Machine learning-powered estimation of malachite green photocatalytic degradation with NML-BiFeO3 composites DOI Creative Commons

Iman Salahshoori,

Amirhosein Yazdanbakhsh, Alireza Baghban

et al.

Scientific Reports, Journal Year: 2024, Volume and Issue: 14(1)

Published: April 15, 2024

Abstract This study explores the potential of photocatalytic degradation using novel NML-BiFeO 3 (noble metal-incorporated bismuth ferrite) compounds for eliminating malachite green (MG) dye from wastewater. The effectiveness various Gaussian process regression (GPR) models in predicting MG is investigated. Four GPR (Matern, Exponential, Squared and Rational Quadratic) were employed to analyze a dataset 1200 observations encompassing experimental conditions. have considered ten input variables, including catalyst properties, solution characteristics, operational parameters. Exponential kernel-based model achieved best performance, with near-perfect R 2 value 1.0, indicating exceptional accuracy degradation. Sensitivity analysis revealed time as most critical factor influencing degradation, followed by pore volume, loading, light intensity, type, pH, anion surface area, humic acid concentration. highlights complex interplay between these factors process. reliability was confirmed outlier detection William’s plot, demonstrating minimal number outliers (66–71 data points depending on model). indicates robustness utilized development. suggests that composites hold promise wastewater treatment models, particularly Matern-GPR, offer powerful tool Identifying fundamental properties can expedite application , leading optimized processes. Overall, this provides valuable insights into machine learning efficient removal

Language: Английский

Insights into the Adsorption Properties of Mixed Matrix Membranes (Pebax 1657-g-Chitosan-PVDF-Bovine Serum Albumin@ZIF-CO3-1) for the Antiviral COVID-19 Treatment Drugs Remdesivir and Nirmatrelvir: An In Silico Study DOI

Iman Salahshoori,

Narjes Montazeri,

Amirhosein Yazdanbakhsh

et al.

ACS Applied Materials & Interfaces, Journal Year: 2023, Volume and Issue: 15(26), P. 31185 - 31205

Published: June 21, 2023

The effect of the COVID-19 pandemic on accumulation environmental pollutants has been significant. In that way, waste management systems have faced problems, and amount hazardous medical wastes increased. As pharmaceuticals associated with treatment enter environment, aquatic terrestrial ecosystems negatively impacted, potentially disrupting natural processes harming life. This analysis seeks to appraise potential mixed matrix membranes (MMMs) composed Pebax 1657-g-chitosan-polyvinylidene fluoride (PEX-g-CHS-PVDF)-bovine serum albumin (BSA)@ZIF-CO3-1 as adsorbents for removing remdesivir (REMD) nirmatrelvir (NIRM) from aqueous environments. An in silico study was conducted explore adsorption characteristics, physicochemical properties, structural features these MMMs, employing quantum mechanical (QM) calculations, molecular dynamics (MD) simulations, Monte Carlo (MC) simulations research methodologies. Incorporating BSA@ZIF-CO3-1 into PEX-g-CHS-PVDF polymer improved properties MMMs by promoting compatibility interfacial adhesion between two materials, facilitated electrostatic interactions, van der Waals forces, hydrogen bonding. Investigation interaction mechanism title pharmaceutical surfaces along description their behavior, also applying MD MC approaches. Our observations indicate behavior REMD NIRM is influenced size, shape, presence functional groups. Molecular simulation demonstrated MMM membrane a highly suitable adsorbent drugs, higher affinity toward adsorption. emphasizes significance computational modeling developing practical strategies eliminating drug contaminants wastewater. knowledge obtained through our QM calculations can assist creating more efficient resulting cleaner healthier environment.

Language: Английский

Citations

33

pH-Sensitive adsorption of gastrointestinal drugs (famotidine and pantoprazole) as pharmaceutical pollutants by using the Au-doped@ZIF-90-glycerol adsorbent: insights from computational modeling DOI

Narjes Montazeri,

Iman Salahshoori,

Parivash Feyzishendi

et al.

Journal of Materials Chemistry A, Journal Year: 2023, Volume and Issue: 11(47), P. 26127 - 26151

Published: Jan. 1, 2023

Gastrointestinal drug pollutants pose environmental risks. Our study explores the adsorption of famotidine (FA) and pantoprazole (PA) using Au-ddoped@ZIF-90-gglycerol adsorbent (A@Z/G), emphasizing pH-sensitive effects on ecosystems.

Language: Английский

Citations

26

Integrative analysis of multi machine learning models for tetracycline photocatalytic degradation with MOFs in wastewater treatment DOI

Iman Salahshoori,

Majid Namayandeh Jorabchi, Alireza Baghban

et al.

Chemosphere, Journal Year: 2023, Volume and Issue: 350, P. 141010 - 141010

Published: Dec. 26, 2023

Language: Английский

Citations

25

Environmental pollutants and exosomes: A new paradigm in environmental health and disease DOI
Afsaneh Javdani-Mallak,

Iman Salahshoori

The Science of The Total Environment, Journal Year: 2024, Volume and Issue: 925, P. 171774 - 171774

Published: March 18, 2024

Language: Английский

Citations

15

Tackling antibiotic contaminations in wastewater with novel Modified-MOF nanostructures: A study of molecular simulations and DFT calculations DOI

Iman Salahshoori,

Majid Namayandeh Jorabchi, Afsaneh Mazaheri

et al.

Environmental Research, Journal Year: 2024, Volume and Issue: 252, P. 118856 - 118856

Published: April 8, 2024

Language: Английский

Citations

15

Molecular Simulation Studies of Pharmaceutical Pollutant Removal (Rosuvastatin and Simvastatin) Using Novel Modified-MOF Nanostructures (UIO-66, UIO-66/Chitosan, and UIO-66/Oxidized Chitosan) DOI

Iman Salahshoori,

Ali Vaziri, Reza Jahanmardi

et al.

ACS Applied Materials & Interfaces, Journal Year: 2024, Volume and Issue: 16(20), P. 26685 - 26712

Published: May 9, 2024

The ubiquitous presence of pharmaceutical pollutants in the environment significantly threatens human health and aquatic ecosystems. Conventional wastewater treatment processes often fall short effectively removing these emerging contaminants. Therefore, development high-performance adsorbents is crucial for environmental remediation. This research utilizes molecular simulation to explore potential novel modified metal-organic frameworks (MOFs) pollutant removal, paving way design efficient strategies. Utilizing UIO-66, a robust MOF, as base material, we developed UIO-66 functionalized with chitosan (CHI) oxidized (OCHI). These MOFs' physical chemical properties were first investigated through various characterization techniques. Subsequently, dynamics (MDS) Monte Carlo (MCS) employed elucidate adsorption mechanisms rosuvastatin (ROSU) simvastatin (SIMV), two prevalent pollutants, onto nanostructures. MCS calculations demonstrated significant enhancement energy by incorporating CHI OCHI into UIO-66. increased ROSU from -14,522 -16,459 kcal/mol SIMV -17,652 -21,207 kcal/mol. Moreover, MDS reveals rejection rates neat be at 40%, rising 60 70% OCHI. Accumulation increase 4 Å 6 9 UIO-CHI UIO-OCHI. Concentration analysis shows surges 50 90%, accumulation increasing 11 Functionalizing enhanced capacity selectivity SIMV. Abundant hydroxyl amino groups facilitated strong interactions, improving performance over that unmodified Surface functionalization plays vital role customizing MOFs removal. insights guide next-gen adsorbent development, offering high efficiency treatment.

Language: Английский

Citations

14

Effect analysis on the hydrocarbon adsorption performance enhancement of the different zeolite molecular sieves in the gasoline engine under the cold start process DOI

E Jiaqiang,

Haiyun Zhou,

Chuanfu Kou

et al.

Energy, Journal Year: 2024, Volume and Issue: 305, P. 132212 - 132212

Published: June 28, 2024

Language: Английский

Citations

11

Diffusion-adsorption synergistic mechanism in the adsorption of hierarchical porous carbon for antibiotics removal from water DOI
Haoming Xu, Liheng Xu, Zixuan Wang

et al.

Colloids and Surfaces A Physicochemical and Engineering Aspects, Journal Year: 2025, Volume and Issue: unknown, P. 136327 - 136327

Published: Feb. 1, 2025

Language: Английский

Citations

1

Insights from molecular dynamics and DFT calculations into the interaction of 1,4-benzodiazepines with 2-hydroxypropyl-βCD in a theoretical study DOI Creative Commons
Mokhtar Ganjali Koli,

Rahime Eshaghi Malekshah,

Hossein Hajiabadi

et al.

Scientific Reports, Journal Year: 2023, Volume and Issue: 13(1)

Published: June 18, 2023

This study delves into the interaction between benzodiazepine (BZD) drugs and 2-hydroxypropyl-β-cyclodextrin (2HPβCD), a cyclodextrin (CD) known to improve drug delivery enhance therapeutic outcomes. We find that 2HPβCD's atoms become more rigid in presence of chlordiazepoxide (CDP), clonazepam (CLZ), diazepam (DZM), whereas they flexible nordazepam (NDM) nitrazepam (NZP). also investigated structure 2HPβCD found loading these increases both area volume cavity, making it suitable for delivery. Moreover, this research all exhibited negative values binding free energy, indicating thermodynamic favorability improved solubility. The energy order BZDs was consistent molecular dynamics Monte Carlo methods, with CDP DZM having highest affinity binding. analyzed contribution different energies carrier Van der Waals is primary component. Our results indicate number hydrogen bonds 2HPβCD/water slightly decreases BZDs, but bond's quality remains constant.

Language: Английский

Citations

19

Microscopic mechanism of enhancing shale oil recovery through CO2 flooding- insights from molecular dynamics simulations DOI

Feng Liu,

Xiaoquan Gao,

Jia Du

et al.

Journal of Molecular Liquids, Journal Year: 2024, Volume and Issue: 410, P. 125593 - 125593

Published: July 21, 2024

Language: Английский

Citations

8