Quan Xueping, Yan Bing
Shanghai Key Lab of Chemical Assessment and Sustainability, School of Chemical Science and Engineering, Tongji University, Siping Road 1239, Shanghai 200092, China.
ACS Appl Mater Interfaces. 2022 Nov 2;14(43):49072-49081. doi: 10.1021/acsami.2c12822. Epub 2022 Oct 25.
In this study, a novel Eu(III) functionalized crystalline polyimide hydrogel film () is fabricated by incorporating highly stable polyimide (PI) into a sodium alginate (SA) matrix, followed by cross-linking reaction with Eu ions. Based on different fluorescence responses, is used for the consecutive detection of spermine (Spm) and copper ions (Cu). can be employed as a sensor for polyamine, especially for Spm with significant fluorescence enhancement based on the "turn on" mode. The fluorescent sensor constructed by the and Spm can be further used as a "turn off" sensor to quantitatively monitor Cu. The good selectivity combined with the low detection limit of the sensor meets the requirements for monitoring Cu. The possible luminescence response mechanisms to Spm and Cu have been studied through experimental data and theoretical calculations. In addition, a back-propagation neural network (BPNN) model based on an sensor is constructed, which can accurately distinguish Cu concentrations by deep machine learning (ML). This work not only puts forward a facile method to prepare a novel Eu-functionalized PI-based hybrid film but also demonstrates the potential of PI-based film materials for fluorescence detection.
在本研究中,通过将高度稳定的聚酰亚胺(PI)掺入海藻酸钠(SA)基质中,随后与铕离子进行交联反应,制备了一种新型的铕(III)功能化结晶聚酰亚胺水凝胶薄膜()。基于不同的荧光响应,该薄膜用于连续检测精胺(Spm)和铜离子(Cu)。它可作为一种多胺传感器,特别是基于“开启”模式对Spm具有显著荧光增强的传感器。由该薄膜和Spm构建的荧光传感器可进一步用作“关闭”传感器来定量监测Cu。传感器良好的选择性与低检测限满足了监测Cu的要求。通过实验数据和理论计算研究了对Spm和Cu可能的发光响应机制。此外,构建了基于该薄膜传感器的反向传播神经网络(BPNN)模型,通过深度机器学习(ML)能够准确区分Cu的浓度。这项工作不仅提出了一种制备新型铕功能化PI基杂化薄膜的简便方法,还展示了PI基薄膜材料在荧光检测方面的潜力。