发表学术论文100多篇;授权发明专利、软件著作权20余件;参编教材1部。近年来的部分成果列举如下:SCI期刊论文 Zhang, K.; Yang, J.; Sha, J.; Liu, H*. Dynamic slow feature analysis and random forest for subway indoor air quality modeling. Building and Environment, 2022, 213: 108876. Yang, J.; Wang, J.; Sha, J.; Dai, H.; Liu, H*. Quality-related monitoring of distributed process systems using dynamic concurrent partial least squares. Computers & Industrial Engineering, 2022, 164: 107893. Yang, D.; Wang, J.; Yan, X.; Liu, H*. Subway air quality modeling using improved deep learning framework. Process Safety and Environmental Protection, 2022, 163: 487-497. Wang, J.; Lu, Y.; Xin, C.; Yoo, C.; Liu, H*. Kernel PLS with AdaBoost ensemble learning for particulate matters forecasting in subway environment. Measurement, 2022, 204: 111974. Zhang, H.; Yang, C.; Shi, X.; Liu, H*. Effluent quality prediction in papermaking wastewater treatment processes using dynamic Bayesian networks. Journal of Cleaner Production, 2021, 282: 125396. Yang, C.; Zhang, Y.; Huang, M.; Liu, H*. Adaptive dynamic prediction of effluent quality in wastewater treatment processes using partial least squares embedded with relevance vector machine. Journal of Cleaner Production, 2021, 314: 128076. Ma, X.; Zhang, Y.; Zhang, F.; Liu, H*. Monitoring of papermaking wastewater treatment processes using t-distributed stochastic neighbor embedding. Journal of Environmental Chemical Engineering, 2021, 9(6): 106559. Liu, H.*; Yang, J.; Zhang, Y.; Yang, C. Monitoring of wastewater treatment processes using dynamic concurrent kernel partial least squares. Process Safety and Environmental Protection, 2021, 147: 274-282. Liu, H.*; Yang, C.; Huang, M.; Yoo, C. Soft sensor modeling of industrial process data using kernel latent variables-based relevance vector machine. Applied Soft Computing, 2020, 90: 106149. Liu, H.*; Zhang, Y.; Zhang, H. Prediction of effluent quality in papermaking wastewater treatment processes using dynamic kernel-based extreme learning machine. Process Biochemistry, 2020, 97: 72-79. Liu, H.*; Yang, C.; Huang, M.; Yoo, C. Multivariate statistical monitoring of subway indoor air quality using dynamic concurrent partial least squares. Environmental Science and Pollution Research, 2020, 27(4): 4159-4169. Liu, H.*; Yang, C.; Carlsson, B.; Qin, S. J.; Yoo, C. Dynamic nonlinear partial least squares modeling using Gaussian process regression. Industrial & Engineering Chemistry Research, 2019, 58(36): 16676-16686. Liu, H.*; Yang, C.; Huang, M.; Wang, D.; Yoo, C. Modeling of subway indoor air quality using Gaussian process regression. Journal of Hazardous Materials, 2018, 359: 266-273. 宋留; 杨冲; 张辉; 刘鸿斌*. 造纸废水处理过程的高斯过程回归软测量建模. 中国环境科学, 2018, 38(7): 2564-2571.
沈文浩,李军,刘鸿斌,等. 造纸过程控制与维护管理,北京:中国轻工业出版社,2017.
|