary, Benjamin A Cash, Timothy DelSole, Arindam Banerjee

The SSF dataset constructed for the work, dynamical model predictions, and code for the ML models are released along with the paper for the benefit of the broader machine learning community.

Management Weather Forecasting

Sub-Seasonal Climate Forecasting via Machine Learning: Challenges, Analysis, and Advances

no code implementations14 Jun 2020 Sijie He, Xinyan Li, Timothy DelSole, Pradeep Ravikumar, Arindam Banerjee

Sub-seasonal climate forecasting (SSF) focuses on predicting key climate variables such as temperature and precipitation in the 2-week to 2-month time scales.

BIG-bench Machine Learning Feature Importance +1

High-Dimensional Dependency Structure Learning for Physical Processes

no code implementations12 Sep 2017 Jamal Golmohammadi, Imme Ebert-Uphoff, Sijie He, Yi Deng, Arindam Banerjee

We compare ACLIME-ADMM with baselines on both synthetic data simulated by partial differential equations (PDEs) that model advection-diffusion processes, and real data (50 years) of daily global geopotential heights to study information flow in the atmosphere.

Vocal Bursts Intensity Prediction

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