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Muhammad Shahzad Nazir

Huai'an University

40H-index
143Paper Count
5.3KCitation Count
Published Papers 81
Publication Date
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A novel hybrid approach combining robust empirical mode decomposition, Bayesian optimization, and time series dense encoder for lithium-ion battery state of energy estimation
errJournal of Energy Storage
IF9.8
err2026-09-22
err0
PREAI
errTian Peng; Zhi Ye; Jie Chen; Muhammad Shahzad Nazir; Chu Zhang
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A data-driven framework for joint estimation of state of charge and state of health in lithium-ion batteries using Gaussian process Kalman filtering and patch-based time series transformers
errJournal of Energy Storage
IF9.8
err2026-09-21
err0
PREAI
errChenghao Sun; Tian Peng; Yiwei Wang; Chen Huang; Muhammad Shahzad Nazir; Chu Zhang
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Synergistic integration of data decomposition, error correction and cascaded TCN-GRRVFLwoDL with evolutionary optimization for photovoltaic power forecasting
errComputers and Electrical Engineering
IF4.9
err2026-05-28
err0
PREAI
errYongshun Zheng; Xi Li; Tian Peng; Jialei Chen; Changwen Ma; Muhammad Shahzad Nazir; Chu Zhang
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errSave
A novel MIC-BOA-TiDE fusion framework with kernel density estimation for point and probabilistic remaining useful life prediction of lithium-ion batteries
errApplied Energy
IF11
err2026-02-24
err0
PREAI
errTian Peng; Zhongzheng Mo; Jie Chen; Chenghao Sun; Zhi Wang; Muhammad Shahzad Nazir; Chu Zhang
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errSave
Simultaneous prediction of air quality for multi-sites using intensified spatiotemporal graph convolutional network based on Gaussian data augmentation
errTheoretical and Applied Climatology
IF2.7
err2026-01-17
err0
PREAI
errXinyu Zhang; Leiming Suo; Changwen Ma; Chu Zhang; Rui He; Muhammad Shahzad Nazir; Tian Peng
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errSave
An integrative approach to enhance photovoltaic power forecasting via TimeGAN-augmented data balancing and DES-improved autoformer model
errComputers and Electrical Engineering
IF4.9
err2025-11-21
err0
PREAI
errTian Peng; Changwen Ma; Zhao Zhang; Rui He; Muhammad Shahzad Nazir; Chu Zhang
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errSave
A novel hybrid model for state of health prediction in lithium batteries based on non-stationary transformers optimized by tree-structured Parzen estimator considering health factors
errApplied Energy
IF11
err2025-11-12
err0
PREAI
errRui He; Tian Peng; Xinyu Zhang; Zhigang Chen; Junhao Yao; Muhammad Shahzad Nazir; Chu Zhang
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errSave
Unveiling the financial pathway to human development: insights from non-linear ARDL and Granger causality analysis
errhumanities social sciences communications
IF0
err2025-07-13
err0
errOAAI
errHafiz M. Sohail; Mirzat Ullah; Muhammad Shahzad Nazir; Canqing Tang
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errSave
An integrative approach to enhance load forecasting accuracy in power systems based on multivariate feature selection and selective stacking ensemble modeling
errENERGY
IF9.4
err2025-07-01
err0
PREAI
errChen, Jialei; Zhang, Chu; Li, Xi; He, Rui; Wang, Zheng; Nazir, Muhammad Shahzad; Peng, Tian
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Enhancement of wind speed forecasting using optimized decomposition technique, entropy-based reconstruction, and evolutionary PatchTST
errENERGY CONVERSION AND MANAGEMENT
IF10.9
err2025-06-01
err0
PREAI
errMa, Changwen; Zhang, Chu; Yao, Junhao; Zhang, Xinyu; Nazir, Muhammad Shahzad; Peng, Tian
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A novel metaheuristic optimizer based on improved adaptive guided differential evolution algorithm for parameter identification of a PEMFC model
errFUEL
IF7.5
err2025-03-01
err0
PREAI
errGe, Yida; Zhang, Chu; Liu, Qianlong; Zhang, Xuedong; Chen, Jialei; Nazir, Muhammad Shahzad; Peng, Tian
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errSave
Optimal configuration of retired battery energy storage system using Two-Scenario Cascade Utilization model and Newton-Raphson Backtracking Optimization algorithm
errJOURNAL OF ENERGY STORAGE
IF9.8
err2025-03-01
err0
PREAI
errWang, Wenjie; Shi, Jiaming; Gu, Xinfa; Zhang, Min; Huang, Peng; Wang, Zhengyu; Wang, Jianguo; Huang, Hui; Lv, Maochao; Nazir, Muhammad Shahzad
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errSave
A novel ensemble framework based on intelligent weight optimization and multi-model fusion for air quality index prediction
errURBAN CLIMATE
IF6.9
err2025-02-01
err0
PREAI
errQian, Shijie; Peng, Tian; He, Rui; Chen, Jie; Zhang, Xuedong; Nazir, Muhammad Shahzad; Zhang, Chu
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errSave
An Effective AFNIS-MPPT-Based Method for Optimizing Hybrid Energy Harvesting Systems
errIEEE ACCESS
IF3.6
err2025-01-01
err0
errOAAI
errSaqib, Muhammad; Kaloi, Ghulam Sarwar; Gul, Mehr; Nazir, Muhammad Shahzad; Koondhar, Mohsin Ali; Albasha, Lutfi; Alsaif, Faisal
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An error-corrected deep Autoformer model via Bayesian optimization algorithm and secondary decomposition for photovoltaic power prediction
errAPPLIED ENERGY
IF11
err2025-01-01
err0
PREAI
errChen, Jie; Peng, Tian; Qian, Shijie; Ge, Yida; Wang, Zheng; Nazir, Muhammad Shahzad; Zhang, Chu
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errSave
Evolutionary hybrid deep learning based on feature engineering and deep projection encoded echo-state network for lithium batteries state of health estimation
errENERGY
IF9.4
err2024-12-01
err0
PREAI
errTang, Zhongyi; Zhang, Zhirong; Shen, Xianxian; Zhong, Anjie; Nazir, Muhammad Shahzad; Peng, Tian; Zhang, Chu
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errSave
Research and application of a novel graph convolutional RVFL and evolutionary equilibrium optimizer algorithm considering spatial factors in ultra-short-term solar power prediction
errENERGY
IF9.4
err2024-11-01
err2
PREAI
errPeng, Tian; Song, Shihao; Suo, Leiming; Wang, Yuhan; Nazir, Muhammad Shahzad; Zhang, Chu
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errSave
An evolutionary deep learning model based on XGBoost feature selection and Gaussian data augmentation for AQI prediction
errPROCESS SAFETY AND ENVIRONMENTAL PROTECTION
IF7.8
err2024-11-01
err0
PREAI
errQian, Shijie; Peng, Tian; Tao, Zihan; Li, Xi; Nazir, Muhammad Shahzad; Zhang, Chu
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errSave
Research and application of a novel weight-based evolutionary ensemble model using principal component analysis for wind power prediction
errRENEWABLE ENERGY
IF9.1
err2024-10-01
err1
PREAI
errZhang, Chu; Tao, Zihan; Xiong, Jinlin; Qian, Shijie; Fu, Yongyan; Ji, Jie; Nazir, Muhammad Shahzad; Peng, Tian
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errSave
Harmonizing sustainable Horizons: Deciphering the intricate nexus between disaggregated financial inclusion and clean energy transition in BRICS economies
errENERGY STRATEGY REVIEWS
IF9.9
err2024-09-01
err1
errOAAI
errSohail, Hafiz M.; Ullah, Mirzat; Nazir, Muhammad Shahzad; Tang, Canqing
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errSave

Research Directions

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Co-authors
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