Modeling and optimization of adsorption parameters for hexavalent chromium removal from wastewater using Box-Behnken design and response surface methodology

Chromium discharged from industries has the potential to severely damage the environment. This study focuses on the optimization of adsorption parameters for successful elimination of hexavalent chromium, i.e., Cr(VI) from wastewater by utilizing activated carbon. The study used an economical Box-Behnken Design (BBD) and response surface methodology (RSM), as a novel approach to design the experiments for pH varied from 2 to 6, adsorbent dosage and contact time ranging from 0.8 to 1.6 g/L and 30–150 min respectively. Thereafter, using BBD-RSM, the adsorption parameters were modelled, and optimized to get maximum Cr(VI) removal. A second-order regression model was developed, which predicted a removal of 98.6% with a desirability function of 0.989 at the optimum pH of 2, contact time of 150 min, and the adsorbent dose of 1.2 g/L. Kinetic studies showed that a pseudo-second-order model, with R² of 0.999 fitted well, indicating chemisorption. Additionally, equilibrium studies conformed to a Langmuir isotherm with an R² value greater than 0.98, indicating monolayer adsorption onto the surface of activated carbon. Hence, these models, combined with the optimization of adsorption parameters, enabled high removal efficiencies of Cr(VI) from wastewater and a reliable prediction of adsorption behavior.

Authors

Institutions

Publication Details

Journal
Scientific Reports
Published
2026-09-21
DOI
https://doi.org/10.1038/s41598-026-70768-z
Primary Topic
Adsorption and biosorption for pollutant removal
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

Modeling and optimization of adsorption parameters for hexavalent chromium removal from wastewater using Box-Behnken design and response surface methodology

Ubhat Ali, Mohammad Ehtisham Khan, Tarique Ahmad
Scientific Reports
Adsorption and biosorption for pollutant removal
article

Modeling and optimization of adsorption parameters for hexavalent chromium removal from wastewater using Box-Behnken design and response surface methodology

Ubhat Ali, Mohammad Ehtisham Khan, Tarique Ahmad
article en

Abstract

Chromium discharged from industries has the potential to severely damage the environment. This study focuses on the optimization of adsorption parameters for successful elimination of hexavalent chromium, i.e., Cr(VI) from wastewater by utilizing activated carbon. The study used an economical Box-Behnken Design (BBD) and response surface methodology (RSM), as a novel approach to design the experiments for pH varied from 2 to 6, adsorbent dosage and contact time ranging from 0.8 to 1.6 g/L and 30–150 min respectively. Thereafter, using BBD-RSM, the adsorption parameters were modelled, and optimized to get maximum Cr(VI) removal. A second-order regression model was developed, which predicted a removal of 98.6% with a desirability function of 0.989 at the optimum pH of 2, contact time of 150 min, and the adsorbent dose of 1.2 g/L. Kinetic studies showed that a pseudo-second-order model, with R² of 0.999 fitted well, indicating chemisorption. Additionally, equilibrium studies conformed to a Langmuir isotherm with an R² value greater than 0.98, indicating monolayer adsorption onto the surface of activated carbon. Hence, these models, combined with the optimization of adsorption parameters, enabled high removal efficiencies of Cr(VI) from wastewater and a reliable prediction of adsorption behavior.

Scientific Reports
Indian Institute of Technology Jammu (IN), Jazan University (SA)
Clean water and sanitation
Openalex Percentile: Top 20%
Adsorption and biosorption for pollutant removal
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Modeling and optimization of adsorption parameters for hexavalent chromium removal from wastewater using Box-Behnken design and response surface methodology — Ubhat Ali, Mohammad Ehtisham Khan, et al. · Scientific Reports (2026) | TGRS Research Map | TGRS