Search results for "Orthogonal Regression"

showing 2 items of 2 documents

A generalization of the orthogonal regression technique for life cycle inventory

2012

Life cycle assessment (LCA) is a method used to quantify the environmental impacts of a product, process, or service across its whole life cycle. One of the problems occurring when the system at hand involves processes delivering more than one valuable output is the apportionment of resource consumption and environmental burdens in the correct proportion amongst the products. The mathematical formulation of the problem is represented by the solution of an over-determined system of linear equations. The paper describes the application of an iterative algorithm for the implementation of least square regression to solve this over-determined system directly in its rectangular form. The applied …

Mathematical optimizationSettore ING-IND/11 - Fisica Tecnica AmbientaleGETLSLife cycle assessment LCA Allocatation GETILS Multi-Functionality Orthogonal Regression Total Least squaresAllocationMulti-FunctionalityExplained sum of squaresGeneralized least squaresLife Cycle AssessmentTotal Least SquaresLeast squaresRobust regressionIteratively reweighted least squaresNon-linear least squaresTotal least squaresLinear least squaresOrthogonal RegressionInformation SystemsMathematics
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TOWARD A SOLUTION OF ALLOCATION IN LIFE CYCLE INVENTORIES: THE USE OF LEAST SQUARES TECHNIQUES

2010

Purpose: The matrix method for the solution of the so-called inventory problem in LCA generally determines the inventory vector related to a specific system of processes by solving a system of linear equations. The paper proposes a new approach to deal with systems characterized by a rectangular (and thus non-invertible) coefficients matrix. The approach, based on the application of regression techniques, allows solving the system without using computational expedients such as the allocation procedure. Methods: The regression techniques used in the paper are (besides the ordinary least squares, OLS) total least squares (TLS) and data least squares (DLS). In this paper, the authors present t…

Mathematical optimizationSettore ING-IND/11 - Fisica Tecnica AmbientaleMulti-functional processLCAAllocationGeneralized least squares/dk/atira/pure/sustainabledevelopmentgoals/responsible_consumption_and_productionLeast squaresOverdetermined systemLeast squaresOrthogonal regressionOver-determined systemDiscrepancy vectorNon-linear least squaresOrdinary least squaresLeast squares support vector machineTotal least squaresSDG 12 - Responsible Consumption and ProductionLinear least squaresGeneral Environmental ScienceMathematics
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