Evidence map›Paper›PMID 42590347›Full record

ArticleMaterials (Basel, Switzerland)2026

Optimization of Multi-Component Cement Mortar Using a Taguchi Orthogonal Array Design.

Saruul Shinebayar, Yipei Chen, Jin Kim, Jung-Geun Han

Abstract read
In one paragraph

Article in Materials (Basel, Switzerland), 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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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Saruul ShinebayarDepartment of Civil Engineering, Chung-Ang University, Seoul 06974, Republic of Korea.
Yipei ChenDepartment of Architecture and Building Science, Chung-Ang University, Seoul 06974, Republic of Korea.
Jin KimDepartment of Intelligent Energy Industry, Chung-Ang University, Seoul 06974, Republic of Korea.
Jung-Geun HanDepartment of Civil Engineering, Chung-Ang University, Seoul 06974, Republic of Korea.

Funding

Korea Evaluation Institute of Industrial Technology RS-2025-02653118Ministry of Science and ICT IITP-2026-RS-2020-II201655
6 · The paper itself

Abstract

Developing low-carbon cement-based materials is a critical strategy for reducing the carbon footprint of the construction sector. This study optimized multi-component cement mortars incorporating natural zeolite (NZ), fly ash (FA), blast furnace slag (BFS), and calcium hydroxide (CH) using an L9 Taguchi orthogonal array and range analysis. Mechanical and physical properties, microstructural characteristics, statistical modeling and environmental impact were evaluated. The optimized mixture, OPT1 (10% NZ, 10% FA, 40% BFS, and 2% CH), achieved compressive strengths of 34.97 MPa and 62.67 MPa at 7 and 28 days, respectively, exceeding the control mortar by 8.4% at 28 days. The results indicated that supplementary cementitious materials (SCMs) reduced early-age strength due to the dilution effect; however, their pozzolanic and latent hydraulic reactions enhanced later-age strength development. OPT1 also demonstrated improved mechanical efficiency, reduced Global Warming Potential (GWP) by 35%, and achieved an eco-efficiency index (EEI) value of 124.6, which was 1.6 times that of the control mixture. These findings highlight the potential of the proposed system for high-performance and eco-efficient low-carbon cement mortars.

Indexed as

compressive strengthmulti-component cement mortarsupplementary cementitious materialstaguchi orthogonal array design

Identifiers

PMID42590347
PMCPMC13467107

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