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Molecular Mechanism and Molecular Design of Lubricating Oil Antioxidants 被引量:1
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作者 Su Shuo Long Jun +2 位作者 Duan Qinghua Zhou Han Zhao Yi 《China Petroleum Processing & Petrochemical Technology》 SCIE CAS CSCD 2024年第2期135-145,共11页
To overcome the limitations of traditional experimental“trial and error”methods in lubricant additive design,a new molecular design method based on molecular structure parameters is established here.The molecular me... To overcome the limitations of traditional experimental“trial and error”methods in lubricant additive design,a new molecular design method based on molecular structure parameters is established here.The molecular mechanism of the antioxidant reaction of hindered phenol,diphenylamine,and alkyl sulfide are studied via molecular simulations.Calculation results show that the strong electron-donating ability and high hydrogen-donating activity of the antioxidant molecule and the low hydrogen-abstracting activity of free radicals formed after dehydrogenation are the internal molecular causes of the shielding of phenol and diphenylamine from scavenging peroxy free radicals,and the strong electron-donating ability is the internal molecular cause of the high activity of thioether in decomposing alkyl hydrogen peroxide.Based on this antioxidant molecular mechanism,a molecular design rule of antioxidant is proposed,namely“high EHOMO,large Q(S),low bond dissociation energy BDE(O—H)and BDE(N—H)”.Two new antioxidants,PAS-I and PAS-II,are designed and prepared by chemical bonding of hindered phenol,diphenylamine,and sulfur atoms.Experimental results show that these antioxidants both have excellent antioxidant effects in lubricating oil,and that PAS-II is the superior antioxidant,consistent with theoretical predictions. 展开更多
关键词 lubricating oil ANTIOXIDANT molecular mechanism molecular design antioxidant performance
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Phase Engineering of MXene Derivatives Via Molecular Design for High-Rate Sodium-Ion Batteries
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作者 Hui Zhang Xingwu Zhai +10 位作者 Xin Cao Zhihao Liu Xinfeng Tang Zhihong Hu Hang Wang Zhandong Wang Yang Xu Wei He Wei Zheng Min Zhou Zheng Ming Sun 《Energy & Environmental Materials》 SCIE EI CAS CSCD 2024年第5期122-130,共9页
Since 2019,research into MXene derivatives has seen a dramatic rise;further progress requires a rational design for specific functionality.Herein,through a molecular design by selecting suitable functional groups in t... Since 2019,research into MXene derivatives has seen a dramatic rise;further progress requires a rational design for specific functionality.Herein,through a molecular design by selecting suitable functional groups in the MXene coating,we have implemented the dual N doping of the derivatives,nitrogen-doped TiO_(2)@nitrogen-doped carbon nanosheets(N-TiO_(2)@NC),to strike a balance between the active anatase TiO_(2)at low temperatures,and carbon activation at high temperatures.The NH_(3)reduction environment generated at 400℃as evidenced by the in situ pyrolysis SVUV-PIMS process is crucial for concurrent phase engineering.With both electrical conductivity and surface Na+availability,the N-TiO_(2)@NC achieves higher interface capacitive-like sodium storage with long-term stability.More than 100 mAh g^(-1)is achieved at 2 A g^(-1)after 5000 cycles.The proposed design may be extended to other MXenes and solidify the growing family of MXene derivatives for energy storage. 展开更多
关键词 high-rate sodium-ion batteries molecular design MXene derivative phase engineering
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Molecular Design and Electronic Structure Investigation of Novel Nitrogen Heteroatom 2-β-Naphthylbenzoxazoles
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作者 孙京国 冯玉玲 姚国伟 《Journal of Beijing Institute of Technology》 EI CAS 2002年第3期280-284,共5页
For the aim of finding new available functional materials, a series of nitrogen heteroatom 2 β naphthylbenzoxazole molecules were designed based on the experiment and theoretical studies of 2 β naphthylb... For the aim of finding new available functional materials, a series of nitrogen heteroatom 2 β naphthylbenzoxazole molecules were designed based on the experiment and theoretical studies of 2 β naphthylbenzoxazole molecule. Geometry optimization of the 2 β naphthylbenzoxazole was carried out by using Hyperchem Molecular Mechanics plus MM+. The planar molecular structure was obtained. The quantum chemistry calculating method PPP SCF CI, which is specially available to treat electron spectrum, was applied to investigate each novel designed molecules. Their electronic structures were analyzed in detail, it shows that total π electron energy decreased linearly with the number of replaced nitrogen. Single nitrogen atom located in benzoxazole ring or naphthalene ring results in contrary changes of level difference of FMO; multiple nitrogen atoms located in different molecular positions will lead to polarization of extremum in the level difference of FMO; and 5 nitrogen heteroatoms reach the culmination. Considering other electronic structure information, some favorable designed molecules were identified. 展开更多
关键词 naphthylbenzoxazole molecular design MM+ PPP SCF CI electronic structure
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Binding Mechanism and Molecular Design of Benzimidazole/Benzothiazole Derivatives as Potent Abl T3151 Mutant Inhibitors 被引量:1
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作者 林伟聪 谭社培 +3 位作者 周盛福 郑晓杰 吴文娟 郑康成 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2017年第4期429-442,I0001,I0002,共16页
Despite the efficacy of imatinib therapy in chronic myelogenous leukemia, the development of drug-resistant Abl mutants, especially the most difficult overcoming T3151 mutant, makes the search for new Abl T3151 inhibi... Despite the efficacy of imatinib therapy in chronic myelogenous leukemia, the development of drug-resistant Abl mutants, especially the most difficult overcoming T3151 mutant, makes the search for new Abl T3151 inhibitors a very interesting challenge in medicinal chem- istry. In this work, a multistep computational framework combining the three dimensional quantitative structure-activity relationship (3D-QSAR), molecular docking, molecular dy- namics (MD) simulation and binding free energy calculation, was performed to explore the structural requirements for the Abl T315I activities of benzimidazole/benzothiazole derivatives and the binding mechanism between the inhibitors and Abl T315I. The established 3D-QSAR models exhibited satisfactory internal and external predictability. Docking study elucidated the comformations of compounds and the key amino acid residues at the binding pocket, which were confirmed by MD simulation. The binding free energies correlated well with the experimental activities. The MM-GBSA energy decomposition revealed that the van der Waals interaction was the major driving force for the interaction between the ligands and Abl T3151. The hydrogen bond interactions between the inhibitors and Met318 also played an important role in stablizing the binding of compounds to Abl T315I. Finally, four new compounds with rather high Abl T3151 activities were designed and presented to experimenters for reference. 展开更多
关键词 Abl T315I mutant inhibitor Benzimidazole/benzothiazole derivative Three dimensional quantitative structure-activity relationship Docking study molecular dynamics simulation molecular design
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Molecular design, synthesis strategies and recent advances of hydrogels for wound dressing applications 被引量:6
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作者 Dan Zeng Shihong Shen Daidi Fan 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2021年第2期308-320,共13页
With the changes in the modern disease spectrum,pressure ulcers,diabetic feet,and vascular-derived diseases caused refractory wounds is increasing rapidly.The development of wound dressings has partly improved the eff... With the changes in the modern disease spectrum,pressure ulcers,diabetic feet,and vascular-derived diseases caused refractory wounds is increasing rapidly.The development of wound dressings has partly improved the effect of wound management.However,traditional wound dressings can only cover the wound and block bacteria,but are generally powerless to recurrent wound infection and tissue healing.There is an urgent need to develop a new type of wound dressing with comprehensive performance to achieve multiple effects such as protecting the wound site from the external environment,absorbing wound exudate,anti-inflammatory,antibacterial,and accelerating wound healing process.Hydrogel wound dressings have the aforementioned characteristics,and can keep the wound in a moist environment because of the high water content,which is an ideal choice for wound treatment.This review introduces the wound healing process and the development and performance advantages of hydrogel wound dressings.The choice of different preparation materials gives the particularities of different hydrogel wound dressings.It also systematically explains the main physical and chemical crosslinking methods for hydrogel synthesis.Besides,in-depth discussion of four typical hydrogel wound dressings including double network hydrogels,nanocomposite hydrogels,drug-loaded hydrogels and smart hydrogels fully demonstrates the feasibility of developing hydrogels as wound dressing products and their future development trends. 展开更多
关键词 HYDROGELS Wound dressing molecular design Crosslinked networks Biomedical applications
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Molecular design,synthesis and biological activities of amidines as new ketol-acid reductoisomerase inhibitors 被引量:3
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作者 Bao Lei Wang Yong Hong Li Jian Guo Wang Yi Ma Zheng Ming Li 《Chinese Chemical Letters》 SCIE CAS CSCD 2008年第6期651-654,共4页
Diamidine (A) was identified in our in vitro bio-assay as a possible inhibitor of ketol-acid reductoisomerase (KARI) from the ACD database search based on the known three-dimensional crystal structure of KARI. An ... Diamidine (A) was identified in our in vitro bio-assay as a possible inhibitor of ketol-acid reductoisomerase (KARI) from the ACD database search based on the known three-dimensional crystal structure of KARI. An investigation on interaction of A on KARI active sites, led to the design and synthesis of 15 novel monoamidines. Some of those showed better biological activity than A on rice KARI (in vitro) and in greenhouse herbicidal tests (in vivo). The structure-biological activity relationship was investigated, which provides valuable information to further study of potential KARI inhibitors. 展开更多
关键词 KARL molecular design SYNTHESIS Biological activity
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Molecular Design of Conjugated Small Molecule Nanoparticles for Synergistically Enhanced PTT/PDT 被引量:4
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作者 Wei Shao Chuang Yang +5 位作者 Fangyuan Li Jiahe Wu Nan Wang Qiang Ding Jianqing Gao Daishun Ling 《Nano-Micro Letters》 SCIE EI CAS CSCD 2020年第11期25-38,共14页
Simultaneous photothermal therapy(PTT)and photodynamic therapy(PDT)is beneficial for enhanced cancer therapy due to the synergistic effect.Conventional materials developed for synergistic PTT/PDT are generally multico... Simultaneous photothermal therapy(PTT)and photodynamic therapy(PDT)is beneficial for enhanced cancer therapy due to the synergistic effect.Conventional materials developed for synergistic PTT/PDT are generally multicomponent agents that need complicated preparation procedures and be activated by multiple laser sources.The emerging monocomponent diketopyrrolopyrrole(DPP)-based conjugated small molecular agents enable dual PTT/PDT under a single laser irradiation,but suffer from low singlet oxygen quantum yield,which severely restricts the therapeutic efficacy.Herein,we report acceptor-oriented molecular design of a donor-acceptor-donor(D-A-D)conjugated small molecule(IID-ThTPA)-based phototheranostic agent,with isoindigo(IID)as selective acceptor and triphenylamine(TPA)as donor.The strong D-A strength and narrow singlet-triplet energy gap endow IID-ThTPA nanoparticles(IID-ThTPA NPs)high mass extinction coefficient(18.2 L g^-1 cm^-1),competitive photothermal conversion efficiency(35.4%),and a dramatically enhanced singlet oxygen quantum yield(84.0%)comparing with previously reported monocomponent PTT/PDT agents.Such a high PTT/PDT performance of IID-ThTPA NPs achieved superior tumor cooperative eradicating capability in vitro and in vivo. 展开更多
关键词 molecular design Isoindigo Conjugated small molecule nanoparticles Singlet-triplet energy gap Synergistic PTT/PDT
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INTERFACIAL MOLECULAR DESIGN OF A RIGID- PARTICLE TOUGHENED POLYAMIDE 6 COMPOSITE 被引量:1
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作者 欧玉春 于中振 +1 位作者 冯宇鹏 方晓萍 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 1993年第1期31-37,共7页
The effects of interfacial modifier on the mechanical properties of kaolin-filled polyamide 6 (PA6) have been studied. The interracial interaction between polyamide 6 and kaolin has been character ized by means of inf... The effects of interfacial modifier on the mechanical properties of kaolin-filled polyamide 6 (PA6) have been studied. The interracial interaction between polyamide 6 and kaolin has been character ized by means of infrared spectroscopy (IR) and scanning electron microscopy (SEM). The results show that the role of the interracial modifier lies in forming an elastic interlayer with good adhesion between kaolin and PA 6. A composite with high impact strength, high tensile strength and high elastic modulus can be obtained by inserting the elastic interfacial modifier into the rigid-particle-filled polymer system. 展开更多
关键词 INTERFACE KAOLIN TOUGHNESS Interfacial molecular design Polyamide 6
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Molecular design towards two-dimensional electron acceptors for efficient non-fullerene solar cells 被引量:1
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作者 Yan Liu Zixian Liu +5 位作者 Zhicheng Hu Yuanying Liang Zhenfeng Wang Zhongxin Chen Fei Huang Yong Cao 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2020年第12期190-198,共9页
Non-fullerene polymer solar cells(NF-PSCs) have gained wide attention recently. Molecular design of non-fullerene electron acceptors effectively promotes the photovoltaic performance of NF-PSCs. However,molecular elec... Non-fullerene polymer solar cells(NF-PSCs) have gained wide attention recently. Molecular design of non-fullerene electron acceptors effectively promotes the photovoltaic performance of NF-PSCs. However,molecular electron acceptors with 2-dimensional(2 D) configuration and conjugation are seldom reported.Herein, we designed and synthesized a series of novel 2 D electron acceptors for efficient NF-PSCs. With rational optimization on the conjugated moieties in both vertical and horizontal direction, these 2 D electron acceptors showed appealing properties, such as good planarity, full-spectrum absorption, high absorption extinction coefficient, and proper blend morphology with donor polymer. A high PCE of 9.76%was achieved for photovoltaic devices with PBDB-T as the donor and these 2 D electron acceptors. It was also found the charge transfer between the conjugated moieties in two directions of these 2 D molecules contributes to the utilization of absorbed photos, resulting in an exceptional EQE of 87% at 730 nm. This work presents rational design guidelines of 2 D electron acceptors, which showed great promise to achieve high-performance non-fullerene polymer solar cells. 展开更多
关键词 Two-dimensional molecules Perylene diimide Electron acceptors molecular design Non-fullerene solar cells
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A Property Based Approach for Simultaneous Process and Molecular Design 被引量:1
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作者 Fadwa Tahra Eljack Charles Conrad Solvason +1 位作者 Nishanth Chemmangattuvalappil Mario Richard Eden 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2008年第3期424-434,共11页
In this work, property clustering techniques and group contribution methods are combined to enable simultaneous consideration of process performance requirements and molecular property constraints. Using this methodol... In this work, property clustering techniques and group contribution methods are combined to enable simultaneous consideration of process performance requirements and molecular property constraints. Using this methodology, the process design problem is solved to identify the property targets corresponding to the desired process performance. A significant advantage of the developed methodology is that for problems that can be satisfactorily described by only three properties, the process and molecular design problems can be simultaneously solved visually on a ternary diagram, irrespective of how many molecular fragments are included in the search space. On the ternary cluster diagram, the target properties are represented as individual points if given as discrete values or as a region if given as intervals. The structure and identity of candidate components is then identified by combining or "mixing" molecular fragments until the resulting properties match the targets. 展开更多
关键词 property integration group contribution process and molecular design
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Molecular Design and Electronic Structure of Polynuclear Rare Earth Complexes and Clusters
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作者 徐光宪 高松 +2 位作者 黎乐民 吴瑾光 黄春辉 《Journal of Rare Earths》 SCIE EI CAS CSCD 1991年第4期241-247,共7页
Studies on the electronic structure,molecular design,syntheses of some novel series of tetranuclear rare earth complexes in our laboratory have been reviewed.Spin-unrestricted localized INDO method was used to calcula... Studies on the electronic structure,molecular design,syntheses of some novel series of tetranuclear rare earth complexes in our laboratory have been reviewed.Spin-unrestricted localized INDO method was used to calculate the electronic structure and the chemical bonding in the typical rare earth cluster Sc[Sc_6Cl_(12)Co]was discussed. 展开更多
关键词 molecular design Electronic structure Rare earths Polynuclear complexes CLUSTERS INDO
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Receptor-based Molecular Designs of DABO Derivatives as HIV-1 Non-nucleoside Reverse Transcriptase Inhibitors
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作者 闫宁 梅虎 +4 位作者 李建 孙家英 王琴 谢江安 吕娟 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 2011年第3期390-400,共11页
A series of 46 dihydro-alkoxy-benzyl-oxopyrimidines (DABOs), a class of highly potent non-nucleoside reverse transcriptase inhibitors (NNRTIs), was studied by molecular docking followed by comparative molecular fi... A series of 46 dihydro-alkoxy-benzyl-oxopyrimidines (DABOs), a class of highly potent non-nucleoside reverse transcriptase inhibitors (NNRTIs), was studied by molecular docking followed by comparative molecular field analysis (CoMFA) and comparative molecular similarity index analysis (CoMSIA). The results showed that the H-bonding interactions between the C=O and NH of the pyrimidine ring and Lys101, hydrophobic interactions between R, R1, X sites of ligands and neighboring amino acid residuals, and the electrostatic interactions between ligands and His235 and Lys101 residues were the dominant factors affecting the binding affinities. Based on an optimal docking conformation, 3D-QSAR models of 46 DABO derivatives were developed. The r^2 and cross-validated r^2 (q^2) of an optimal CoMSIA model were 0.862 and 0.532, respectively. Based on the QSAR studies, 9 new compounds were designed by the method of LeapFrog. The binding energies and docking scores (GScore) of 9 new compounds were better than that of a template molecule with the highest observed activity. The results showed that the molecular designs of DABOs should be focused on the hydrophobic interactions with the bottom of the binding pocket as well as van der Waals interactions with the entrance of binding pocket. 展开更多
关键词 molecular docking COMFA COMSIA DABOs NNRTIS molecular design
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Quantum chemical aided molecular design of ionic liquids as green electrolytes for electrodeposition of active metals 被引量:1
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作者 田国才 周雪娇 +1 位作者 李坚 华一新 《中国有色金属学会会刊:英文版》 EI CSCD 2009年第6期1639-1644,共6页
Quantum chemical calculation was used to estimate the reduction potentials of 25 organic cations and the oxidation potentials of 11 anions.This information was used to select promising cations and anions for the prepa... Quantum chemical calculation was used to estimate the reduction potentials of 25 organic cations and the oxidation potentials of 11 anions.This information was used to select promising cations and anions for the preparation of ionic liquids as green electrolytes for electrodeposition of active metals.The reasonable linear correlations between the lowest unoccupied molecular orbital(LUMO)energies and the reduction potentials of cations,and the linear relationships between the oxidation potentials and the highest occupied molecular orbital(HOMO)energies of anions were obtained.The orders of electrochemical stability for cations and anions being obtained agree well with the experimental measurements.The suitable ionic liquids with sufficiently wide electrochemical windows for electrodeposition of active metals are suggested to be[Emim]NTf2,[Bmim]NTf2,[Bmim]BF4, [Bmim]PF6,[Bmim]CTf3,[Emim]BF4,[Emim]PF6,[Emim]CTf3.. 展开更多
关键词 量子化学计算 液体电解质 金属离子 计算机辅助 分子设计 电活性 氧化还原电位 有机阳离子
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Computer-aided molecular design and optimization of potent inhibitors disrupting APC-Asef interaction
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作者 Xuefei Wang Zeqian Du +8 位作者 Yuegui Guo Jie Zhong Kun Song Junyuan Wang Jianqiang Yu Xiuyan Yang Chen-Ying Liu Ting Shi Jian Zhang 《Acta Pharmaceutica Sinica B》 SCIE CAS CSCD 2024年第6期2631-2645,共15页
Colorectal cancer(CRC)is the second leading cause of cancer mortality worldwide.At initial diagnosis,approximately 20%of patients are diagnosed with metastatic CRC(mCRC).Although the APC-Asef interaction is a well-est... Colorectal cancer(CRC)is the second leading cause of cancer mortality worldwide.At initial diagnosis,approximately 20%of patients are diagnosed with metastatic CRC(mCRC).Although the APC-Asef interaction is a well-established target for mCRC therapy,the discovery and development of effective and safe drugs for mCRC patients remains an urgent and challenging endeavor.In this study,we identified a novel structural scaffold based on MAI inhibitors,the first-in-class APC-Asef inhibitors we reported previously.ONIOM model-driven optimizations of the N-terminal cap and experimental evaluations of inhibitory activity were performed,and 24-fold greater potency was obtained with the best inhibitor compared to the parental compound.In addition,the cocrystal structure validated that the two-layerπ-πstacking interactions were essential for inhibitor stabilization in the bound state.Furthermore,in vitro and in vivo studies have demonstrated that novel inhibitors suppressed lung metastasis in CRC by disrupting the APC-Asef interaction.These results provide an intrinsic structural basis to further explore drug-like molecules for APC-Asef-mediated CRC therapy. 展开更多
关键词 APC-Asef PEPTIDOMIMETIC Computer-aided molecular design ONIOM model π-πstacking Metastatic colorectal cancer
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Molecular design for enhanced spin transport in molecular semiconductors
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作者 Tingting Yang Yang Qin +1 位作者 Xianrong Gu Xiangnan Sun 《Nano Research》 SCIE EI CSCD 2023年第12期13457-13473,共17页
Molecular semiconductors(MSCs),characterized by a longer spin lifetime than most of other materials due to their weak spin relaxation mechanisms,especially at room temperature,together with their abundant chemical tai... Molecular semiconductors(MSCs),characterized by a longer spin lifetime than most of other materials due to their weak spin relaxation mechanisms,especially at room temperature,together with their abundant chemical tailorability and flexibility,are regarded as promising candidates for spintronic applications.Molecular spintronics,as an emerging subject that utilizes the unique properties of MSCs to study spin-dependent phenomena and properties,has attracted wide attention.In molecular spintronic devices,MSCs play the role as medium for information transport,process,and storage,in which the efficient spin inject–transport process is the prerequisite.Herein,we focus mainly on summarizing and discussing the recent advances in theoretical principles towards spin transport of MSCs in terms of the injection of spin-polarized carriers through the ferromagnetic metal/MSC interface and the subsequent transport within the MSC layer.Based on the theoretical progress,we cautiously present targeted design strategies of MSCs that contribute to the optimization of spin-transport efficiency and give favorable approaches to exploring accessional possibilities of spintronic materials.Finally,challenges and prospects regarding current spin transport are also presented,aiming to promote the development and application of the rosy and energetic field of molecular spintronics. 展开更多
关键词 molecular spintronics molecular semiconductors spin transport spin injection molecular design
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Design method of extractant for liquid-liquid extraction based on elements and chemical bonds
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作者 Yuwen Wei Chunling Zhang +4 位作者 Yue Zhang Lili Wang Li Xia Xiaoyan Sun Shuguang Xiang 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2024年第4期193-202,共10页
In the petrochemical industry process, the relative volatility between the components to be separated is close to one or the azeotrope that systems are difficult to separate. Liquid-liquid extraction is a common and e... In the petrochemical industry process, the relative volatility between the components to be separated is close to one or the azeotrope that systems are difficult to separate. Liquid-liquid extraction is a common and effective separation method, and selecting an extraction agent is the key to extraction technology research. In this paper, a design method of extractants based on elements and chemical bonds was proposed. A knowledge-based molecular design method was adopted to pre-select elements and chemical bond groups. The molecules were automatically synthesized according to specific combination rules to avoid the problem of “combination explosion” of molecules. The target properties of the extractant were set, and the extractant meeting the requirements was selected by predicting the correlation physical properties of the generated molecules. Based on the separation performance of the extractant in liquid-liquid extraction and the relative importance of each index, the fuzzy comprehensive evaluation membership function was established, the analytic hierarchy process determined the mass ratio of each index, and the consistency test results were passed. The results of case study based on quantum chemical analysis demonstrated that effective determination of extractants for the analysis of benzene-cyclohexane systems. The results unanimously prove that the method has important theoretical significance and application value. 展开更多
关键词 molecular design Element and chemical bonds molecular simulation THERMODYNAMICS Solvent extraction
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Machine-Learning-Assisted Design of Deep Eutectic Solvents Based on Uncovered Hydrogen Bond Patterns
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作者 Usman L.Abbas Yuxuan Zhang +4 位作者 Joseph Tapia Selim Md Jin Chen Jian Shi Qing Shao 《Engineering》 SCIE EI CAS CSCD 2024年第8期74-83,共10页
Non-ionic deep eutectic solvents(DESs)are non-ionic designer solvents with various applications in catalysis,extraction,carbon capture,and pharmaceuticals.However,discovering new DES candidates is challenging due to a... Non-ionic deep eutectic solvents(DESs)are non-ionic designer solvents with various applications in catalysis,extraction,carbon capture,and pharmaceuticals.However,discovering new DES candidates is challenging due to a lack of efficient tools that accurately predict DES formation.The search for DES relies heavily on intuition or trial-and-error processes,leading to low success rates or missed opportunities.Recognizing that hydrogen bonds(HBs)play a central role in DES formation,we aim to identify HB features that distinguish DES from non-DES systems and use them to develop machine learning(ML)models to discover new DES systems.We first analyze the HB properties of 38 known DES and 111 known non-DES systems using their molecular dynamics(MD)simulation trajectories.The analysis reveals that DES systems have two unique features compared to non-DES systems:The DESs have①more imbalance between the numbers of the two intra-component HBs and②more and stronger inter-component HBs.Based on these results,we develop 30 ML models using ten algorithms and three types of HB-based descriptors.The model performance is first benchmarked using the average and minimal receiver operating characteristic(ROC)-area under the curve(AUC)values.We also analyze the importance of individual features in the models,and the results are consistent with the simulation-based statistical analysis.Finally,we validate the models using the experimental data of 34 systems.The extra trees forest model outperforms the other models in the validation,with an ROC-AUC of 0.88.Our work illustrates the importance of HBs in DES formation and shows the potential of ML in discovering new DESs. 展开更多
关键词 Machine learning Deep eutectic solvents molecular dynamics simulations Hydrogen bond molecular design
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Molecular engineering binuclear copper catalysts for selective CO_(2) reduction to C_(2) products
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作者 Qi Zhao Kai Lei +2 位作者 Bao Yu Xia Rachel Crespo-Otero Devis Di Tommaso 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2024年第6期166-173,I0005,共9页
Molecular copper catalysts serve as exemplary models for correlating the structure-reaction-mechanism relationship in the electrochemical CO_(2) reduction(eCO_(2)R),owing to their adaptable environments surrounding th... Molecular copper catalysts serve as exemplary models for correlating the structure-reaction-mechanism relationship in the electrochemical CO_(2) reduction(eCO_(2)R),owing to their adaptable environments surrounding the copper metal centres.This investigation,employing density functional theory calculations,focuses on a novel family of binuclear Cu molecular catalysts.The modulation of their coordination configuration through the introduction of organic groups aims to assess their efficacy in converting CO_(2) to C_(2)products.Our findings highlight the crucial role of chemical valence state in shaping the characteristics of binuclear Cu catalysts,consequently influencing the eCO_(2)R behaviour,Notably,the Cu(Ⅱ)Cu(Ⅱ)macrocycle catalyst exhibits enhanced suppression of the hydrogen evolution reaction(HER),facilitating proton trans fer and the eCO_(2)R process.Fu rthermore,we explo re the impact of diverse electro n-withdrawing and electron-donating groups coordinated to the macrocycle(R=-F,-H,and-OCH_3)on the electron distribution in the molecular catalysts.Strategic placement of-OCH_3 groups in the macrocycles leads to a favourable oxidation state of the Cu centres and subsequent C-C coupling to form C_(2) products.This research provides fundamental insights into the design and optimization of binuclear Cu molecular catalysts for the electrochemical conversion of CO_(2) to value-added C_(2) products. 展开更多
关键词 molecular catalyst design Selective CO_(2)reduction C_(2)products Density functional theory calculations
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Toward Rational and Modular Molecular Design in Soft Matter Engineering 被引量:3
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作者 张文彬 程正迪 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 2015年第6期797-797,798-814,共18页
This essay discusses some preliminary thoughts on the development of a rational and modular approach for molecular design in soft matter engineering and proposes ideas of structural and functional synthons for advance... This essay discusses some preliminary thoughts on the development of a rational and modular approach for molecular design in soft matter engineering and proposes ideas of structural and functional synthons for advanced functional materials. It echoes the Materials Genome Initiative by practicing a tentative retro-functional analysis (RFA) scheme. The importance of hierarchical structures in transferring and amplifying molecular functions into macroscopic properties is recognized and emphasized. According to the role of molecular segments in final materials, there are two types of building blocks: structural synthon and functional synthon. Guided by a specific structure for a desired function, these synthons can be modularly combined in various ways to construct molecular scaffolds. Detailed molecular structures are then deduced, designed and synthesized precisely and modularly. While the assembled structure and property may deviate from the original design, the study may allow further refinement of the molecular design toward the target function, The strategy has been used in the development of soft fullerene materials and other giant molecules. There are a few aspects that are not yet well addressed: (1) function and structure are not fully decoupled and (2) the assembled hierarchical structures are sensitive to secondary interactions and molecular geometries across different length scales. Nevertheless, the RFA approach provides a starting point and an alternative thinking pathway by provoking creativity with considerations from both chemistry and physics. This is particularly useful for engineering soft matters with supramolecular lattice formation, as in giant molecules, where the synthons are relatively independent of each other. 展开更多
关键词 molecular design Materials genome molecular nanoparticles Soft matter Synthon.
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CoMFA Model of Anti-tumor Activity for Fluoroquinolon-3-yl s-Triazole Sulfide-ketone Derivatives and Implications for Molecular Design 被引量:5
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作者 FENG Hui FENG Chang-Jun 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 2021年第6期703-710,683,共9页
Comparative molecular field analysis(CoMFA)techniques were used to perform three-dimensional quantitative structure-activity relationship(3D-QSAR)studies on the anti-tumor activity(pIH and pIC)of 28 fluoroquinolon-3-y... Comparative molecular field analysis(CoMFA)techniques were used to perform three-dimensional quantitative structure-activity relationship(3D-QSAR)studies on the anti-tumor activity(pIH and pIC)of 28 fluoroquinolon-3-yl s-triazole sulfide-ketone derivatives(FQTSDs)against two cancer cell lines,including human hepatoma Hep-3B cells and human pancreatic cancer Capan-1 cells.23 compounds were randomly selected as the training set to establish the prediction models,which were verified by the test set of 6 compounds containing template molecule.The obtained cross-validation(Rcv2)and non-cross-validation correlation coefficients(R2)of the CoMFA models were 0.477 and 0.850 for pIH,and 0.421 and 0.836 for pIC,respectively.The contributions of steric and electrostatic fields to pIH were determined to be 48.1%and 51.9%,and those to pIC were 49.4%and 50.6%,respectively.The CoMFA models were then used to predict the activities of the compounds in the training and testing sets,and the models had a strong stability and good predictability.Based on the 3D contour maps,four novel FQTSDs with a higher anti-tumor activity were designed.However,the effectiveness of these novel FQTSDs is still needed to be verified by experimental results. 展开更多
关键词 fluoroquinolon-3-yl s-triazole sulfide-ketone derivative anti-tumor activity 3D-QSAR comparative molecular field analysis molecular design
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