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Yan-Ru Zhang

affiliation not provided to SSRN

SCHOLARLY PAPERS

7

DOWNLOADS

346

TOTAL CITATIONS

0

Scholarly Papers (7)

Efficient Unified Information Extraction Model Based on Large Language Models

Number of pages: 26 Posted: 14 Dec 2024
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, University of Electronic Science and Technology of China (UESTC) - School of Mechanical and Electrical Engineering, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 95 (721,228)

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Large Language Model, Unified information extraction, Parameter efficient fine-tuning

Efficient Unified Information Extraction Model Based on Large Language Models

Number of pages: 26 Posted: 12 Dec 2024
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, University of Electronic Science and Technology of China (UESTC) - School of Mechanical and Electrical Engineering, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 51 (1,072,374)

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Large Language Model, Unified information extraction, Parameter efficient fine-tuning

MLF-LLM: A Multi-Scale Load Forecasting Large Language Model with Enhanced Temporal Information Extraction

Number of pages: 17 Posted: 03 Sep 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, University of Houston, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 37 (1,252,562)

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Multi-scale load forecasting, Time-series prediction, Temporal large language model, Cross-region generalization

MLF-LLM: A Multi-Scale Load Forecasting Large Language Model with Enhanced Temporal Information Extraction

Number of pages: 17 Posted: 16 Oct 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, University of Houston, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 24 (1,445,011)

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Multi-scale load forecasting, Time-series prediction, Temporal large language model, Cross-region generalization

3.

Enhancing Wind Power Forecasting Accuracy Under Extreme Weather: Leveraging a Dual-Model Approach with Condition-Based Classification

Number of pages: 18 Posted: 06 May 2025 Last Revised: 01 Nov 2025
Weimin Yuan, Han Yang, Zhu Han and Yan-Ru Zhang
University of Houston, affiliation not provided to SSRN, University of Houston and affiliation not provided to SSRN
Downloads 45 (1,133,231)

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convolutional neural network, Machine Learning, Extreme Weather Condition, Wind Power Forecasting, Numerical Weather Prediction

4.

MLF-LLM: A Multi-Scale Load Forecasting Large Language Model with Enhanced Temporal Information Extraction ⋆

Number of pages: 17 Posted: 07 Oct 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, University of Houston, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 40 (1,196,171)

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Multi-scale load forecasting, Time-series prediction, Temporal large language model, Cross-region generalization

5.

Constraint-Aware Principal Curves on Riemannian Manifolds for Structured Manifold Data Analysis

Number of pages: 13 Posted: 26 Jan 2026
Peng Wang, Ting Li, MINHAO LIU and Yan-Ru Zhang
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 22 (1,470,786)

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Principal Curves, Riemannian Manifolds, Constraint Optimization, Structured Data Analysis, Geometric Optimization

6.

Advanced Deep Learning-Based Methodology for Multi-Class Diagnosis of Wind Turbine Blade Faults at the Wind Farm Level

Number of pages: 14 Posted: 31 Jan 2025
Han Yang, Chunchen Wei, Shi-Min Cai and Yan-Ru Zhang
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 18 (1,470,786)

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Wind turbine bladeMulti-class fault diagnosisWind farm-levelDeep learning

7.

A Spatiotemporal Dynamic Weighting Method Based on Hyperspherical Tensor Mapping for Action Recognition

Number of pages: 51 Posted: 12 Sep 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 14 (1,509,872)

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Human action recognition, Spatiotemporal tensor, Tensor decomposition, Dynamic weighting, Hyperspherical mapping, Riemannian manifold