Parametric optimizations of genotoxic dye sorption using zinc-activated rice straw-derived cellulose: a study aligned with circular economy goals (SDG 12)

IF 4.8 2区 工程技术 Q1 MATERIALS SCIENCE, PAPER & WOOD
Anuradha Upadhyaya, Anurag Panda, Somagni Roy, Ramesh Kumar, Marta Otero, Prasenjit Chakraborty, Santoshi Mohanta, Shirsendu Banerjee, Moonis Ali Khan, Sashikant Nayak, Somnath Chowdhury, Byong-Hun Jeon, Sankha Chakrabortty, Suraj K. Tripathy
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Abstract

Cellulose extraction from agro biomass is a viable solid waste management strategy that has the potential to be applied in various adsorption-based separation processes. Nevertheless, certain dyes, such as malachite green (MG), could be extremely difficult to eliminate adequately using untreated cellulose, hence raising concerns regarding the successful applications of cellulose. This problem may be solved with zinc-treated cellulose, which improves adsorption efficacy by increasing surface area, porosity, and chemical reactivity. This study investigates the efficacy of ZnO-treated cellulose obtained from biomass pre-treatment, specifically focusing on enhancing the removal efficacy of MG. High-yield cellulose fiber was extracted from rice straw using a green solvent, which was further treated with ZnO and characterized to understand its structural and chemical properties. To study MG removal, equilibrium and kinetic studies were used to evaluate adsorption performance, and further advanced AI/ML-driven optimization improved the process efficiency. ZnO-treated cellulose dose of 0.4 g/L, MG concentration of 30 mg/L, pH 7, temperature at 30 °C, and stirring at 100 rpm yielded 98% MG removal efficiency. Using advanced computational approaches, the artificial neural network model (R2 = 0.966) outperformed the response surface methodology model (R2 = 0.91), demonstrating the potential for improved adsorption efficiency with ZnO-treated cellulose. This study underscores the use of ZnO-modified cellulose as a sustainable and circular solution for dye removal, in line with the United Nations Sustainable Development Goal (SDG) 12: Responsible Consumption and Production. By advancing eco-friendly wastewater treatment and valorizing agricultural biomass, the research promotes sustainability within an optimized, data-driven framework.

Graphical abstract

锌活化稻秆纤维素吸附遗传毒性染料的参数优化:与循环经济目标(可持续发展目标12)相一致的研究
从农业生物质中提取纤维素是一种可行的固体废物管理策略,具有应用于各种基于吸附的分离过程的潜力。然而,某些染料,如孔雀石绿(MG),可能非常难以充分消除使用未经处理的纤维素,因此对纤维素的成功应用提出了关注。这个问题可以用锌处理过的纤维素来解决,它通过增加表面积、孔隙度和化学反应性来提高吸附效果。本研究考察了生物质预处理后的zno处理纤维素的去除效果,重点研究了对MG的去除效果。采用绿色溶剂从稻草中提取高产纤维素纤维,用氧化锌对其进行处理,并对其结构和化学性质进行表征。为了研究MG的去除,通过平衡和动力学研究来评价吸附性能,进一步的AI/ ml驱动优化提高了工艺效率。zno处理的纤维素用量为0.4 g/L, MG浓度为30 MG /L, pH为7,温度为30℃,转速为100 rpm,脱除MG的效率为98%。采用先进的计算方法,人工神经网络模型(R2 = 0.966)优于响应面法模型(R2 = 0.91),表明zno处理的纤维素具有提高吸附效率的潜力。这项研究强调了使用zno改性纤维素作为一种可持续和循环的染料去除解决方案,符合联合国可持续发展目标(SDG) 12:负责任的消费和生产。通过推进生态友好型废水处理和农业生物质的增值,该研究在优化的数据驱动框架内促进了可持续性。图形抽象
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来源期刊
Cellulose
Cellulose 工程技术-材料科学:纺织
CiteScore
10.10
自引率
10.50%
发文量
580
审稿时长
3-8 weeks
期刊介绍: Cellulose is an international journal devoted to the dissemination of research and scientific and technological progress in the field of cellulose and related naturally occurring polymers. The journal is concerned with the pure and applied science of cellulose and related materials, and also with the development of relevant new technologies. This includes the chemistry, biochemistry, physics and materials science of cellulose and its sources, including wood and other biomass resources, and their derivatives. Coverage extends to the conversion of these polymers and resources into manufactured goods, such as pulp, paper, textiles, and manufactured as well natural fibers, and to the chemistry of materials used in their processing. Cellulose publishes review articles, research papers, and technical notes.
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