Author

Jing-Nan Liu

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Open access Sep 2026

A Hybrid SA-GA-BP Model with Feature Selection for Forecasting CO2 Emissions: Scenario Analysis for China’s Carbon Peak and Sustainable Development

Accurate forecasting of CO2 emissions is essential for evaluating emission-reduction pathways and supporting progress toward carbon-peaking and sustainable-development goals. Such forecasting is often challenging because macroeconomic datasets are small and exhibit strong nonlinear relationships. This study develops SA...

Yan Du, An-Qi Zhang, Mo-Wen Xie et al. · Sustainability · 0 citations

Review Open access Sep 2026

Data-Assimilation-Driven Geohazard Monitoring and Early Warning Along Railways: A Review and the PAD Framework

Conventional early-warning methods for geohazards along railways rely largely on single observations, empirical criteria or static analysis, and struggle to meet the demands of corridor-scale screening and dynamic tracking. To address this gap, a railway-oriented Perception–Assimilation–Decision (PAD) closed-loop early...

Yan Du, An-Qi Zhang, Mo-Wen Xie et al. · ISPRS International Journal... · 0 citations