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Biosorption of Methylene Blue by De-Oiled Algal Biomass: Equilibrium, Kinetics and Artificial Neural Network Modelling

机译:脱水藻类生物质对亚甲基蓝的生物吸附:平衡,动力学和人工神经网络建模

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摘要

The main objective of the present study is to effectively utilize the de-oiled algal biomass (DAB) to minimize the waste streams from algal biofuel by using it as an adsorbent. Methylene blue (MB) was used as a sorbate for evaluating the potential of DAB as a biosorbent. The DAB was characterized by SEM, FTIR, pHPZC, particle size, pore volume and pore diameter to understand the biosorption mechanism. The equilibrium studies were carried out by variation in different parameters, i.e., pH (2–9), temperature (293.16–323.16 K), biosorbent dosage (1–10 g L−1), contact time (0–1,440 min), agitation speed (0–150 rpm) and dye concentration (25–2,500 mg L−1). MB removal was greater than 90% in both acidic and basic pH. The optimum result of MB removal was found at 5–7 g L−1 DAB concentration. DAB removes 86% dye in 5 minutes under static conditions and nearly 100% in 24 hours when agitated at 150 rpm. The highest adsorption capacity was found 139.11 mg g−1 at 2,000 mg L−1 initial MB concentration. The process attained equilibrium in 24 hours. It is an endothermic process whose spontaneity increases with temperature. MB biosorption by DAB follows pseudo-second order kinetics. Artificial neural network (ANN) model also validates the experimental dye removal efficiency (R2 = 0.97) corresponding with theoretically predicted values. Sensitivity analysis suggests that temperature and agitation speed affect the process most with 23.62% and 21.08% influence on MB biosorption, respectively. Dye adsorption capacity of DAB in fixed bed column was 107.57 mg g−1 in preliminary study while it went up to 139.11 mg g−1 in batch studies. The probable mechanism for biosorption in this study is chemisorptions via surface active charges in the initial phase followed by physical sorption by occupying pores of DAB.
机译:本研究的主要目的是通过将脱油的藻类生物质(DAB)用作吸附剂,有效地利用它来最大程度地减少藻类生物燃料产生的废物流。亚甲基蓝(MB)用作吸附剂,用于评估DAB作为生物吸附剂的潜力。通过SEM,FTIR,pHPZC,粒径,孔体积和孔径表征DAB,以了解其生物吸附机理。通过不同参数的变化进行平衡研究,例如pH(2–9),温度(293.16–323.16 K),生物吸附剂剂量(1–10 g L -1 ),接触时间(0–1,440分钟),搅拌速度(0–150 rpm)和染料浓度(25–2,500 mg L -1 )。在酸性和碱性pH下,MB去除率均大于90%。在5–7 g L -1 DAB浓度下发现了MB去除的最佳结果。在静态条件下,DAB可以在5分钟内去除86%的染料,而在以150 rpm的速度搅拌下,则可以在24小时内去除近100%的染料。在初始MB浓度为2,000 mg L -1 时,最高吸附容量为139.11 mg g -1 。该过程在24小时内达到平衡。这是一个吸热过程,其自发性随温度而增加。 DAB对MB的生物吸附遵循伪二级动力学。人工神经网络(ANN)模型还验证了与理论预测值相对应的实验性染料去除效率(R 2 = 0.97)。敏感性分析表明,温度和搅拌速度对过程的影响最大,分别对MB生物吸附有23.62%和21.08%的影响。初步研究中,固定床柱中DAB的染料吸附量为107.57 mg g -1 ,而分批研究中则高达139.11 mg g -1 。在这项研究中,生物吸附的可能机制是在初始阶段通过表面活性电荷进行化学吸附,然后通过占据DAB的孔进行物理吸附。

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