IEEE Transactions on Neural Networks and Learning Systems, Applied Energy, Applied Mathematical Modelling, Energy Economics, Knowledge-Based Systems, Energy, Energy Economics, Communications in Nonlinear Science and Numerical Simulation, Engineering Applications of Artificial Intelligence, Energy Reports, Sustainable Production and Consumption, Physica A: Statistical Mechanics and its Applications, PLOS ONE, Sensors, Journal of Grey System, Grey Systems-Theory and Application, Journal of Ambient Intelligence & Humanized Computing, IEEE Access, Kybernetes, AIMS Mathematics
Xin Ma*, Wenqing Wu, Bo Zeng, Yong Wang, Xinxing Wu. "The conformable fractional grey system model", ISA Transactions, 2020, 96:255-271. (SCI, 一区, ESI全球前1%高被引论文, ESI全球前0.1%Hot paper)
Xin Ma, Wenqing Wu*, and Yuanyuan Zhang. Improved GM (1, 1) model based on Simpson formula and its applications. Journal of Grey system, 2019, 31(4): 33-46. (SCI, 四区)
Xin Ma*, Mei Xie, Wenqing Wu, Bo Zeng, Yong Wang, and Xinxing Wu. "The novel fractional discrete multivariate grey system model and its applications." Applied Mathematical Modelling 70 (2019): 402-424. (SCI, 二区, ESI全球前1%高被引论文, ESI全球前0.1%Hot paper)
Xin Ma*, Xie Mei, Wenqing Wu, Xinxing Wu and Bo Zeng. "A novel fractional time delayed grey model with Grey Wolf Optimizer and its applications in forecasting the natural gas and coal consumption in Chongqing China". Energy 2019, 178, 487-507. (SCI, 一区, ESI全球前1%高被引论文, ESI全球前0.1%Hot paper)
Xin Ma*, Zhibin Liu, and Yong Wang. "Application of a novel nonlinear multivariate grey Bernoulli model to predict the tourist income of China." Journal of Computational and Applied Mathematics , 2019, vol. 347, pp. 84-94. (SCI, 二区,ESI全球前1%高被引论文,ESI全球前0.1%Hot paper)
Xin Ma. A brief introduction to the Grey Machine Learning, Journal of Grey System, 2019 31 (1), 1-12. (SCI, 四区,ESI全球前1%高被引论文,ESI全球前0.1%Hot paper, GSUA国际会议优秀论文)
Xin Ma*, Z. Liu, The kernel-based nonlinear multivariate grey model, Applied Mathematical Modelling, 56, 2018, 217-238. (SCI, 一区, ESI全球前1%高被引论文)
Xin Ma*, Z.B. Liu. Predicting the oil production using the novel multivariate nonlinear model based on Arps decline model and kernel method[J]. Neural Computing and Applications, 2018, 29(2): 579-591. (SCI, 二区, ESI全球前1%高被引论文,全国石油化工自动化行业优秀论文三等奖)
Xin Ma*, Y. S. Hu, Z.B. Liu. A novel kernel regularized nonhomogeneous grey model and its applications[J]. Communications in Nonlinear Science & Numerical Simulation, 2017, 48: 51-62. (SCI, 一区,ESI全球前3%扩展版高被引论文)
Xin Ma*, Z.B. Liu. Application of a novel time-delayed polynomial grey model to predict the natural gas consumption in China[J]. Journal of Computational and Applied Mathematics, 2017, 324: 17-24. (SCI, 二区,ESI全球前1%高被引论文)
Xin Ma*, Z. B. Liu. The GMC(1, n) model with optimized parameters and its applications[J]. Journal of Grey System, 2017,29(4): 122-138.(SCI, 四区, ESI全球前1%高被引论文)
Xin Ma*, Z. B. Liu. Research on the novel recursive discrete multivariate grey prediction model and its applications[J]. Applied Mathematical Modelling, 2016, 40(7): 4876-4890. (SCI, 一区)
Xin Ma*. Research on a Novel Kernel Based Grey Prediction Model and Its Applications[J]. Mathematical Problems in Engineering, 2016, (2016):1-9. (SCI, 四区)
Xin Ma*, Z.B. Liu. Predicting the oil field production using the novel discrete GM (1, N) model[J]. The Journal of Grey System, 2015, 27(4): 63-74. (SCI, 四区)
Xin Ma*, Z.B. Liu, Wei Y, Kong X H. A Novel Kernel Regularized Nonlinear GMC (1, n) Model and Its Application[J]. Journal of Grey System, 2016, 28(3): 97-109. (SCI, 四区)
Xin Ma*, Z.B. Liu, Chen Y. Optimizing the Grey GM(1,N) Model by Rebuilding All the Back Ground Values[J]. Journal of Systems Science & Information, 2014, 2(6):543-552.
通讯作者论文
Lang Yu, Xin Ma*, Wenqing Wu, Xiwang Xiang, Yong Wang, Bo Zeng. Application of a novel time-delayed power-driven grey model to forecast photovoltaic power generation in the Asia-Pacific region, Sustainable Energy Technologies and Assessments 44, 2021, 100968. https://doi.org/10.1016/j.seta.2020.100968 (SCI, 二区)
Lang Yu, Xin Ma*, Wenqing Wu, Yong Wang, Bo Zeng. A novel Elastic Net-based NGBMC (1, n) model with multi-objective optimization for nonlinear time series forecasting. Communications in Nonlinear Science and Numerical Simulation, 2021, 105696. https://doi.org/10.1016/j.cnsns.2021.105696 (SCI, 一区)
Hongfang Lu, Xin Ma*, Minda Ma, Senlin Zhu. Energy price prediction using data-driven models: A decade review, Computer Science Review 39, 2021, 100356. https://doi.org/10.1016/j.cosrev.2020.100356 (SCI一区)
Wenqing Wu, Xin Ma*, Bo Zeng, Yuanyuan Zhang, Wanpeng Li. Forecasting short-term solar energy generation in Asia Pacific using a nonlinear grey Bernoulli model with time power term. Energy & Environment, 2020, 0958305X20960700. https://doi.org/10.1177/0958305X20960700 (SSCI)
Xiwang Xiang, Xin Ma*, Yizhu Fang, Wenqing Wu, Gaoxun Zhang. A novel hyperbolic time-delayed grey model with Grasshopper Optimization Algorithm and its applications, Ain Shams Engineering Journal, 2020, https://doi.org/10.1016/j.asej.2020.07.019. (SCI, 三区)
Xiwang Xiang, Xin Ma*, Minda Ma, Wenqing Wu, Lang Yu. Research and application of novel Euler polynomial-driven grey model for short-term PM10 forecasting. Grey Systems: Theory and Application, 2020, https://doi.org/10.1108/GS-02-2020-0023. (SCI, 二区)
Yu Hu, Xin Ma*, Wanpeng Li, Wenqing Wu, Daoxing Tu. Forecasting manufacturing industrial natural gas consumption of China using a novel time-delayed fractional grey model with multiple fractional order. Computational and Applied Mathematics, 39, 263 (2020). https://doi.org/10.1007/s40314-020-01315-3 .(SCI, 三区)
Hongfang Lu, Feifei Cheng, Xin Ma*, Gang Hu. Short-term prediction of building energy consumption employing an improved extreme gradient boosting model: A case study of an intake tower, Energy, 2020, 117756.(SCI, 一区)
Wenqing Wu, Xin Ma*, Bo Zeng, Wangyong Lv, Yong Wang, Wanpeng Li. A novel Grey Bernoulli model for short-term natural gas consumption forecasting, Applied Mathematical Modelling, 2020, 84: 393-404.(SCI, 二区)
Wenqing Wu, Xin Ma*, Yuanyuan Zhang, Wanpeng Li, Yong Wang. A novel conformable fractional non-homogeneous grey model for forecasting carbon dioxide emissions of BRICS countries, Science of the Total Environment, 2020. (SCI, 一区, ESI全球前1%高被引论文,ESI全球前0.1%Hot paper)
Jie Xia, Xin Ma*, Wenqing Wu, Baolian Huang, Wanpeng Li. Application of a new information priority accumulated grey model with time power to predict short-term wind turbine capacity, Journal of Cleaner Production, 2020, 244, Aricle ID: 118573. (SCI/SSCI, 一区, ESI全球前1%高被引论文, ESI全球前0.1%Hot paper)
Wenqing Wu, Xin Ma*, Bo Zeng, Yong Wang, and Wei Cai. Forecasting short-term renewable energy consumption of China using a novel fractional nonlinear grey Bernoulli model. Renewable energy 140 (2019): 70-87. (SCI, 二区, ESI全球前1%高被引论文,ESI全球前0.1%Hot paper)
Wenqing Wu, Xin Ma*, Bo Zeng, Yong Wang, and Wei Cai. "Application of the novel fractional grey model FAGMO (1, 1, k) to predict China's nuclear energy consumption." Energy 165 (2018): 223-234. (SCI, 一区, ESI全球前1%高被引论文)
L.C. Kong, Xin Ma*, Comparison study on the nonlinear parameter optimization of nonlinear grey Bernoulli model NGBM(1,1) between intelligent optimizers[J]. Grey Systems: Theory and Application, 2018, 8(2): 210-226.(SCI)
Wu, Wenqing, Xin Ma*, Yong Wang, Yuanyuan Zhang, and Bo Zeng. "Research on a novel fractional GM (α, n) model and its applications." Grey Systems: Theory and Application 9, no. 3 (2019): 356-373. (SCI)
Wu, Wenqing, Xin Ma*, Yuanyuan Zhang, Yong Wang, and Xinxing Wu. "Analysis of novel FAGM (1, 1, ) model to forecast health expenditure of China." Grey Systems: Theory and Application 9, no. 2 (2019): 232-250. (SCI)