Impact of climate changes on manufacturing: Hodrick-Prescott filtering and a partial least squares regression model. (8th May 2020)
- Record Type:
- Journal Article
- Title:
- Impact of climate changes on manufacturing: Hodrick-Prescott filtering and a partial least squares regression model. (8th May 2020)
- Main Title:
- Impact of climate changes on manufacturing: Hodrick-Prescott filtering and a partial least squares regression model
- Authors:
- Chen, Keyao
Wang, Guizhi
Chen, Jibo
Yuan, Shuai
Wei, Guo - Abstract:
- In order to explore the impact of climate change on manufacturing outputs in Nanjing, China, this paper first adopts a polynomial function to retrieve trend values of manufacturing output, and then elaborates to manipulate the Hodrick-Prescott (HP) filtering to isolate the parts of manufacturing outputs that are caused by the climate factors. Subsequently, the paper attempts to construct a partial least squares regression (PLSR) model covering meteorological factors (e.g., average annual temperature, precipitation, sunshine hours and four quarters' average temperatures) and manufacturing meteorological outputs. The results show that an increased average temperature and average precipitation yield negative impacts on manufacturing and production; while in winter, higher temperature offers benefits to manufacturing on the contrary. Finally, this paper studied the changes of manufacturing outputs in Nanjing for different climate scenarios.
- Is Part Of:
- International journal of computational science and engineering. Volume 22:Number 2/3(2020)
- Journal:
- International journal of computational science and engineering
- Issue:
- Volume 22:Number 2/3(2020)
- Issue Display:
- Volume 22, Issue 2/3 (2020)
- Year:
- 2020
- Volume:
- 22
- Issue:
- 2/3
- Issue Sort Value:
- 2020-0022-NaN-0000
- Page Start:
- 211
- Page End:
- 220
- Publication Date:
- 2020-05-08
- Subjects:
- climatic output -- HP filter -- multicollinearity -- partial least squares regression
Computer science -- Mathematics -- Periodicals
Computer simulation -- Mathematical aspects -- Periodicals
Computational intelligence -- Periodicals
004.015105 - Journal URLs:
- http://www.inderscience.com/jhome.php?jcode=ijcse ↗
http://www.inderscience.com/ ↗ - Languages:
- English
- ISSNs:
- 1742-7185
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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- British Library DSC - BLDSS-3PM
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