Gene expression programming for modeling and predicting of leaching of chalcopyrite concentrates using 1-hexyl-3-methyl-imidazolium hydrogen sulfate ionic liquid aqueous solution

= 0.976, MAE = 2.80, and RRSE = 0.152 in the training set. Sensitivity analysis revealed that temperature, oxidant concentration, and particle size were the most influential parameters on the copper extraction percentage. By taking into account practical or economic constraints, the proposed model enables the optimization of the leaching process to maximize copper extraction and minimize material consumption.

Authors

Institutions

Publication Details

Journal
Scientific Reports
Published
2026-05-02
DOI
https://doi.org/10.1038/s41598-026-51142-5
Primary Topic
Metal Extraction and Bioleaching
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Gene expression programming for modeling and predicting of leaching of chalcopyrite concentrates using 1-hexyl-3-methyl-imidazolium hydrogen sulfate ionic liquid aqueous solution

Gholam Reza Khayati, Mahin Schaffie, Alireza Mirhosseini-Jalalabadi, Mohammad Ranjbar
Scientific Reports
Metal Extraction and Bioleaching
article

Gene expression programming for modeling and predicting of leaching of chalcopyrite concentrates using 1-hexyl-3-methyl-imidazolium hydrogen sulfate ionic liquid aqueous solution

Gholam Reza Khayati, Mahin Schaffie, Alireza Mirhosseini-Jalalabadi, Mohammad Ranjbar
article en

Abstract

= 0.976, MAE = 2.80, and RRSE = 0.152 in the training set. Sensitivity analysis revealed that temperature, oxidant concentration, and particle size were the most influential parameters on the copper extraction percentage. By taking into account practical or economic constraints, the proposed model enables the optimization of the leaching process to maximize copper extraction and minimize material consumption.

Scientific Reports
Shahid Bahonar University of Kerman (IR)
Openalex Percentile: Top 14%
Metal Extraction and Bioleaching
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.