Novel Evaluation Approach for Biomass Supply Chain: An Extended Application of PCA

The establishment of integrated biomass supply chain is a prospective solution to address the expanding global energy demand, at the same time bridging the world to a more sustainable future. The evaluation of sustainability performance of a supply chain is often compounded of a complex series of va...

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Main Authors: B.S. How, H.L. Lam
Format: Article
Language:English
Published: AIDIC Servizi S.r.l. 2017-10-01
Series:Chemical Engineering Transactions
Online Access:https://www.cetjournal.it/index.php/cet/article/view/316
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spelling doaj-c829eff9bdc24171b39f0e3dae4ac4c82021-02-17T21:21:40ZengAIDIC Servizi S.r.l.Chemical Engineering Transactions2283-92162017-10-016110.3303/CET1761263Novel Evaluation Approach for Biomass Supply Chain: An Extended Application of PCA B.S. HowH.L. LamThe establishment of integrated biomass supply chain is a prospective solution to address the expanding global energy demand, at the same time bridging the world to a more sustainable future. The evaluation of sustainability performance of a supply chain is often compounded of a complex series of variables. The redundancies in variables often make the results become hard to be analysed and diagnosed. In order to address this issue, principal component analysis (PCA) is introduced. PCA allows to convert a huge series of correlated variables into a smaller set of uncorrelated variables known as principal components (PCs), without losing too much information. However, the optimisation of PCs is relatively difficult as PCs encompass of convex combinations of original variables. This paper proposes novel systematic optimisation approach that incorporates PCA and analytical hierarchy process (AHP) to determine the optimal transportation design and processing hub location in an integrated biomass supply chain. https://www.cetjournal.it/index.php/cet/article/view/316
collection DOAJ
language English
format Article
sources DOAJ
author B.S. How
H.L. Lam
spellingShingle B.S. How
H.L. Lam
Novel Evaluation Approach for Biomass Supply Chain: An Extended Application of PCA
Chemical Engineering Transactions
author_facet B.S. How
H.L. Lam
author_sort B.S. How
title Novel Evaluation Approach for Biomass Supply Chain: An Extended Application of PCA
title_short Novel Evaluation Approach for Biomass Supply Chain: An Extended Application of PCA
title_full Novel Evaluation Approach for Biomass Supply Chain: An Extended Application of PCA
title_fullStr Novel Evaluation Approach for Biomass Supply Chain: An Extended Application of PCA
title_full_unstemmed Novel Evaluation Approach for Biomass Supply Chain: An Extended Application of PCA
title_sort novel evaluation approach for biomass supply chain: an extended application of pca
publisher AIDIC Servizi S.r.l.
series Chemical Engineering Transactions
issn 2283-9216
publishDate 2017-10-01
description The establishment of integrated biomass supply chain is a prospective solution to address the expanding global energy demand, at the same time bridging the world to a more sustainable future. The evaluation of sustainability performance of a supply chain is often compounded of a complex series of variables. The redundancies in variables often make the results become hard to be analysed and diagnosed. In order to address this issue, principal component analysis (PCA) is introduced. PCA allows to convert a huge series of correlated variables into a smaller set of uncorrelated variables known as principal components (PCs), without losing too much information. However, the optimisation of PCs is relatively difficult as PCs encompass of convex combinations of original variables. This paper proposes novel systematic optimisation approach that incorporates PCA and analytical hierarchy process (AHP) to determine the optimal transportation design and processing hub location in an integrated biomass supply chain.
url https://www.cetjournal.it/index.php/cet/article/view/316
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