On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,051 papers · 148 categories

Trend · papers per month

count % of corpus

2 results for “multi-time-horizon”

Multi-time-horizon Solar Forecasting Using Recurrent Neural Networkcs.LG

Unified RNN architecture improves multi-time-horizon solar forecasting.

problem Large prediction errors in traditional solar forecasting methods.

method Recurrent Neural Network (RNN) for multi-time-horizon solar forecasting.

result Lower root-mean-squared prediction error compared to previous methods.

solar forecasting recurrent neural networks multi-time-horizon smart grid root-mean-squared error

2018-07-14abs ↗pdf ↗

An Integrated Multi-Time-Scale Modeling for Solar Irradiance Forecasting Using Deep Learningcs.LG

Unified architecture for multi-time-scale solar irradiance forecasting reduces RMSE.

problem Non-stationary solar irradiance variability increases grid operating costs.

method Recurrent Neural Networks (RNN) and Long-Short-Term Memory Networks (LSTMs) for multi-time-scale predictions.

result Unified architecture reduces RMSE by 71.5% compared to best-performing methods.

Solar Irradiance Forecasting Deep Learning Recurrent Neural Networks Long-Short-Term Memory Networks Multi-Time-Scale

2019-05-07abs ↗pdf ↗