# Grey System Theory Applications

**Type:** Topics  
**Canonical URL:** https://scholariq.org/topics/grey-system-theory-applications/

## Facts

| Field | Value |
| --- | --- |
| Description | This cluster of papers focuses on the application of Grey System Theory in forecasting various aspects related to energy consumption, CO2 emissions, and renewable energy. The papers explore the use of time series prediction models, nonlinear grey models, and multivariable grey models to forecast electricity demand, renewable energy consumption, and CO2 emissions. Additionally, the cluster discusses the optimization and application of fractional grey models for accurate forecasting. |
| Domain | Social Sciences |
| Field | Decision Sciences |
| OpenAlex ID | t12368 |
| Works | 21 |

## Topic papers all

Showing 15 of 21.

- [A Framework for Robust Subspace Learning](https://scholariq.org/papers/a-framework-for-robust-subspace-learning/)
- [Hourly forecasting of solar irradiance based on CEEMDAN and multi-strategy CNN-LSTM neural networks](https://scholariq.org/papers/hourly-forecasting-of-solar-irradiance-based-on-ceemdan-and-multi-strategy-cnn/)
- [Hourly stepwise forecasting for solar irradiance using integrated hybrid models CNN-LSTM-MLP combined with error correction and VMD](https://scholariq.org/papers/hourly-stepwise-forecasting-for-solar-irradiance-using-integrated-hybrid-models/)
- [Support Vector Regression Model Based on Empirical Mode Decomposition and Auto Regression for Electric Load Forecasting](https://scholariq.org/papers/support-vector-regression-model-based-on-empirical-mode-decomposition-and-auto/)
- [Forecasting Hourly Solar Irradiance Using Hybrid Wavelet Transformation and Elman Model in Smart Grid](https://scholariq.org/papers/forecasting-hourly-solar-irradiance-using-hybrid-wavelet-transformation-and/)
- [Application of a new grey prediction model and grey average weakening buffer operator to forecast China’s shale gas output](https://scholariq.org/papers/application-of-a-new-grey-prediction-model-and-grey-average-weakening-buffer/)
- [Genetic programming prediction of the natural gas consumption in a steel plant](https://scholariq.org/papers/genetic-programming-prediction-of-the-natural-gas-consumption-in-a-steel-plant/)
- [An Integrated Machine Learning Approach for Congestive Heart Failure Prediction](https://scholariq.org/papers/an-integrated-machine-learning-approach-for-congestive-heart-failure-prediction/)
- [Analysing and forecasting China containerized freight index with a hybrid decomposition–ensemble method based on EMD, grey wave and ARMA](https://scholariq.org/papers/analysing-and-forecasting-china-containerized-freight-index-with-a-hybrid/)
- [Machine learning methods for GEFCom2017 probabilistic load forecasting](https://scholariq.org/papers/machine-learning-methods-for-gefcom2017-probabilistic-load-forecasting/)
- [Regionalization study of maximum daily temperature based on grid data by an objective hybrid clustering approach](https://scholariq.org/papers/regionalization-study-of-maximum-daily-temperature-based-on-grid-data-by-an/)
- [Analysis and prediction of industrial energy consumption behavior based on big data and artificial intelligence](https://scholariq.org/papers/analysis-and-prediction-of-industrial-energy-consumption-behavior-based-on-big/)
- [A Novel Intelligent Forecasting Framework for Quarterly or Monthly Energy Consumption](https://scholariq.org/papers/a-novel-intelligent-forecasting-framework-for-quarterly-or-monthly-energy/)
- [Enhanced Photovoltaic Power Forecasting: An iTransformer and LSTM-Based Model Integrating Temporal and Covariate Interactions](https://scholariq.org/papers/enhanced-photovoltaic-power-forecasting-an-itransformer-and-lstm-based-model/)
- [Short-Term Forecasting of Hourly Electricity Power Demand](https://scholariq.org/papers/short-term-forecasting-of-hourly-electricity-power-demand/)

## Topic primary papers

- [Application of a new grey prediction model and grey average weakening buffer operator to forecast China’s shale gas output](https://scholariq.org/papers/application-of-a-new-grey-prediction-model-and-grey-average-weakening-buffer/)
- [Genetic programming prediction of the natural gas consumption in a steel plant](https://scholariq.org/papers/genetic-programming-prediction-of-the-natural-gas-consumption-in-a-steel-plant/)
- [Analysing and forecasting China containerized freight index with a hybrid decomposition–ensemble method based on EMD, grey wave and ARMA](https://scholariq.org/papers/analysing-and-forecasting-china-containerized-freight-index-with-a-hybrid/)
- [A Novel Intelligent Forecasting Framework for Quarterly or Monthly Energy Consumption](https://scholariq.org/papers/a-novel-intelligent-forecasting-framework-for-quarterly-or-monthly-energy/)
- [Grey prediction on China’s energy consumption and production](https://scholariq.org/papers/grey-prediction-on-china-and-amp-x2019-s-energy-consumption-and-production/)

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Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.