Optimal Economic Restructuring Aimed at an Increase in GDP Constrained by a Decrease in Energy Consumption and CO2 Emissions
Authors: Alexander Y. Vaninsky
Abstract:
The objective of this paper is finding the way of economic restructuring - that is, change in the shares of sectoral gross outputs - resulting in the maximum possible increase in the gross domestic product (GDP) combined with decreases in energy consumption and CO2 emissions. It uses an input-output model for the GDP and factorial models for the energy consumption and CO2 emissions to determine the projection of the gradient of GDP, and the antigradients of the energy consumption and CO2 emissions, respectively, on a subspace formed by the structure-related variables. Since the gradient (antigradient) provides a direction of the steepest increase (decrease) of the objective function, and their projections retain this property for the functions' limitation to the subspace, each of the three directional vectors solves a particular problem of optimal structural change. In the next step, a type of factor analysis is applied to find a convex combination of the projected gradient and antigradients having maximal possible positive correlation with each of the three. This convex combination provides the desired direction of the structural change. The national economy of the United States is used as an example of applications.
Keywords: Economic restructuring, Input-Output analysis, Divisia index, Factorial decomposition, E3 models.
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1092902
Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 1610References:
[1] P. Calamai,and J. More, "Projected gradient methods for linearly constrained problems", Mathematical Programming,,vol.39, 1987, pp. 93-116.
[2] Energy Explained. U.S. Energy Information Administration,http://www.eia.gov/energyexplained, 2013.
[3] A. Ghosh,Experiments with Input - Output Models. Cambridge: Cambridge University Press, 1964.
[4] IPCC 2013: Climate Change 2013. The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press. Cambridge, UK and New York, NY, US.,www.ipcc.ch/report/ar5/wg1/ , 2013.
[5] Y. Kaya, "Impact of Carbon Dioxide Emission Control on GNP Growth: Interpretation of Proposed Scenarios,"Paper presented to the IPCC Energy and Industry Subgroup, Response Strategies Working Group, Paris. (mimeo), 1990.
[6] W. Leontief, Input - Output Economics. 2nd. ed. New York: Oxford University Press, 1986.
[7] S. Lozano, and E.Gutierez, "Non-parametric frontier approach to modelling the relationships among population,GDP, energy consumption and CO2 emissions,"Ecological Economics, vol. 66, 2008, pp. 687-699.
[8] S. Maital, and A. Vaninsky, "Data Envelopment Analysis with a Single DMU: A Graphic Projected - Gradient Approach,"European J of Operational Research, vol.115, No 3,1999, pp. 518-528.
[9] S. Maital, and A. Vaninsky, "Productivity Paradoxes and their Resolution,"J of Productivity Analysis, vol. 14, No 3, 2000, pp. 191-207.
[10] V. Meerovich, Turnoverof Financial Funds and Efficiency of Production. (OborotSredstviEffektivnost' Proizvodstva), Moskva: Financy, 1974. (In Russian.)
[11] B. Thompson, Exploratory and confirmatory factor analysis: Understanding concepts and applications. Washington DC: American Psychological Association, 2004.
[12] M. Timmer, Ed."The World Input-Output Database (WIOD): Contents, Sources and Methods,"WIOD Working Paper Number 10, http://www.wiod.org/publications/papers/wiod10.pdf, 2012.
[13] A. Vaninsky, "Computational Method of Finding Optimal Structural Change in Economic Systems: An Input-output Projected-gradient Approach,"J of Interdisciplinary Mathematics, vol. 9, No 1, 2006, pp. 61 - 76.
[14] A. Vaninsky, Factorial Analysis of Economic Activity. (FactornyiAnalizKhozyaistvennoiDeyatel'nosti),Moskva: FinancyiStatistika, 1987. (In Russian)
[15] A. Vaninsky, "Generalization of the integral method of economic analysis to interconnected and derived factors,"Automation and Remote Control, vol 44, No 8, Iss. 2, 1984, pp. 1074 - 1083.
[16] A. Vaninsky, "Key sectors of Optimal Economic Restructuring Constrained by Environmental Protection: A Structured Input - Output Analysis Approach,"Council For Innovative Research. J of Social Science Research,vol. 1, No 3, 2013, pp. 71-78.http://www.cirworld.com/index.php/ijssr/article/view/1896/pdf_9, 2013.
[17] A. Vaninsky,"Structural Change Optimization in Input - Output Models,"J of Interdisciplinary Mathematics, vol. 12, No 6, 2009, pp. 839 – 861.
[18] A. Vaninsky, and V.Meerovich, "Problems of the methodology of analysis of the impact of structural change on the indicators of production efficiency," (Voprosymetodologiiianalizavliyaniyastrukturnykhsdvigovnapokazatelieffectivnostiproizvodstva.) Proceedings of the National Scientific Conference "Economic Leverages of the Efficiency of Using Material, Labor, Finance, and Natural Resources", vol. 2, 1978, pp. 105 - 107, Moskva: Central Economic - Mathematical Institute. (In Russian).