Chemometric assessment of mechano-chemically activated zeolites for application in the construction composites. (15th January 2017)
- Record Type:
- Journal Article
- Title:
- Chemometric assessment of mechano-chemically activated zeolites for application in the construction composites. (15th January 2017)
- Main Title:
- Chemometric assessment of mechano-chemically activated zeolites for application in the construction composites
- Authors:
- Terzić, Anja
Pezo, Lato
Andrić, Ljubiša - Abstract:
- Abstract: Natural zeolites of clinoptilolite type from seven deposits were submitted to mechano-chemical activation in a Retsch ultra-centrifugal mill. The zeolite types and activation parameters were altered during the experiment with an aim to determine the optimal combination that would produce powder with adequate physico-chemical and microstructural properties for application as a binder replacement and an ion-exchanger in the construction composites. The effects of input variables (chemical composition of the samples) and process parameters (the rotor velocity and the activation period) on the efficiency of zeolite activation were investigated in terms of dependent parameters such as: specific surface area, grain size distribution, cation exchange capacity, melting point, compression strength, shrinking, water absorption and apparent porosity. Cluster analysis, Principal component analysis and Standard score analysis were applied in the assessment of the acquired product quality. Artificial neural networks (ANN) were developed in mathematical modeling of observed responses. Subsequently the ANN was compared to experimental results and the developed second order polynomial models. Developed models showed r 2 values in the 0.822–0.998 range, meaning that they were able to predict the observed responses in a wide range of processing parameters. ANN models performed high prediction accuracy (0.975–0.993) and can be considered as precise and very useful for responseAbstract: Natural zeolites of clinoptilolite type from seven deposits were submitted to mechano-chemical activation in a Retsch ultra-centrifugal mill. The zeolite types and activation parameters were altered during the experiment with an aim to determine the optimal combination that would produce powder with adequate physico-chemical and microstructural properties for application as a binder replacement and an ion-exchanger in the construction composites. The effects of input variables (chemical composition of the samples) and process parameters (the rotor velocity and the activation period) on the efficiency of zeolite activation were investigated in terms of dependent parameters such as: specific surface area, grain size distribution, cation exchange capacity, melting point, compression strength, shrinking, water absorption and apparent porosity. Cluster analysis, Principal component analysis and Standard score analysis were applied in the assessment of the acquired product quality. Artificial neural networks (ANN) were developed in mathematical modeling of observed responses. Subsequently the ANN was compared to experimental results and the developed second order polynomial models. Developed models showed r 2 values in the 0.822–0.998 range, meaning that they were able to predict the observed responses in a wide range of processing parameters. ANN models performed high prediction accuracy (0.975–0.993) and can be considered as precise and very useful for response variables prediction. The combination of the conducted mathematical analyses isolated Z5 zeolite as a preferable type, and 20000 rpm and 30 min as an optimal activation set of parameters. Mathematically derived conclusions were confirmed by results of instrumental analyses (XRD, DTA/TG, SEM). Graphical abstract: Highlights: Influence of chemistry & activation on zeolite quality - new analytical approach. Activation promoted increase in SSA, CEC and mechanical strengths. Clinoptilolite forms crystal structure with micropores responsible for CEC increase. ANOVA, PCA & CA emphasized that outputs accessions and diminutions stabilized after 30 min. Activated zeolite has role as binder & ion-exchanger in construction composites. … (more)
- Is Part Of:
- Composites. Volume 109(2017)
- Journal:
- Composites
- Issue:
- Volume 109(2017)
- Issue Display:
- Volume 109, Issue 2017 (2017)
- Year:
- 2017
- Volume:
- 109
- Issue:
- 2017
- Issue Sort Value:
- 2017-0109-2017-0000
- Page Start:
- 30
- Page End:
- 44
- Publication Date:
- 2017-01-15
- Subjects:
- Mechanical properties -- Analytical modeling -- Thermal analysis -- Powder processing -- Construction materials
Composite materials -- Periodicals
Materials science -- Periodicals
Composite materials
Periodicals
Electronic journals
620.118 - Journal URLs:
- http://www.sciencedirect.com/science/journal/13598368 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.compositesb.2016.10.040 ↗
- Languages:
- English
- ISSNs:
- 1359-8368
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3365.620000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 1584.xml