Evidence map›Paper›PMID 41882038›Full record

ArticleScientific reports2026

Volcanic tuff as a sustainable precursor for geopolymer synthesis: optimization and microstructural insight.

Abderrachid Boumaza, Mohamed Lyes Kamel Khouadjia, Cherif Belebchouche, Oualid Mahieddine Hamdi, Hichem Alioui, Mostefa Hani, Mohamed Sahraoui, Ahmed Belaadi, Mahmood M S Abdullah, Yazid Chetbani and 3 more

Abstract read
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Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

13 authors.

Abderrachid BoumazaDepartment of Civil Engineering, Laboratory of Materials and Durability of Constructions (LMDC), University of Constantine 1 - Frères Mentouri, Constantine, 25000, Algeria.
Mohamed Lyes Kamel KhouadjiaDepartment of Civil Engineering, Laboratory of Materials and Durability of Constructions (LMDC), University of Constantine 1 - Frères Mentouri, Constantine, 25000, Algeria.
Cherif BelebchoucheDepartment of Civil Engineering, Laboratory of Materials and Durability of Constructions (LMDC), University of Constantine 1 - Frères Mentouri, Constantine, 25000, Algeria.
Oualid Mahieddine HamdiDepartment of Civil Engineering, University of Sciences and Technology Houari Boumediene (USTHB), Laboratory LEEGO, Bab Ezzouar, 16000, Algeria.
Hichem AliouiFaculty of Science and Technology, Laboratory of Civil Engineering and Environment, University of Jijel, Jijel, 18000, Algeria.
Mostefa HaniFaculty of Science and Technology, Laboratory of Civil Engineering and Environment, University of Jijel, Jijel, 18000, Algeria.
Mohamed SahraouiInstitute of Architecture and Urbanism, Saad Dahlab Blida 1 University, Ouled Yaïch, Algeria.
Ahmed BelaadiDepartment of Mechanical Engineering, Faculty of Technology, University 20 Août 1955-Skikda, El-Hadaiek Skikda, Algeria. ahmedbelaadi1@yahoo.fr.
Mahmood M S AbdullahDepartment of Chemistry, College of Science, King Saud University, PO Box 2455, Riyadh, 11451, Saudi Arabia.
Yazid ChetbaniCentre de Recherche scientifique et Technique en Analyses Physico-Chimiques (CRAPC), Technical Platform for Physicochemical Analysis, CRAPC Bou-Ismail, Tipaza, 384, Algeria.
Herbert MukalaziDepartment of Mathematics and Statistics, Kyambogo University, Kampala, Uganda. hmukalazi@kyu.ac.ug.
Amar Al-KhawlaniJiangsu Optoelectronic Functional Materials and Engineering Research Centre, School of Chemistry and Chemical Engineering, Southeast University, Nanjing, China.
Djamel GhernaoutChemical Engineering Department, College of Engineering, University of Ha'il, PO Box 2440, Ha'il, 81441, Saudi Arabia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The reactivity of precursors in geopolymers is strongly influenced by their mineralogical and chemical properties, in addition to the synthesis parameters. This study investigates the potential of Algerian volcanic tuff as a precursor for geopolymer synthesis, utilizing the Taguchi method to optimize key synthesis parameters for maximum compressive strength. An orthogonal L9 array was employed to optimize critical parameters, including NaOH concentration, silica modulus (Ms), curing temperature, and the solution-to-precursor (S/P) ratio. An orthogonal L9 array was employed to optimize critical parameters, including NaOH concentration, silica modulus (Ms), curing temperature (°C), and the solution-to-precursor (S/P) ratio. The Taguchi method, enhanced with Desirability Functions (DF), was used to determine the optimal conditions. While the highest compressive strength among the experimental trials (30.26 MPa) was achieved by mixture T9 (NaOH = 12 mol, Ms = 1%, 60 °C curing, S/P = 0.32), the DF model predicted a further optimum at 12 mol of NaOH, 1% of Ms, 80 °C curing, and an S/P ratio of 0.30, corresponding to a compressive strength of 35.23 MPa with a desirability score of 98.72%. This prediction was experimentally validated, yielding a compressive strength of 32.97 MPa, thus confirming the model’s reliability. Curing temperature emerged as the most significant factor, contributing 53.57% to the variability in compressive strength, with the Error/Residual term accounting for 5.5% of the total variation. Microstructural analysis of the optimal mixture (T9) revealed substantial N-A-S-H gel formation, resulting in a denser microstructure. Fourier Transform Infrared Spectroscopy (FTIR), Scanning Electron Microscopy with Energy Dispersive X-ray Spectroscopy (SEM-EDS), and X-ray Diffraction (XRD) were used to validate the reaction mechanisms and structural evolution. Notably, an increase in both Ms content and curing temperature significantly enhanced compressive strength, particularly under elevated curing conditions. This study highlights the effectiveness of the Taguchi method in optimizing volcanic tuff-based geopolymer synthesis and offers valuable insights for the development of sustainable construction materials.

Indexed as

Compressive strengthDesirability functions (DF)GeopolymerMicrostructureOptimizationTaguchi methodVolcanic tuff

Identifiers

PMID41882038
PMCPMC13168479

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.