環境變遷研究中心

研究興趣

目前研究主題在機器學習於環境微型感測器結合應用，利用微型感測器之大數據結合機器學習演算法，進行污染熱點分析、污染趨勢判斷及感測器數據現地修正。此外，建立熱危害評估模式，評估都市與社區之民眾受熱浪之影響及預警分析，是另外一個主要研究主題。

代表著作

Wang, W.C.V., Lung, S.C.C, and Liu, C.H. (2020) Application of Machine Learning for the in-Field Correction of a PM_2.5 Low-Cost Sensor Network. Sensor 20, 5002. (SCI, I.F.=3.275)
Wang, W.C.V., Lung, S.C.C, Liu, C.H. and Shui, C.K. (2020) Laboratory Evaluations of Correction Equations with Multiple Choices for Seed Low-Cost Particle Sensing Devices in Sensor Networks. Sensors 20, 3661. (SCI, I.F.=3.275)
Wang, W.C.V., Lin, T.H., Liu, C.H., Lung, S.C.C and Su, C.W. (2020) Fusion of Environmental Sensing on PM_2.5 and Deep Learning on Vehicle Detecting for Acquiring Roadside PM_2.5 Concentration Increments. Sensors 20, 4679. (SCI, I.F.=3.275)
Lung, S.C.C, Wang, W.C.V., Wen, T.Y.J., Liu, C.H., and Hu, S.C. (2020) A Versatile Low-cost Sensing Device for Assessing PM_2.5 Spatiotemporal Variation and Quantifying Source Contribution. Science of The Total Environment 716, 137145. (SCI, I.F.=6.551)
Lung, S.C.C, Tsou, M.C.M., Hu, S.C., Hsieh, Y.H., Wang, W.C.V., Shui, C.K., and Tan, C.H. (2020) Concurrent Assessment of Personal, Indoor, and Outdoor PM_2.5 and PM1 Levels and Source Contributions using Novel Low-cost Sensing Devices. Indoor Air. (SCI, I.F.=4.739) https://doi.org/ 10.1111/ina.12763
Lung, S.C.C, Chen, N., Hwang, J.S., Hu, S.C., Wang, W.C.V., Wen, T.Y.J., and Liu, C.H. (2020) Panel Study Using Novel Sensing Devices to Assess Associations of PM_2.5 with Heart Rate Variability and Exposure Sources. Journal of Exposure Science & Environmental Epidemiology. (SCI, I.F.=3.531) https://doi.org/10.1038/s41370-020-0254-y
Dong, C.D., Lung, S.C.C., Chen, C.W., Lee, J.S., Chen, Y.C., Wang, W.C.V., Chen, C.J., Hung, C.M. and Lin, C.H. (2019) Assessment of the pulmonary toxic potential of nano-tobacco stem-pyrolyzed biochars. Environmental Science: Nano, 6, 1527-1535. (SCI, I.F.=7.704)
Chen, Y.C., Lin, C.H., Lung, S.C.C., Chen, K.F., Wang, W.C.V., Chou, C.T. and Lai, C.H. (2019) Environmental concentration of spray paint particulate matters causes pulmonary dysfunction in human normal bronchial epithelial BEAS-2B cell. Process Safety and Environmental Protection, 126, 250-258. (SCI, I.F.=4.384)
Yan, J., Huang, C.C., Lung, S.C.C., Wang, W.C., Suo, G., Lin, Y.J., Lai, C.H. and Lin, C.H. (2017) ROCK inhibitor Y-27632 attenuates early endothelial dysfunction caused by occupational environmental concentrations of carbon black nanoparticles. Environmental Science: Nano, 4, 1525-1533. (SCI, I.F.=7.704)
Yan, J., Lai, C.H., Lung, S.C.C., Wang, W.C., Huang, C.C., Chen, G.W., Suo, G., Choug, C.T. and Lin, C.H. (2017) Carbon black aggregates cause endothelial dysfunction by activating ROCK. Journal of Hazardous Materials, 338, 66-75. (SCI, I.F.=7.650)
Yan, J., Lai, C.H., Lung, S.C.C., Chen, C., Wang, W.C., Huang, P.I. and Lin, C.H. (2017) Industrial PM_2.5 cause pulmonary adverse effect through RhoA/ROCK pathway. Science of the total Environment, 599-600, 1658-1666. (SCI, I.F.=5.589)
Yan, J., Chen, L., Huang, C.C., Yang, L., Wang, W.C., Lin, P.H., Suo, G. and Lin, C.H. (2017) Consecutive evaluation of graphene oxide and reduced graphene oxide nanoplatelets immunotoxicity on monocytes. Colloids and Surfaces B Biointerfaces. 153, 300-309. (SCI, I.F.=3.973)
Yu, J., Lin, Y.H., Yang, L., Huang, C.C., Chen, L., Wang, W.C., Chen, G.W., Yan, J., Sawettanun, S. and Lin, C.H. (2016) Improved Anticancer Photothermal Therapy using the Bystander Effect Enhanced by Antiarrhythmic Peptide Conjugated Dopamine-Modified Reduced Graphene Oxide Nanocomposite. Advanced Healthcare Materials, 6, 1600804. (SCI, I.F.=6.270)
Yang, Y., Wang, W.C., Lung, S.C.C., Sun, Z., Chen, C., Chen, J.K., Zou, Q., Lin, Y.H., Suo, G. and Lin, C.H. (2016) Polycyclic Aromatic Hydrocarbons Are Associated with Increased Risk of Chronic Obstructive Pulmonary Disease during Haze Events in China. Science of the total Environment, 574, 1649-1658. (SCI, I.F.= 5.589; co-first author)
Sun, Z., Yang, L., Chen, K.F., Chen, G.W., Peng, Y.P., Chen, J.K., Suo, G., Yu, J., Wang, W.C.* and Lin, C.H.* (2016) Nano zerovalent iron particles induce pulmonary and cardiovascular toxicity in an in vitro human co-culture model. Nanotoxicology, 10, 881-890. (SCI, I.F.= 5.955; co-corresponding author)

研究成果介紹

1.PM_2.5微型感測器現地修正系統，2.都市與社區熱危害評估系統。