Evidence map›Paper›PMID 41865066›Full record

ArticleScientific reports2026

Optimization and characterization of Sida acuta mediated synthesis of nickeloxide nanoparticles using Taguchi-Grey method.

Mohammed Abdulmalik Abdulrahman, Malachy Sumaila, Muhammad Dauda, Oladiran Kamarudeen Abubakre

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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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5 · Who and what money

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4 authors.

Mohammed Abdulmalik AbdulrahmanDepartment of Mechanical Engineering, Ahmadu Bello University Zaria, Zaria, 810107, Kaduna State, Nigeria. maabdulrahman@abu.edu.ng.
Malachy SumailaDepartment of Mechanical Engineering, Ahmadu Bello University Zaria, Zaria, 810107, Kaduna State, Nigeria.
Muhammad DaudaDepartment of Mechanical Engineering, Ahmadu Bello University Zaria, Zaria, 810107, Kaduna State, Nigeria.
Oladiran Kamarudeen AbubakreDepartment of Materials and Metallurgical Engineering, Federal University of Technology Minna, Minna, 920262, Niger State, Nigeria.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study presents the optimization of nickel oxide nanoparticles (NiO NPs) synthesized through an environmentally benign route using Sida acuta (SA) leaf extract as a reducing and capping agent. Taguchi-Grey Relational Analysis (TGRA) was employed to optimize the hydrodynamic diameter (HDD) and polydispersity index (PDI) of the synthesized NiO NPs. Key synthesis parameters (extract concentration, reaction temperature, and reaction time) were varied within an L9 orthogonal array. Using Grey Relational Analysis (GRA), a regression-based model was developed to predict the grey relational grade (GRG) for multi-response optimization. The optimal synthesis conditions (60 mg/mL extract concentration, 70 °C reaction temperature, and 120 min reaction time) produced NiO NPs with an HDD of 62.72 nm and a PDI of 0.232. ANOVA identified temperature as the dominant factor governing the size and distribution of the NPs. UV-Vis spectroscopy showed a characteristic absorption peak at 284 nm, and XRD confirmed a face-centered cubic crystalline structure with an average crystallite size of 5.99 nm. SEM, EDS, and TEM analyses indicated well-dispersed polycrystalline NPs with 80% purity. The synthesized NiO NPs possess physicochemical characteristics that position them as promising candidates for catalytic, sensing, and energy-storage applications. This work demonstrates a statistical-experimental framework for tuning nanoparticle properties through sustainable synthesis routes, highlighting a scalable strategy for precision nanomaterial design.

Indexed as

biosynthesisNanoparticlesNickel oxidePDISida acuta leafTaguchi–Grey relational analysis

Identifiers

PMID41865066
PMCPMC13149546

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