Skip to main content
Top
Published in: Cluster Computing 3/2019

23-02-2018

Partial least squares regression analysis to factor of influence for ecological footprint

Author: Zhiqi Huang

Published in: Cluster Computing | Special Issue 3/2019

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Along with the increasing conflicts between the population growth, economic development and the degeneration of resource environment, sustainable development has become the thinking focus of human to get out of the trouble and is included in the basic starting points of establishing policies of all countries in the 21st century. The partial least squares regression method is applied for analysis on degree of importance of all factors that affect the Shaanxi ecological footprint based on the calculation of ecological footprint per person of Shaanxi from the year of 2006 to 2016 by taking Shaanxi as the survey region. Through the variable-drop importance analysis, singular point analysis and predictive analysis, the partial least squares regression model acquired is proved to have good accuracy. The research results are: From the year of 2006 to 2016, the ecological footprint per person of Shaanxi increased to 2.894958909 from 1.818103793 hm2. The ecological deficit increased to 2.42316627 from 1.28352051 hm2. And the ecological carrying capacity decreased to 0.47179264 from 0.53458328 hm2; the whole-district GDP, the per capita nonproductive expenditure of towners, the second industrial output and the first industrial output are the remarkable factors that affect the Shaanxi ecological footprint.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Chen, X.P., Lu, C.P., Yang, J., Zhang, Z.L.: Analysis of human-environment coordination fluctuations of Ningxia in 1986–2005 based on the ecological footprint model. J. Arid. Land. Res. Environ. 25(10), 15–20 (2011) Chen, X.P., Lu, C.P., Yang, J., Zhang, Z.L.: Analysis of human-environment coordination fluctuations of Ningxia in 1986–2005 based on the ecological footprint model. J. Arid. Land. Res. Environ. 25(10), 15–20 (2011)
2.
go back to reference Guo, X.R., Yang, J.R., Mao, X.Q.: Calculation and analysis of urban ecological footprint: a case study of Guangzhou. Geogr. Res. 22(5), 654–662 (2003) Guo, X.R., Yang, J.R., Mao, X.Q.: Calculation and analysis of urban ecological footprint: a case study of Guangzhou. Geogr. Res. 22(5), 654–662 (2003)
3.
go back to reference Rees, W.E.: Ecological footprints and appropriated carrying capacity: what urban economics leaves out. Environ. Urban. 4(2), 121–130 (1992)MathSciNetCrossRef Rees, W.E.: Ecological footprints and appropriated carrying capacity: what urban economics leaves out. Environ. Urban. 4(2), 121–130 (1992)MathSciNetCrossRef
4.
go back to reference Wackernagel, M., Onisto, L., Bello, P., Linares, A.C.: National nature capital accounting with the ecological footprint concept. Ecol. Econ. 29(3), 375–390 (1999)CrossRef Wackernagel, M., Onisto, L., Bello, P., Linares, A.C.: National nature capital accounting with the ecological footprint concept. Ecol. Econ. 29(3), 375–390 (1999)CrossRef
5.
go back to reference Wackenagel, M., William, E.R.: Our Ecological Footprint: Reducing Human Impact on the Earth, pp. 2–17. New Society Publishers, Philadelphia (1996) Wackenagel, M., William, E.R.: Our Ecological Footprint: Reducing Human Impact on the Earth, pp. 2–17. New Society Publishers, Philadelphia (1996)
6.
go back to reference Gerlach, R.W., Kowalski, B.R., Wold, H.O.A.: Partial least-squares path modeling with latent variables. Anal. Chim. Acta 112, 417 (1979)CrossRef Gerlach, R.W., Kowalski, B.R., Wold, H.O.A.: Partial least-squares path modeling with latent variables. Anal. Chim. Acta 112, 417 (1979)CrossRef
7.
go back to reference Lindberg, W., Persson, J.A., Wold, S.: Partial least-squares method for spectrofluorimetric analysis of mixtures of humic acid and lignin sulfonate. Anal. Chem. 55, 643 (1983)CrossRef Lindberg, W., Persson, J.A., Wold, S.: Partial least-squares method for spectrofluorimetric analysis of mixtures of humic acid and lignin sulfonate. Anal. Chem. 55, 643 (1983)CrossRef
8.
go back to reference He, B.B., Mei, Y.: An empirical studyon the relationship between economic growth and ecological footprint in Jiangsu Province China. Res. Sci. 31(11), 1973–1981 (2009) He, B.B., Mei, Y.: An empirical studyon the relationship between economic growth and ecological footprint in Jiangsu Province China. Res. Sci. 31(11), 1973–1981 (2009)
9.
go back to reference Sun, Yang, Chengming, Xu, Xia, Rui: Analysis to influence of difference to researching and developing capital input channels on the scientific and technological innovation—based on the empirical study of partial least squares method. Finan. Res. 9, 165–174 (2009) Sun, Yang, Chengming, Xu, Xia, Rui: Analysis to influence of difference to researching and developing capital input channels on the scientific and technological innovation—based on the empirical study of partial least squares method. Finan. Res. 9, 165–174 (2009)
10.
go back to reference Wang, Huiwen, Zaibin, Wu, Meng, Hao: Linear and Non-Linear Methods of Partial Least Squares Regression. National Defence Industry Press, Beijing (2006) Wang, Huiwen, Zaibin, Wu, Meng, Hao: Linear and Non-Linear Methods of Partial Least Squares Regression. National Defence Industry Press, Beijing (2006)
11.
go back to reference Kaiya, Wu, Wang, Lingjie: Partial least squares regression model and application of ecological footprint and its factors of influence. Resour. Sci. 28(6), 182–188 (2006) Kaiya, Wu, Wang, Lingjie: Partial least squares regression model and application of ecological footprint and its factors of influence. Resour. Sci. 28(6), 182–188 (2006)
12.
go back to reference Zhao, X., Xiao, L., Lan, Y., et al.: Dynamic study on ecological footprint and ecological carrying capacity in Shaanxi Province. Chin. Agric. Sci. 38(4), 746–753 (2005) Zhao, X., Xiao, L., Lan, Y., et al.: Dynamic study on ecological footprint and ecological carrying capacity in Shaanxi Province. Chin. Agric. Sci. 38(4), 746–753 (2005)
13.
go back to reference Chen, Xingpeng, Dai, Chengpeng, Yang, Jing, Zhang, Zilong: Evolution analysis of human-environment coordination from the year of 1986 to 2005 in Ningxia based on ecological footprint model. Resour. Environ. Dry Area 25(10), 15–20 (2011) Chen, Xingpeng, Dai, Chengpeng, Yang, Jing, Zhang, Zilong: Evolution analysis of human-environment coordination from the year of 1986 to 2005 in Ningxia based on ecological footprint model. Resour. Environ. Dry Area 25(10), 15–20 (2011)
14.
go back to reference Yang, Yongkui, Wang, Dingyong: Dynamic measurement and analysis on ecological footprint since direct jurisdiction of Chongqing City. Acta Oecologica 27(6), 2382–2390 (2007)MathSciNet Yang, Yongkui, Wang, Dingyong: Dynamic measurement and analysis on ecological footprint since direct jurisdiction of Chongqing City. Acta Oecologica 27(6), 2382–2390 (2007)MathSciNet
15.
go back to reference Liu, Jianxing, Xiaowei, Gu, Li, Guangjun, Wang, Qing, Liu, Hao: Study on relationship between China economic development and ecological footprint. Resour. Sci. 27(5), 33–39 (2005) Liu, Jianxing, Xiaowei, Gu, Li, Guangjun, Wang, Qing, Liu, Hao: Study on relationship between China economic development and ecological footprint. Resour. Sci. 27(5), 33–39 (2005)
16.
go back to reference He, Beibei, Mei, Yan: Empirical research on relationship between ecological footprint and economic growth in Jiangsu Province. Resour. Sci. 31(11), 1973–1981 (2009) He, Beibei, Mei, Yan: Empirical research on relationship between ecological footprint and economic growth in Jiangsu Province. Resour. Sci. 31(11), 1973–1981 (2009)
17.
go back to reference Min, Q.W., Yu, W.D., Cheng, S.K., Wang, X.Z.: Ecological footprint based comparison of consumption differences of Xianju’ s urban-rural residents. Urban Environ. Urban Ecol. 16(4), 86–88 (2003) Min, Q.W., Yu, W.D., Cheng, S.K., Wang, X.Z.: Ecological footprint based comparison of consumption differences of Xianju’ s urban-rural residents. Urban Environ. Urban Ecol. 16(4), 86–88 (2003)
18.
go back to reference Chen, L.P., Yang, Z.Z.: Ecological footprint of import and export trade of China. World Econ. Study 5, 8–11 (2005) Chen, L.P., Yang, Z.Z.: Ecological footprint of import and export trade of China. World Econ. Study 5, 8–11 (2005)
19.
go back to reference Zhang, Y.Y., Han, X.Z., Li, Z.Z., Su, M.: Improvement of the ecological capacity model and its application. J. Lanzhou Univ. Nat. Sci. 43(1), 75–79 (2007)CrossRef Zhang, Y.Y., Han, X.Z., Li, Z.Z., Su, M.: Improvement of the ecological capacity model and its application. J. Lanzhou Univ. Nat. Sci. 43(1), 75–79 (2007)CrossRef
20.
go back to reference Zhang, Y.F., Zhang, B., Guo, L.X.: Analysis on the development trends and influence factors of ecological footprint in Lanzhou City. J. Arid Land Resour. Environ. 22(9), 25–29 (2008) Zhang, Y.F., Zhang, B., Guo, L.X.: Analysis on the development trends and influence factors of ecological footprint in Lanzhou City. J. Arid Land Resour. Environ. 22(9), 25–29 (2008)
21.
go back to reference Mao, J.H.: Development trends and influence factors of ecological footprint in Gansu Provice. Res. Develop. 4, 68–70 (2011) Mao, J.H.: Development trends and influence factors of ecological footprint in Gansu Provice. Res. Develop. 4, 68–70 (2011)
22.
go back to reference Wu, K.Y., Wang, L.J.: Partial least square regression model of ecological footprint and its influencing factors. Resour. Sci. 28(6), 182–188 (2006)MathSciNet Wu, K.Y., Wang, L.J.: Partial least square regression model of ecological footprint and its influencing factors. Resour. Sci. 28(6), 182–188 (2006)MathSciNet
23.
go back to reference Wang, H.W., Wu, Z.B., Meng, J.: Partial Least-squares Regression-Linear and Nonlinear Methods. National Defense Industry Press, Beijing (2006) Wang, H.W., Wu, Z.B., Meng, J.: Partial Least-squares Regression-Linear and Nonlinear Methods. National Defense Industry Press, Beijing (2006)
24.
go back to reference Zhang, H.X., Guo, J.L., Zhu, J.Y., Yu, J.F.: Multivariate data analysis methods and applications. Northwestern Polytechnical University Press, Xi’ an (2002) Zhang, H.X., Guo, J.L., Zhu, J.Y., Yu, J.F.: Multivariate data analysis methods and applications. Northwestern Polytechnical University Press, Xi’ an (2002)
25.
go back to reference Liu, M.C., Li, W.H., Xie, G.D.: Estimation of China ecological footprint production coefficient based on net primary productivity. Chin. J. Ecol. 29(3), 592–597 (2010) Liu, M.C., Li, W.H., Xie, G.D.: Estimation of China ecological footprint production coefficient based on net primary productivity. Chin. J. Ecol. 29(3), 592–597 (2010)
26.
go back to reference Li, Z.C., Wang, G.C., Guan, X.J.: Co-integration analysis and an error correction model for footprint and economy growth in China. Res. Sci. 30(2), 261–266 (2008) Li, Z.C., Wang, G.C., Guan, X.J.: Co-integration analysis and an error correction model for footprint and economy growth in China. Res. Sci. 30(2), 261–266 (2008)
27.
go back to reference Chen, D.H., He, F.Q.: Industrial restructuring and development direction of Ningixa. Soc. Sci. Ningxia 4, 29–34 (2011) Chen, D.H., He, F.Q.: Industrial restructuring and development direction of Ningixa. Soc. Sci. Ningxia 4, 29–34 (2011)
28.
go back to reference Zhang G.F.: Ningxia animal husbandry economy appears new posture. China Animal Husbandry Veterinary Newspaper, vol. 2, pp. 1–15 (2012) Zhang G.F.: Ningxia animal husbandry economy appears new posture. China Animal Husbandry Veterinary Newspaper, vol. 2, pp. 1–15 (2012)
Metadata
Title
Partial least squares regression analysis to factor of influence for ecological footprint
Author
Zhiqi Huang
Publication date
23-02-2018
Publisher
Springer US
Published in
Cluster Computing / Issue Special Issue 3/2019
Print ISSN: 1386-7857
Electronic ISSN: 1573-7543
DOI
https://doi.org/10.1007/s10586-018-2180-5

Other articles of this Special Issue 3/2019

Cluster Computing 3/2019 Go to the issue

Premium Partner