Identification of different woody biomass for energy purpose by means of Soft Independent Modeling of Class Analogy applied to thermogravimetric analysis. (1st April 2015)
- Record Type:
- Journal Article
- Title:
- Identification of different woody biomass for energy purpose by means of Soft Independent Modeling of Class Analogy applied to thermogravimetric analysis. (1st April 2015)
- Main Title:
- Identification of different woody biomass for energy purpose by means of Soft Independent Modeling of Class Analogy applied to thermogravimetric analysis
- Authors:
- Toscano, G.
Duca, D.
Rossini, G.
Mengarelli, C.
Pizzi, A. - Abstract:
- Abstract: In the renewable energy production solid biomass has became one of the most important source for power and heat generation, in particular woody materials in the form of wood chips, pellet and briquette. Technical standards on solid biofuels require information about origin and source of the biomass, differentiating for example between coniferous and broadleaf. In this work different wood samples were classified employing a method based on thermogravimetric analysis followed by Principal Component Analysis and Soft Independent Modeling of Class Analogy as supervised pattern recognition method. The best results were obtained considering the temperature range between 200 and 300 °C, corresponding to hemicellulose degradation. The method results very efficient (100% recognition) at identifying between hardwood and softwood. Nevertheless it shows a good potential to classify single species. This method can be used to assess the quality of solid biofuels with respect to the requirements defined by the specific technical standards. Highlights: Different wood samples were classified employing TGA coupled with PCA and SIMCA. Classification was made considering the temperature range between 200 and 300 °C. All the samples were correctly classified in hardwood and softwood. This simple method can be used to assess the quality of solid biofuels.
- Is Part Of:
- Energy. Volume 83(2015)
- Journal:
- Energy
- Issue:
- Volume 83(2015)
- Issue Display:
- Volume 83, Issue 2015 (2015)
- Year:
- 2015
- Volume:
- 83
- Issue:
- 2015
- Issue Sort Value:
- 2015-0083-2015-0000
- Page Start:
- 351
- Page End:
- 357
- Publication Date:
- 2015-04-01
- Subjects:
- Principal Component Analysis -- Solid biofuels -- Soft Independent Modeling of Class Analogy -- Bioenergy -- Wood classification -- Pellet
Power resources -- Periodicals
Power (Mechanics) -- Periodicals
Energy consumption -- Periodicals
333.7905 - Journal URLs:
- http://www.elsevier.com/journals ↗
- DOI:
- 10.1016/j.energy.2015.02.032 ↗
- Languages:
- English
- ISSNs:
- 0360-5442
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3747.445000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 9016.xml