Tianzi Li

Predicting Natural Gas Production in Various Nations Using a Fractional Grey Bernoulli Approach

Tianzi Li & Qing Deng · Journal of Energy Research and Reviews · 2024

Accurate forecasting of natural gas production is crucial for economic stability, environmental sustainability, and market investment. This study presents an advanced forecasting method using the fractional grey Bernoulli model, which combines fractional accumulation and Bernoull...

Open access Research Article 10.9734/jenrr/2024/v16i11378

A Novel Neural-Augmented Grey System Approach with Its Applications in Carbon Emission Forecasting

Yushu Xiang, Tianzi Li & Yalin Wang · Journal of Energy Research and Reviews · 2025

Grey system models (GMs) have achieved considerable progress in recent decades, yet their effectiveness is often limited when dealing with nonlinear data. In contrast, machine learning (ML) models can capture complex nonlinear relationships but generally require large datasets an...

Open access Research Article 10.9734/jenrr/2025/v17i8450