Article
Biochemistry & Molecular Biology
Pradeep Kumar Panda, Jen-Ming Yang, Yen-Hsiang Chang
Summary: In this study, ferulic acid-modified water soluble chitosan and poly (gamma-glutamic acid) polyelectrolyte multilayers films were constructed using layer-by-layer self-assembly technique. The films showed good wettability and protein adsorption resistance, indicating their potential as biomaterials for biomedical applications.
INTERNATIONAL JOURNAL OF BIOLOGICAL MACROMOLECULES
(2021)
Review
Biochemistry & Molecular Biology
Veronika Kozlovskaya, Eugenia Kharlampieva
Summary: The anisotropy in the shape of polymeric particles offers numerous advantages over spherical particles and has promising applications in biomedicine. The layer-by-layer assembly method allows for precise control over the chemical and physical properties of anisotropic particles, making them versatile and useful in various fields.
MACROMOLECULAR BIOSCIENCE
(2022)
Article
Biochemistry & Molecular Biology
Jo Sing Julia Tang, Aline Debrassi Smaczniak, Lucas Tepper, Sophia Rosencrantz, Mina Aleksanyan, Lars Daehne, Ruben R. Rosencrantz
Summary: This study describes the synthesis of bioinspired glycopolymer electrolytes using protecting group free and aqueous-based methods, fabricated as thin films by Layer-by-Layer self-assembly to serve as scaffolds for liposomes. The results demonstrate the stability and integrity of glycopolymer coatings and embedded liposomes within the physiological pH range.
MACROMOLECULAR BIOSCIENCE
(2022)
Article
Materials Science, Multidisciplinary
Atefeh Golshirazi, Nasim Golafshan, Mahshid Kharaziha
Summary: This study aims to develop a layer-by-layer self-assembled coating to improve the corrosion resistance and hemocompatibility of AZ91 alloy. The results show that the AZ91 samples with MAO and multi-layer LbL coating exhibit significant improvements in corrosion resistance and hemocompatibility.
MATERIALS TODAY COMMUNICATIONS
(2022)
Article
Biochemistry & Molecular Biology
Tomasz Urbaniak, Gabriela S. Garcia-Briones, Alexander Zhigunov, Sviatoslav Hladysh, Edyta Adrian, Volodymyr Lobaz, Tereza Krunclova, Olga Janouskova, Ognen Pop-Georgievski, Dana Kubies
Summary: This study investigated layer-by-layer polyelectrolyte coatings with the ability to release heparin-binding proteins. The use of tannic acid as a physical crosslinker resulted in more stable films during assembly and increased protein release. The proteins released more when they were part of the heparin layers rather than as individual protein layers.
Article
Nanoscience & Nanotechnology
Gaoqi Sun, Yajuan Li, Cheng Liu, Xuefeng Jiang, Lutao Yang, Lei He, Saijie Song, Jun Zhang, Jian Shen, Tong Qiao
Summary: This study developed a poly(vinyl alcohol)-coated decellularized scaffold as a vascular patch for vascular regeneration, and improved its biocompatibility through layer-by-layer assembly. In vitro experiments showed rapid endothelialization and good hemocompatibility of the vascular patch. In vivo experiments on a porcine model confirmed the vascular regeneration, with the porcine artery remaining unblocked for 5 months after implantation.
ACS APPLIED BIO MATERIALS
(2022)
Article
Polymer Science
Biswa P. Das, Marina Tsianou
Summary: Multilayer thin film assembly by the layer-by-layer (LbL) technique is an inexpensive and versatile route for the synthesis of functional nanomaterials. This study achieves exponential growth in clay-containing polyelectrolyte films with high clay loading and tailored properties by incorporating a weak polyelectrolyte and a clay with high charge density and small particle size. The findings include novel pathways to manipulate film characteristics. The presented strategy can lead to novel approaches to fabricate tailor-made nanomaterials for distinct applications.
Article
Polymer Science
Yi-Wei Chen, Muhammad Haseeb Iqbal, Florent Meyer, Vincent Ball, Fouzia Boulmedais
Summary: The surface properties of biomaterials are crucial for cell behavior. Collagen-based layer-by-layer films were constructed using different macromolecules, such as tannic acid, heparin, and poly(sodium 4-styrene sulfonate). Parameters like pH value, dipping time, and salt concentration were optimized for efficient film buildup. The stability and release of tannic acid from the films were studied, and collagen/tannic acid films showed excellent proliferation of human fibroblasts, supporting their potential as biomedical coatings.
Article
Nanoscience & Nanotechnology
Nur Setiawan Suroto, Asra Al Fauzi, Prihartini Widiyanti, Fitria Renata Bella
Summary: Stroke is the second leading cause of death, disability, morbidity, and mortality worldwide. Carotid stenosis is one of the main causes of ischemic stroke. This study used the electrospinning process to create a biomaterial using PLLA as a base material and adding chitosan and heparin to improve biocompatibility. The results showed that the biomaterial had strong physical properties and could modify the inflammatory response.
JOURNAL OF SCIENCE-ADVANCED MATERIALS AND DEVICES
(2023)
Article
Engineering, Electrical & Electronic
Gonzalo Eduardo Fenoy, Juliana Scotto, Juan A. Allegretto, Esteban Piccinini, Agustin Lorenzo Cantillo, Wolfgang Knoll, Omar Azzaroni, Waldemar Alejandro Marmisolle
Summary: This work presents the fabrication of PEDOT-PAH-based organic electrochemical transistors (OECTs) and their application in monitoring the deposition of polyelectrolyte multilayers on their surface. The electrical characteristics of the devices are optimized through different synthesis conditions, and the layer-by-layer assembly process is investigated. OECTs are proven to be capable of real-time monitoring the assembly of different polyelectrolyte layers and analyzing the changes in ionic transport. The importance of OECTs in sensing charged macromolecules is demonstrated through comparison with other sensing platforms.
ACS APPLIED ELECTRONIC MATERIALS
(2022)
Article
Chemistry, Physical
Tomasz Kruk, Karolina Chojnacka-Gorka, Marta Kolasinska-Sojka, Szczepan Zapotoczny
Summary: This paper reviews the formation, structure determination, and properties of polyelectrolyte multilayer (PEM) films and capsules that respond to physical, chemical, and biological stimuli. It discusses their applications as microcarriers for controlled release, substrates for controlled cell growth, coatings for enhanced surface adhesion, and self-healing anticorrosive systems. The impacts of various stimuli on the integrity and permeability of the films or capsules shell are presented, along with their applications in controlled drug release, biotechnology, and industrial protective coatings.
ADVANCES IN COLLOID AND INTERFACE SCIENCE
(2022)
Article
Chemistry, Applied
Siqi Li, Jialin Sun, Jun Yan, Sairui Zhang, Chao Shi, David Julian McClements, Xuebo Liu, Fuguo Liu
Summary: This study aimed to develop a thyme oil emulsion with good physicochemical properties and anti-bacterial activity. The emulsions with whey protein-coated essential oil droplets and double-layer coatings of cationic chitosan hydrochloride showed improved stability and prolonged antibacterial activity. Emulsions with smaller cationic droplets and double-layer coatings were shear-thinning fluids.
Article
Biochemistry & Molecular Biology
Joanna Potas, Agnieszka Zofia Wilczewska, Pawel Misiak, Anna Basa, Katarzyna Winnicka
Summary: Polyelectrolyte multilayers (PEMs) based on polyelectrolyte complex (PEC) structures are interesting materials for functionalized coatings and drug delivery platforms. This study optimized the formulation of chitosan/low-methoxy amidated pectin multilayer films and investigated their thermal properties, chemical structure, mechanical properties, and internal structure. The results showed that films with confirmed multilayer architecture are promising for buccal drug delivery and have improved thermal stability.
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES
(2022)
Article
Nanoscience & Nanotechnology
My Thi Ngoc Nguyen, Ha Le Bao Tran
Summary: The study reported the heparinization of bovine pericardial scaffolds using the Layer-by-Layer self-assembly technique, which significantly improved the anticoagulant properties of the scaffolds, showing potential applications in the cardiovascular field.
JOURNAL OF SCIENCE-ADVANCED MATERIALS AND DEVICES
(2022)
Article
Engineering, Environmental
Jiadi Ying, Yuqing Lin, Yiren Zhang, Yan Jin, Hideto Matsuyama, Jianguo Yu
Summary: This study reports a novel cation exchange membrane (CEM) engineered by coating a multilayer [polyethyleneimine/polystyrene sulfonate (PEI/PSS)]n on a polyacrylate substrate membrane. The newly developed CEM exhibits high selectivity for Li+ and Mg2+, demonstrating competitive separation performance compared to state-of-the-art permselective membranes.
CHEMICAL ENGINEERING JOURNAL
(2022)
Article
Chemistry, Physical
Gaoqi Sun, Xuefeng Jiang, Cheng Liu, Saijie Song, Jun Zhang, Jian Shen
Summary: This study reports the development of FeS@LAB-35@Ti3C2 nanozyme as a high-efficiency antibacterial agent for photothermal-enhanced chemodynamic antibacterial activity and wound healing. The nanozyme possesses peroxidase-like catalysis activity and exhibits enhanced catalytic activity under NIR light irradiation. It shows excellent antibacterial activity against Gram-negative EschenChia coli and Gram-positive Staphylococcus aureus. Animal experiments demonstrate its effectiveness in inhibiting wound ulceration and promoting wound healing.
Article
Chemistry, Multidisciplinary
Zhuangzhuang Zhang, Qiao Hu, Jiaying Liao, Yifan Xu, Ruiqi Tian, Yichen Du, Jian Shen, Xiaosi Zhou
Summary: A self-templating strategy was used to prepare homogeneous P2-K0.6CoO2 (KCO) microcubes, which showed improved electrochemical properties for potassium storage due to the reduced interface between the electrolyte and the active material.
Article
Chemistry, Organic
Bo Dong, Yifeng Chen, Shubing Xie, Jieying Zhang, Jian Shen, Lan-Gui Xie
Summary: Oxidative cross-coupling of two thiols is a direct and desirable method for synthesizing unsymmetrical disulfides. However, the formation of symmetrical by-products is a major issue. This study presents a method where the homo-coupling of thiols is effectively inhibited by sequential addition of the thiols, utilizing the rapid oxidation of thiols by bromodimethylsulfonium bromide.
ORGANIC & BIOMOLECULAR CHEMISTRY
(2023)
Review
Chemistry, Organic
Bo Dong, Jian Shen, Lan-Gui Xie
Summary: Alkenes and alkynes are important compounds in various industries. The functionalization of these compounds to form carbon-sulfur bonds provides a versatile route to synthesize sulfur-containing compounds. This review summarizes recent progress in this area, divided into different catalytic processes.
ORGANIC CHEMISTRY FRONTIERS
(2023)
Article
Chemistry, Multidisciplinary
Wan Peng, Cheng Liu, Youjin Lai, Yanting Wang, Pingsheng Liu, Jian Shen
Summary: Most bioadhesives are ineffective on bleeding tissues and postoperative adhesion is a common issue. A three-layer biodegradable Janus tissue patch (J-TP) is developed to efficiently close bleeding wounds, promote clotting, and prevent tissue adhesion. The J-TP's adhesive hydrogel bottom layer forms strong adhesion to bleeding tissues through chemical bonding, while the middle layer improves tensile strength and the top layer prevents postoperative adhesion and inflammation. This J-TP shows promise in the clinical treatment of injured bleeding tissues with inhibited adhesion.
Article
Engineering, Biomedical
Peiming Liu, Jin Sun, Wan Peng, Yahui Gu, Xiaoxue Ji, Zhi Su, Pingsheng Liu, Jian Shen
Summary: Good's buffers have been widely used in cell/organ culture as biocompatible pH stabilizers. However, the emergence of adverse effects such as cellular uptake, autophagic activation, and cytotoxicity under light exposure raises concerns over its biocompatibility. Riboflavin in the cell culture medium produces reactive oxygen species (ROS) under light exposure, causing severe toxicity and disruption of normal cell functions. Zwitterionic betaines have been identified as a new generation of biocompatible pH buffers that do not exhibit these adverse effects.
BIOACTIVE MATERIALS
(2023)
Article
Nanoscience & Nanotechnology
Cheng Liu, Huimin Gao, Gaoqi Sun, Xuefeng Jiang, Saijie Song, Jun Zhang, Jian Shen
Summary: In this study, a multifunctional decellularized scaffolds (DCS)-based vascular patch was designed for porcine vascular repair. By coating ammonium phosphate zwitter-ion (APZI) and poly(vinyl alcohol) (PVA) hydrogel on the surface of DCS, the mechanical properties and biocompatibility of the artificial vascular patch were improved. The artificial vascular patch was further decorated with a heparin (Hep)-loaded metal-organic framework (MOF) to inhibit blood coagulation and promote vascular endothelialization. The results showed that the obtained artificial vascular patch had suitable mechanical properties, good biocompatibility, and blood compatibility, making it an excellent vascular replacement material.
ACS APPLIED BIO MATERIALS
(2023)
Article
Engineering, Biomedical
Juyang Zhang, Baohong Sun, Ming Zhang, Yutian Su, Wang Xu, Yuhan Sun, Huijun Jiang, Ninglin Zhou, Jian Shen, Fan Wu
Summary: Single-atomic nanozymes characterized by atomically dispersed single metal atoms have shown satisfactory catalytic activity and superior selectivity compared to their nanoscale counterparts, contributing to breakthroughs in biomedicine. Adjusting the coordination number of the metal atoms can improve their catalytic performance. In this study, atomically dispersed Co nanozymes with different nitrogen coordination numbers were synthesized, and it was found that Co nanozymes with a coordination number of 2 had the highest catalytic activity and antibacterial effect. This research provides proof of concept for enhancing single-atomic catalytic therapy by regulating the coordination number for various biomedical applications.
ACTA BIOMATERIALIA
(2023)
Article
Chemistry, Analytical
Qian Chen, Wenyan Guo, Dan Fang, Ting Li, Lin Chen, Chun Mao, Mimi Wan, Jian Shen
Summary: Efficient capture and detection of circulating tumor cells (CTCs) using Mg-Based micromotors was achieved, which is crucial for early cancer detection.
SENSORS AND ACTUATORS B-CHEMICAL
(2023)
Article
Chemistry, Multidisciplinary
Juyang Zhang, Mengdi Lv, Xinye Wang, Fan Wu, Cheng Yao, Jian Shen, Ninglin Zhou, Baohong Sun
Summary: Nanozyme-driven catalytic antibacterial therapy using biomimetic nanoenzymes can effectively target inflamed areas and eliminate bacterial biofilms. This approach overcomes limitations of current biofilm wound treatments and offers potential for improved outcomes.
Article
Chemistry, Multidisciplinary
Lei He, Yongze Liu, Panpan Song, Fuqi Feng, Genyuan Li, Yuanyuan Ma, Juqing Cui, Xiaofeng Ma, Jian Shen, Jun Zhang
Summary: A highly efficient photothermal and flexible wood-based hydrogel has been successfully synthesized, which promotes the recovery of infected wounds and is nontoxic, renewable, and biodegradable. It exhibits good photothermal conversion efficiency and long-lasting antibacterial effects, making it a potential biomaterial for the treatment of infected skin wounds.
ACS SUSTAINABLE CHEMISTRY & ENGINEERING
(2023)
Review
Materials Science, Biomaterials
Nian Liu, Xiangyu Xiao, Ziqiang Zhang, Chun Mao, Mimi Wan, Jian Shen
Summary: Cancer vaccines are a promising therapeutic strategy in clinical oncology, stimulating antitumor immunity to fight against cancer. However, there are several challenges that hinder their broad clinical translation.
ACS BIOMATERIALS SCIENCE & ENGINEERING
(2023)
Article
Nanoscience & Nanotechnology
Changrui Ying, Xiaolong Zhu, Shuqing Xiang, Mingqian Wang, Xuefeng Jiang, Jian Shen
Summary: This article investigates carbon-based single-atom catalysts and their potential application in photothermal catalytic antimicrobial therapy. Iron single-atom catalysts demonstrate significant catalytic activity, producing a large amount of hydroxyl radicals that can kill bacteria. The excellent photothermal properties of carbon materials enable the catalyst to rapidly generate high temperatures, enhancing its catalytic activity. Results show that the synergistic antimicrobial strategy of chemodynamic therapy and photothermal therapy is highly effective against bacteria.
ACS APPLIED NANO MATERIALS
(2023)
Article
Nanoscience & Nanotechnology
Cheng Liu, Huimin Gao, Gaoqi Sun, Xuefeng Jiang, Saijie Song, Jun Zhang, Jian Shen
Summary: In this study, a multifunctional decellularized scaffolds (DCS)-based vascular patch with improved mechanical properties and biocompatibility was designed. The surface of the patch was coated with ammonium phosphate zwitter-ion (APZI) and poly(vinyl alcohol) (PVA) hydrogel, followed by the decoration of a heparin (Hep)-loaded metal-organic framework (MOF) to inhibit blood coagulation and promote vascular endothelialization. The obtained artificial vascular patch showed suitable mechanical properties, good biocompatibility, and blood compatibility. It also demonstrated enhanced proliferation and adhesion of endothelial progenitor cells (EPCs). The results from imaging techniques confirmed the patency of the implanted artificial vascular patch.
ACS APPLIED BIO MATERIALS
(2023)
Article
Chemistry, Physical
Gaoqi Sun, Xuefeng Jiang, Cheng Liu, Saijie Song, Jun Zhang, Jian Shen
Summary: The abuse of antibiotics leads to bacterial resistance, and it is important to develop new strategies for efficient antibacterial and wound healing. This study introduces a FeS@LAB-35@Ti3C2 nanozyme that integrates photothermal and chemodynamic therapy for bacterial inhibition and wound healing.
Article
Engineering, Environmental
Xinping Zhang, Yuxin Guo, Xiaoyang Liu, Shun-Yu Wu, Ya-Xuan Zhu, Shao-Zhe Wang, Qiu-Yi Duan, Ke-Fei Xu, Zi-Heng Li, Xiao-Yu Zhu, Guang-Yu Pan, Fu-Gen Wu
Summary: This study develops a nanotrigger HCFT for simultaneous photodynamic therapy and light-triggered ferroptosis therapy. The nanotrigger can relieve tumor hypoxia, induce enhanced photodynamic reaction, and facilitate the continuation of Fenton reaction, ultimately leading to lethal ferroptosis in tumor cells.
CHEMICAL ENGINEERING JOURNAL
(2024)
Article
Engineering, Environmental
Olumide Bolarinwa Ayodele, Toyin Daniel Shittu, Olayinka S. Togunwa, Dan Yu, Zhen-Yu Tian
Summary: This study focused on the semihydrogenation of acetylene in an ethylene-rich stream using two alloyed Pt catalysts PtCu and PtCo. The PtCu catalyst showed higher activity and ethylene yield compared to PtCo due to its higher unoccupied Pt d-orbital density. This indicates that alloying Pt with Cu is more promising for industrial relevant SHA catalyst.
CHEMICAL ENGINEERING JOURNAL
(2024)
Article
Engineering, Environmental
Guowei Chen, Wen-Cheng Chen, Yaozu Su, Ruicheng Wang, Jia-Ming Jin, Hui Liang, Bingxue Tan, Dehua Hu, Shaomin Ji, Hao-Li Zhang, Yanping Huo, Yuguang Ma
Summary: This study proposes an intramolecular dual-locking design for organic luminescent materials, achieving high luminescence efficiency and performance for deep-blue organic light-emitting diodes. The material also exhibits unique mechanochromic luminescence behavior and strong fatigue resistance.
CHEMICAL ENGINEERING JOURNAL
(2024)
Article
Engineering, Environmental
Joren van Stee, Gregory Hermans, Jinu Joseph John, Koen Binnemans, Tom Van Gerven
Summary: This work presents a continuous solvent extraction method for the separation of cobalt and nickel in a millifluidic system using Cyphos IL 101 (C101) as the extractant. The optimal conditions for extraction performance and solvent properties were determined by investigating the effects of channel length, flow rate, and temperature. The performance of a developed manifold structure was compared to a single-channel system, and excellent separation results were achieved. The continuous separation process using the manifold structure resulted in high purity cobalt and nickel products.
CHEMICAL ENGINEERING JOURNAL
(2024)
Article
Engineering, Environmental
Yan Xu, Jingai Jiang, Xinyi Lv, Hui Li, Dongliang Yang, Wenjun Wang, Yanling Hu, Longcai Liu, Xiaochen Dong, Yu Cai
Summary: A programmed gas release nanoparticle was developed to address the challenges in treating diabetic infected wounds. It effectively removes drug-resistant pathogens and remodels the wound microenvironment using NO and H2S. The nanoparticle can eliminate bacteria and promote wound healing through antibacterial and anti-inflammatory effects.
CHEMICAL ENGINEERING JOURNAL
(2024)
Article
Engineering, Environmental
Tong Xia, Zhilin Xi, Lianquan Suo, Chen Wang
Summary: This study investigated a highly efficient coal dust suppressant with low initial viscosity and high adhesion-solidification properties. The results demonstrated that the dust suppressant formed a network of multiple hydrogen bonding cross-linking and achieved effective adhesion and solidification of coal dust through various chemical reactions.
CHEMICAL ENGINEERING JOURNAL
(2024)
Article
Engineering, Environmental
Jinzhi Cai, Zhenshan Li
Summary: A density functional theory-based rate equation was developed to predict the gas-solid reaction kinetics of CaO carbonation with CO2 in calcium looping. The negative activation energy of CaO carbonation close to equilibrium was accurately predicted through experimental validation.
CHEMICAL ENGINEERING JOURNAL
(2024)
Article
Engineering, Environmental
Jianxiong Chen, Fuhao Ren, Ningning Yin, Jie Mao
Summary: This study presents an economically efficient and easily implementable surface modification approach to enhance the high-temperature electrical insulation and energy storage performance of polymer dielectrics. The self-assembly of high-insulation-performance boron nitride nanosheets (BNNS) on the film surface through electrostatic interactions effectively impedes charge injection from electrodes while promoting charge dissipation and heat transfer.
CHEMICAL ENGINEERING JOURNAL
(2024)
Article
Engineering, Environmental
Zijian Li, Zhaohui Yang, Shao Wang, Hongxia Luo, Zhimin Xue, Zhenghui Liu, Tiancheng Mu
Summary: This study reports a strategy for upgrading polyester plastics into value-added chemicals using electrocatalytic methods. By inducing the targeted transfer of *OH species, polyethylene terephthalate was successfully upgraded into potassium diformate with high purity. This work not only develops an excellent electrocatalyst, but also provides guidance for the design of medium entropy metal oxides.
CHEMICAL ENGINEERING JOURNAL
(2024)
Article
Engineering, Environmental
Navneet Singh Shekhawat, Surendra Kumar Patra, Ashok Kumar Patra, Bamaprasad Bag
Summary: This study primarily focuses on developing a sulphur dyeing process at room temperature using bacterial Lysate, which is environmentally friendly, energy and cost effective, and sustainable. The process shows promising improvements in dye uptake and fastness properties.
CHEMICAL ENGINEERING JOURNAL
(2024)
Article
Engineering, Environmental
Dengjia Shen, Hongyang Ma, Madani Khan, Benjamin S. Hsiao
Summary: This study developed cationic PVC nanofibrous membranes with high filtration and adsorption capability for the removal of bacteria and hexavalent chromium ions from wastewater. The membranes demonstrated remarkable performance in terms of filtration efficiency and maximum adsorption capacity. Additionally, modified nanofibrous membranes were produced using recycled materials and showed excellent retention rates in dynamic adsorption processes.
CHEMICAL ENGINEERING JOURNAL
(2024)
Article
Engineering, Environmental
Xiaoyan Wang, Zhikun Wang, Ben Jia, Chunling Li, Shuangqing Sun, Songqing Hu
Summary: Inspired by photosystem II, self-supported Fe-doped NiCoP nanowire arrays modified with carboxylate were constructed to boost industrial-level overall water splitting by employing the concerted proton-coupled electron transfer mechanism. The introduction of Fe and carboxyl ligand led to improved catalytic activity for HER and OER, and NCFCP@NF exhibited long-term durability for overall water splitting.
CHEMICAL ENGINEERING JOURNAL
(2024)
Article
Engineering, Environmental
Pengyao Yu, Ge Yang, Yongming Chai, Lubomira Tosheva, Chunzheng Wang, Heqing Jiang, Chenguang Liu, Hailing Guo
Summary: Thin LTA zeolite membranes were prepared through secondary growth of nano LTA seeds in a highly reactive gel, resulting in membranes with superior permeability and selectivity in gas separation applications.
CHEMICAL ENGINEERING JOURNAL
(2024)
Article
Engineering, Environmental
Baiqin Zhou, Huiping Li, Ziyu Wang, Hui Huang, Yujun Wang, Ruichun Yang, Ranran Huo, Xiaoyan Xu, Ting Zhou, Xiaochen Dong
Summary: The use of machine learning to predict the performance of specific adsorbents in phosphate adsorption shows great promise in saving time and revealing underlying mechanisms. However, the small size of the dataset and insufficient detailed information limits the model training process and the accuracy of results. To address this, the study employs a fuzzing strategy that replaces detailed numeric information with descriptive text messages on the physiochemical properties of adsorbents. This strategy allows the recovery of discarded samples with limited information, leading to accurate prediction of adsorption amount, capacity, and kinetics. The study also finds that phosphate uptake by adsorbents is generally through physisorption, with some involvement of chemisorption. The framework established in this study provides a practical approach for quickly predicting phosphate adsorption performance in urgent scenarios, using easily accessible information.
CHEMICAL ENGINEERING JOURNAL
(2024)
Article
Engineering, Environmental
Paula Alejandra Lamprea Pineda, Joren Bruneel, Kristof Demeestere, Lisa Deraedt, Tex Goetschalckx, Herman Van Langenhove, Christophe Walgraeve
Summary: This study evaluates the use of four esterified fatty acids and three vegetable oils as absorption liquids for hydrophobic VOCs. The experimental results show that isopropyl myristate is the most efficient liquid for absorbing the target VOCs.
CHEMICAL ENGINEERING JOURNAL
(2024)