Fasniuc-Pereu Elena, Drăgoi Elena Niculina, Bulgariu Dumitru, Popescu Maria-Cristina, Bulgariu Laura
Department of Environmental Engineering and Management, "Cristofor Simionescu" Faculty of Chemical Engineering and Environmental Protection, Gheorghe Asachi Technical University of Iaşi, 700050 Iaşi, Romania.
Department of Chemical Engineering, "Cristofor Simionescu" Faculty of Chemical Engineering and Environmental Protection, Gheorghe Asachi Technical University of Iaşi, 700050 Iaşi, Romania.
Polymers (Basel). 2025 Jul 30;17(15):2089. doi: 10.3390/polym17152089.
The removal of antibiotics from aqueous media along with their recovery is still an open research topic, due to their practical and economical importance. Adsorption allows these two objectives to be achieved, provided that the adsorbent used is chemically and mechanically stable and has a low preparation cost. In this study, PET (polyethylene terephthalate) fibers, obtained by mechanically processing PET waste, were used for the adsorption of rifampicin (RIF) and rifaximin (RIX) antibiotics from aqueous media. The experimental adsorption capacity of PET fibers for the two antibiotics (RIF and RIX) was determined at different pH values (2.0-6.5), adsorbent dose (0.4-20.0 g/L), contact time (5-1440 min), initial antibiotic concentration (4.0-67.0 mg/L), and temperature (10, 22, and 50 °C); the experimental values of these parameters were analyzed using a neuro-evolutive technique (ANE) combining sequential deep learning (DL) models with a differential evolution algorithm. The obtained optimal ANN-DL algorithm was then used to obtain the optimal models for the adsorption of RIF and RIX on PET fibers, which should adequately describe the adsorption dynamics for both antibiotics. The adsorption processes are spontaneous and endothermic (ΔG < 0, ΔH > 0) and are described by the Langmuir model (R > 0.97) and the pseudo-second order kinetic model (R > 0.99). The retention of RIF and RIX on the surface of PET fibers occurs through physicochemical interactions, and the FTIR spectra and microscopic images support this hypothesis. The presence of inorganic anions in the aqueous solution leads to an increase in the adsorption capacities of RIF (max. 7.6 mg/g) and RIX (max. 3.6 mg/g) on PET fibers, which is mainly due to the ordering of water molecules in the solution. The experimental results presented in this study allowed for the development of the adsorption mechanism of RIF and RIX on PET fibers, highlighting the potential practical applications of these adsorption processes.
由于抗生素去除及其回收在实际应用和经济方面的重要性,从水介质中去除抗生素并实现其回收仍是一个开放的研究课题。吸附能够实现这两个目标,前提是所使用的吸附剂在化学和机械性能上稳定且制备成本低。在本研究中,通过对聚对苯二甲酸乙二酯(PET)废料进行机械加工得到的PET纤维,被用于从水介质中吸附利福平(RIF)和利福昔明(RIX)这两种抗生素。在不同的pH值(2.0 - 6.5)、吸附剂剂量(0.4 - 20.0 g/L)、接触时间(5 - 1440分钟)、初始抗生素浓度(4.0 - 67.0 mg/L)以及温度(10、22和50°C)条件下,测定了PET纤维对这两种抗生素(RIF和RIX)的实验吸附容量;使用一种将序列深度学习(DL)模型与差分进化算法相结合的神经进化技术(ANE)对这些参数的实验值进行了分析。然后,将得到的最优人工神经网络 - 深度学习(ANN - DL)算法用于获得RIF和RIX在PET纤维上吸附的最优模型,该模型应能充分描述这两种抗生素的吸附动力学。吸附过程是自发的且吸热的(ΔG < 0,ΔH > 0),并由朗缪尔模型(R > 0.97)和伪二级动力学模型(R > 0.99)描述。RIF和RIX在PET纤维表面的保留是通过物理化学相互作用实现的,傅里叶变换红外光谱(FTIR)和微观图像支持了这一假设。水溶液中无机阴离子的存在导致PET纤维对RIF(最大7.6 mg/g)和RIX(最大3.6 mg/g)的吸附容量增加,这主要是由于溶液中水分子的有序排列。本研究中呈现的实验结果有助于揭示RIF和RIX在PET纤维上的吸附机制,突出了这些吸附过程潜在的实际应用价值。