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Logical Volume Manager在Linux中的应用
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作者 罗炜 《中国电子商务》 2012年第19期58-58,共1页
LogicalVolumeManager(LVM)原先运用于IBMAIXUnix系统,是一种分配硬盘空间到逻辑卷的方法,这种方式比传统分区分配容易做容量的调整,它让众多硬盘结合,彷徘融为一体,是一种可动态调整文件系统容量的机制。
关键词 logical VolUllle MANAGER LVM LiflUX逻辑卷管理
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Algebraic insight into universal logic functions and implications for logical system modeling
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作者 Xiaobo Li Yongyi Yan +2 位作者 Jumei Yue Penglei Hao Shuaibing Zhang 《Control Theory and Technology》 2026年第1期143-155,共13页
This paper explores the algebraic essence of universal logic functions(ULFs)from an algebraic perspective.Under the framework of semi-tensor product of matrices,the“sequential nature”of ULFs is revealed.Utilizing th... This paper explores the algebraic essence of universal logic functions(ULFs)from an algebraic perspective.Under the framework of semi-tensor product of matrices,the“sequential nature”of ULFs is revealed.Utilizing the nature,a technique called universal transformation method is proposed,by which any ULF can be transformed into an equivalent expression with desired features that facilitate achieving specific objectives,such as modeling,analyzing and synthesizing universal logical systems.Furthermore,several useful logical operators are constructed in a mixed-dimensional situation,including power-raising operator,power-descending operator,erasure operator,and appending operator.Finally,these results are applied to model and analyze finite state machines and their networks,which demonstrate the practical value of the method and operators. 展开更多
关键词 logical systems Finite-valued systems Finite state machines Semi-tensor product of matrices Algebraic method Matrix approach STP approach
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PLC transition sequence identification based on logical reduction 被引量:1
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作者 Yue Luo Jianhong Ye +2 位作者 Jiazhong Zhou Jia Liu Linping Jiang 《Control Theory and Technology》 2025年第4期672-687,共16页
In industrial control systems,such as power transmission facilities and water treatment plants,Programmable Logic Controllers(PLCs)can work consistently and stably over long periods if there are no faults.Black-box id... In industrial control systems,such as power transmission facilities and water treatment plants,Programmable Logic Controllers(PLCs)can work consistently and stably over long periods if there are no faults.Black-box identification aims to automatically construct Petri net models with the help of I/O signals from PLC devices only.The main challenge is how to convert the infinitely long PLC signals into an event sequence,which is the foundation for subsequent modeling.The current algorithms are confronted with a number of challenges,including an exponential increase in the number of transitions,high time complexity,and susceptibility to noisy signals.To solve these problems,this paper proposes a new method for converting PLC signals into a transition sequence.The method is based on the principles of Boolean absorption law,which filters out noise information in the I/O signals.Then firing functions representing input–output causality are constructed from the filtered signals.Finally,the original signal sequence is traversed to generate a transition sequence.The experimental results show that these methods can rapidly identify a transition sequence.Compared to traditional methods,the proposed algorithms have polynomial time complexity. 展开更多
关键词 PLC Boolean logic Transition sequence Petri net
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The Problem of Logical Self-Circulation in Modern Scientific Theories and Its Resolution
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作者 CUI Weicheng LI Rong +1 位作者 PAN Lingli ZENG Lili 《Philosophy Study》 2025年第6期291-314,共24页
This paper adopts a meta-scientific method to point out that the three major obstacles hindering the formation of a unified system theory in modern science are inconsistent concepts,conflicting basic assumptions,and d... This paper adopts a meta-scientific method to point out that the three major obstacles hindering the formation of a unified system theory in modern science are inconsistent concepts,conflicting basic assumptions,and differences in the selection of mathematical languages.It focuses on the issue of“selection of basic assumptions/axioms”for in-depth research.The paper analyzes the widespread problem of logical self-circulation in core theories across multiple fields of modern science,arguing that this problem is also an important reason for theoretical stagnation and the inability to explain phenomena in depth,and may lead to consequences in practical applications.In response,the paper reflects on the limitations of revolutionary methods and proposes a generalization method as a solution.The core of this method is to inherit the reasonable parts of Newtonian mechanics,reconstruct the physical theory of complex systems based on the latest cognition,adhere to clear concepts,logical self-consistency,and unrefuted axioms,and select axioms based on the criterion of supporting the sustainable development of human society.Finally,it points out that future research can be conducted in three directions:interdisciplinary research,new perspectives in the philosophy of science,and optimization of the logical structure of theories,so as to promote the improvement and development of scientific theories. 展开更多
关键词 logical self-circulation metascience generalization method scientific theory basic assumption sustainable development
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Deep Embedding of Literature Logical Structure in LBL-RBL Pedagogy:A Novel Pathway to Enhance Thesis Proposal Competency in Neuropathophysiology Courses
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作者 Rongrong Mao Guangya He +1 位作者 Heng Tan Qian Wang 《Journal of Contemporary Educational Research》 2025年第7期48-55,共8页
Graduate students universally struggle with vague topics,insufficient innovation,and logical gaps in research proposals,highlighting the need for structured scientific training.This study presents an innovative pedago... Graduate students universally struggle with vague topics,insufficient innovation,and logical gaps in research proposals,highlighting the need for structured scientific training.This study presents an innovative pedagogical model embedding scholarly literature’s logical architecture into LBL-RBL hybrid teaching,implemented in Kunming Medical University’s Neuropathophysiology course.Targeting the complexity of neurological disease mechanisms,the course integrates lecture-based learning(LBL)and research-based learning(RBL)through a small-cohort framework featuring personalized literature-logic embedding→targeted lecture reinforcement→multi-round proposal iteration.Faculty deconstructed domain literature to establish a three-phase training system(“Logic Demonstration-Methodology Mapping-Proposal Embedding”),systematically merging academic logic with research methodology over 9 weeks.Results demonstrate that this problem-driven approach creates authentic scientific inquiry scenarios,activating student knowledge co-construction and collaborative exploration.It successfully enables dynamic competency progression through“cognitive deconstruction→methodological practice→proposal refinement,”significantly enhancing proposal rigor and innovation.This study offers a scalable dual-track solution for cultivating advanced scientific capabilities in medical graduate education. 展开更多
关键词 Literature logical structure LBL-RBL pedagogy Thesis proposal Neuropathophysiology Research competency cultivation
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Discrete and Topological Correspondence Theory for Modal MeetImplication Logic and Modal MeetSemilattice Logic in Filter Semantics
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作者 Fei Liang Zhiguang Zhao 《逻辑学研究》 2025年第3期25-66,共42页
In the present paper,we give a systematic study of the discrete correspondence the-ory and topological correspondence theory of modal meet-implication logic and moda1 meet-semilattice logic,in the semantics provided i... In the present paper,we give a systematic study of the discrete correspondence the-ory and topological correspondence theory of modal meet-implication logic and moda1 meet-semilattice logic,in the semantics provided in[21].The special features of the present paper include the following three points:the first one is that the semantic structure used is based on a semilattice rather than an ordinary partial order,the second one is that the propositional vari-ables are interpreted as filters rather than upsets,and the nominals,which are the“first-order counterparts of propositional variables,are interpreted as principal filters rather than principal upsets;the third one is that in topological correspondence theory,the collection of admissi-ble valuations is not closed under taking disjunction,which makes the proof of the topological Ackermann 1emma different from existing settings. 展开更多
关键词 topological correspondence theory SEMILATTICE modal meet implication logic modal meet semilattice logic discrete correspondence theory semantic structure propositional variables filter semantics
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Logic and Practice of Ideological and Political Thinking in Advanced Mathematics Courses
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作者 Yaxian Hao Keyan Liu 《Journal of Contemporary Educational Research》 2025年第6期42-49,共8页
As a fundamental course in science and engineering education at universities,advanced mathematics plays an irreplaceable role in cultivating students’logical thinking,scientific spirit,and comprehensive qualities.Int... As a fundamental course in science and engineering education at universities,advanced mathematics plays an irreplaceable role in cultivating students’logical thinking,scientific spirit,and comprehensive qualities.Integrating ideological and political education into advanced mathematics teaching is not only an inevitable requirement for achieving the goal of“three-dimensional and holistic education”but also a crucial path for promoting students’comprehensive development.This article delves into the necessary logic,practical possibilities,and real-world challenges of ideological and political education in advanced mathematics courses,systematically analyzing the implementation pathways and illustrating practical approaches through specific cases.Meanwhile,to address issues such as insufficient teacher capability,lagging resource development,disconnected instructional design,and inadequate evaluation mechanisms encountered during implementation,this article proposes practical improvement strategies.It aims to provide theoretical insights and practical guidance for the further advancement of ideological and political education in advanced mathematics courses. 展开更多
关键词 Advanced mathematics Curriculum ideology and politics logical framework Practical pathways
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Parental cognitive ability effects on children’s logical reasoning ability:The mediating role of academic expectation and the family environment
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作者 Qing Wang Haiyan Xu Xuhuan Wang 《Journal of Psychology in Africa》 2025年第4期497-503,共7页
This study investigated the relationship between parental cognitive ability and child logical reasoning ability,and the role of academic expectation and family environment in that relationship.Based on the 2020 China ... This study investigated the relationship between parental cognitive ability and child logical reasoning ability,and the role of academic expectation and family environment in that relationship.Based on the 2020 China Family Panel Studies(CFPS)data,1491 children(girls ratio=53.78%;average grade=6.023 years,school grade standard deviation=1.825 years).Results following multiple regression model(OLS)show that the higher the parental cognitive ability,the higher the children’s logical reasoning ability.Secondly,parental academic expectation serves as a mediator between their cognitive ability and children’s logical reasoning ability for higher logical reasoning by children.Third,a possible family environment acts as a mediator in the relationship between parents’cognitive ability and children’s logical reasoning ability to be higher.We conclude from thesefindings that parents with high cognitive abilities can enhance their children’s logical reasoning skills not only by setting higher academic expectations,but also by cultivating a supportive family environment.Thesefindings imply a need for intervention to improve family quality of life to enhance children’s thinking abilities to optimize their academic learning. 展开更多
关键词 parental cognitive ability children’s logical reasoning ability academic expectation family environment intermediary role
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Logically ordered control of organic room-temperature long-lived supramolecular luminophors
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作者 Xinhui Fan Yonghao Fan +10 位作者 Yuli Dang Puhui Xie Xin Li Zhanqi Cao Song Jiang Lijie Liu Xin Zheng Lixia Xie Caoyuan Niu Guoxing Liu Yong Chen 《Chinese Chemical Letters》 2025年第8期303-308,共6页
Herein,a ternary supramolecular assembly(BPP-BQ?CB[8]-SCD)is successfully constructed by a bromophenylpyridine-tethered-bromoisoquinoline(BPP-BQ),cucurbit[8]uril(CB[8])and sulfonatedβ-cyclodextrin(SCD)via successive ... Herein,a ternary supramolecular assembly(BPP-BQ?CB[8]-SCD)is successfully constructed by a bromophenylpyridine-tethered-bromoisoquinoline(BPP-BQ),cucurbit[8]uril(CB[8])and sulfonatedβ-cyclodextrin(SCD)via successive assembling way,exhibiting progressively enhanced green roomtemperature phosphorescence(RTP).The self-aggregates of BPP-BQ?CB[8]-SCD accommodate an energy acceptor rhodamine B(Rh B)to form a light-harvesting system(BPP-BQ?CB[8]-SCD@Rh B)with further enhanced yellow long-lifetime luminescence with large Stokes shift based on triplet-singlet F?rster resonance energy transfer(TS-FRET).Crucially,the introduction of a photoactive diarylethene achieves the long-lived photoluminescence of BPP-BQ?CB[8]-SCD@Rh B to be switched with the efficiency of up to98%through logically ordered lowering/enhancing RTP performance of the energy donor and intercepting/restoring TS-FRET pathway,when stimulated by host-vip competition and light illumination in sequence.Moreover,BPP-BQ?CB[8]-SCD@Rh B is evenly doped into polyvinyl alcohol or polyacrylamide to obtain high-performance luminescent films with long afterglow.The abovementioned logically ordered stimulus-switched long-lived emission enables the light-harvesting system in both solution and solid state to be applied in high-security-level information encryption and transformation,and anticounterfeiting. 展开更多
关键词 Supramolecular chemistry logically ordered control Long-lived luminescentswitch TS-FRET Stepwise assembly RTP
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负载离子液体型CuNiZn催化剂高效催化二甘醇合成吗啉
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作者 杨福贵 邹昀 +2 位作者 宋宁 黄克磊 童张法 《化工进展》 北大核心 2026年第1期258-269,共12页
铜基催化剂在催化醇转化为胺过程中表现出较高的活性,但其在高温条件下容易发生烧结。为了提高催化剂的稳定性和选择性,本文提出离子液体选择性溶解-静电稳定协同策略,设计了一种新型金属负载型催化剂,用于二甘醇氨解环化合成吗啉。基于... 铜基催化剂在催化醇转化为胺过程中表现出较高的活性,但其在高温条件下容易发生烧结。为了提高催化剂的稳定性和选择性,本文提出离子液体选择性溶解-静电稳定协同策略,设计了一种新型金属负载型催化剂,用于二甘醇氨解环化合成吗啉。基于COSMOS Logic筛选优化离子液体溶解度参数,通过物理吸附涂覆实现二甘醇快速吸附与吗啉定向脱附,有效抑制二甘醇和吗啉在催化剂表面的进一步反应。同时,利用离子液体中阴阳离子(如四甲基铵/乙酸根)的电子修饰作用有效抑制了金属原子的聚集,提升了金属分散度并增加了金属-金属键形成热力学障碍,从而显著提高了催化剂的稳定性。结果表明,负载四甲基醋酸铵的[N_(1111)]-CuNiZn/Al_(2)O_(3)催化剂表现出优异的催化性能,吗啉收率可达94.29%,较CuNiZn/Al_(2)O_(3)和商业OA-3催化剂分别提升13.78百分点和5.66百分点;连续反应50h后,初始二甘醇转化率下降幅度小于3%,表现出优异的稳定性。该研究为离子液体辅助催化剂设计及吗啉高效合成提供了新思路。 展开更多
关键词 离子液体 催化剂 优化设计 吗啉 静电稳定 COSMOS Logic
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Array-enhanced Logical Stochastic Resonance in Coupled Bistable Systems 被引量:1
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作者 吴昊 江慧军 侯中怀 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2012年第1期70-76,I0004,共8页
We investigate the impact of coupling on the reliability of the logic system as well as the logical stochastic resonance (LSR) phenomenon in the coupled logic gates system. It is found that compared with single logi... We investigate the impact of coupling on the reliability of the logic system as well as the logical stochastic resonance (LSR) phenomenon in the coupled logic gates system. It is found that compared with single logic gate, the coupled system could yield reliable logic outputs in a much wider noise region, which means coupling can obviously improve the reliability of the logic system and thus enhance the LSR effect. Moreover, we find that the enhancement is larger for larger system size, whereas for large enough size the enhancement seems to be saturated. Finally, we also examine the effect of coupling strength, it can be observed that the noise region where reliable logic outputs can be obtained evolves non-monotonically as the coupling strength increases, displaying a resonance-like effect. 展开更多
关键词 Logic gate Noise COUPLING logical stochastic resonance
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Analysis of a Class of Logical Functions over Galois and Z_m Rings 被引量:1
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作者 陈卫红 曾洪杰 《Chinese Quarterly Journal of Mathematics》 CSCD 2002年第4期105-110,共6页
In this paper, the author analyzed some cryptographic properties of a class of logical functions, f(x,y)=(q(x),...,q(x))·y+h(x),over Galois rings and residue rings, presented the relationship between the characte... In this paper, the author analyzed some cryptographic properties of a class of logical functions, f(x,y)=(q(x),...,q(x))·y+h(x),over Galois rings and residue rings, presented the relationship between the character spectrum of f(x,y) and the character speetrum of q(x),h(x) and the relationship between the cryptographic properties of f(x,y) and the cryptographic properties of h(x). 展开更多
关键词 logical function character spectrum cryptographic properties
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Logical Effort理论在电路设计中的应用 被引量:1
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作者 金钊 《现代电子技术》 2007年第2期189-191,共3页
介绍了一种对于包含较长互连线的CMOS电路的优化方法,该方法是在Logical Effort理论基础上加入互联电阻模型得到的。这是一种简单的延迟模型,非常适合于快速而又有效的手工计算。有助于快速的预测电路的最小延迟,并以此优化电路的结构... 介绍了一种对于包含较长互连线的CMOS电路的优化方法,该方法是在Logical Effort理论基础上加入互联电阻模型得到的。这是一种简单的延迟模型,非常适合于快速而又有效的手工计算。有助于快速的预测电路的最小延迟,并以此优化电路的结构和逻辑门的尺寸。通过仿真证明了,当逻辑结构不是简单的反相器时,一样可以通过带互联电阻模型的Logical Effort模型得到简单的优化方案。 展开更多
关键词 logical EFFORT 深亚微米 延迟 逻辑门
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Logical-Structure Modeling for Conceptual Design
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作者 孙正兴 张福炎 《Journal of Southeast University(English Edition)》 EI CAS 2001年第1期59-65,共7页
Based on the definition of a logic structure feature to relate logically functional requirements to geometric representation independent upon detailed geometric representation, this paper presents an idea of logical s... Based on the definition of a logic structure feature to relate logically functional requirements to geometric representation independent upon detailed geometric representation, this paper presents an idea of logical structure modeling for computer aided conceptual design and makes attempt to establish a representation formalism of logic structure modeling. The definition and representation of logical structure feature are given and an assembly module definition for supporting top down conceptual design is also proposed. The proposed scheme contributes to several aspects of conceptual design research, especially to provide elementarily a formal methodology for computer aided conceptual design system development and operation. 展开更多
关键词 conceptual design function form transformation logic structure feature representation formalism
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A New Proposal for Scientific Standards:Modified Hilbert Axiomatic Standards and Dynamic Demarcation Criteria
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作者 CUI Weicheng 《Philosophy Study》 2026年第1期30-44,共15页
Defining science and demarcating it from pseudoscience are longstanding core issues in the philosophy of science.Hilbert’s traditional axiomatic standards(consistency,completeness,independence)struggle with modern co... Defining science and demarcating it from pseudoscience are longstanding core issues in the philosophy of science.Hilbert’s traditional axiomatic standards(consistency,completeness,independence)struggle with modern complex systems,while existing demarcation criteria like replicability and Popper’s falsificationism have practical limitations.Analyzing incompatibilities in complex systems,this paper proposes a revised framework:modified Hilbert axiomatic standards(clearly defined concepts,logical consistency,unrefuted axioms)and dynamic demarcation criteria.Abandoning unattainable traditional requirements of completeness and independence,it emphasizes conceptual clarity,openness,and progressiveness,offering an operational,self-consistent basis for judging scientificity. 展开更多
关键词 scientific standards axiomatic system demarcation problem logical consistency dynamic criteria
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Intelligent Reconfigurable Skyrmion-Based Multi-Port Logic Device for In-Memory Computing
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作者 Fuhao Zou Ziyuan Liu +3 位作者 Zijing Zhao Muhammad Humayun Chundong Wang Xiaolei Wang 《Chinese Physics Letters》 2026年第3期331-345,共15页
New electronic devices based on the physical properties of electrically driven skyrmions are promising for logic computing and nonvolatile memory applications.However,achieving efficient and practical compute-storage ... New electronic devices based on the physical properties of electrically driven skyrmions are promising for logic computing and nonvolatile memory applications.However,achieving efficient and practical compute-storage integration remains challenging owing to the structural complexity,limited functionality,and low flexibility observed in most skyrmion-based devices.In this study,we designed a novel device architecture that integrates seven basic logic gates into a unified physical structure.Their operation can be enabled by physical mechanisms,such as spin-orbit torque,spin-transfer torque,skyrmion-edge repulsions,and skyrmion-skyrmion interactions.Furthermore,by incorporating voltage-controlled magnetic anisotropy,the device achieved multi-input capability and reconfigurability functionality.Ultralow power consumption(<1 fJ/bit per logic function)and extremely high logic density were achieved.Significantly,the compatibility of this nanotrack design with existing skyrmion racetrack memory paves the way for advanced in-memory computing in spintronic architectures. 展开更多
关键词 voltage controlled magnetic anisotropy intelligent reconfigurable skyrmion based multi port logic device memory computing logic computing device architecture spin transfer torque spin orbit torque integrates seven basic logic gates
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基于Logical Effort理论的集成电路延迟优化工具的研究
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作者 何燕冬 许铭真 谭长华 《中国集成电路》 2005年第5期37-39,共3页
本文介绍了一种基于LogicalEffort理论研发的集成电路延迟优化工具,该工具综合考虑了互联引线的影响,通过计算比较不同的逻辑结构延迟来确定最佳的电路结构,同时提供逻辑门的最佳晶体管尺寸。我们以六种不同电路为设计实例,在90纳米设... 本文介绍了一种基于LogicalEffort理论研发的集成电路延迟优化工具,该工具综合考虑了互联引线的影响,通过计算比较不同的逻辑结构延迟来确定最佳的电路结构,同时提供逻辑门的最佳晶体管尺寸。我们以六种不同电路为设计实例,在90纳米设计中与SPICE模拟结果进行了比较,其误差在5%以内。鉴于该方法不依赖于版图级寄生参数信息的特点,我们认为该工具可以提供在电路设计的早期对延迟的可信评估,非常适用于快速CMOS电路设计构架的遴选。 展开更多
关键词 logical EFFORT 集成电路 延迟优化 互联引线 CMOS
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Regulation of cancer cell apoptosis with DNA nanocalculator
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作者 Yongjian Jiang Feng Cheng +3 位作者 Jun Zhou Lei Zhan Chunmei Li Chengzhi Huang 《Chinese Chemical Letters》 2026年第1期507-513,共7页
Regulation of apoptosis represents a key parameter in all living organisms.In this paper,an input-induced logic-gated modular nanocalculator is designed to regulate cancer cell apoptosis by programmatically combining ... Regulation of apoptosis represents a key parameter in all living organisms.In this paper,an input-induced logic-gated modular nanocalculator is designed to regulate cancer cell apoptosis by programmatically combining and connecting logic gate modules with different functions.Via rational design of the various logic gate modules of the nanocalculator,different apoptosis related operations including cancer cell targeting,apoptosis induction,and apoptosis monitoring could be performed.Importantly,each of these logic gate modules could independently perform apoptosis related YES logic operations when ran separately.After combining each YES logic gate module into a logic circuit and connecting it to the GO scaffold to construct a logic-gated nanocalculator,the input-induced logic-gated modular nanocalculator could selectively enter cancer cells and control the drug release to logically apoptosis(output),by performing AND logic gate operations when inputs(nucleolin and H^(+)) were included at the same time.Moreover,evidence suggests that these efficient logical calculations proceed in cancer cell apoptosis regulation without the general limiations of lithography in nanotechnology.As such,this work provides a new vision for the construction of a logic-gated modular nanocalculator with logical calculation proficiency potentially useful in cancer therapy and the regulation of life. 展开更多
关键词 APOPTOSIS DNA nanocalculator Logic gate NUCLEOLIN Cytochrome c
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On Analytical Modeling for Fast Multi-Objective Torque Allocation in Over-Actuated IWM Vehicles
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作者 Fadel Tarhini Reine Talj Moustapha Doumiati 《IEEE/CAA Journal of Automatica Sinica》 2026年第2期346-365,共20页
Efficient torque allocation in over-actuated vehicles poses a central challenge in the domain of advanced vehicle control.These vehicles,featuring redundant actuators,provide an exceptional avenue for enhancing perfor... Efficient torque allocation in over-actuated vehicles poses a central challenge in the domain of advanced vehicle control.These vehicles,featuring redundant actuators,provide an exceptional avenue for enhancing performance,stability,and efficiency.This paper presents a pioneering tendency for torque allocation in the context of over-actuated vehicles,particularly inwheel motor(IWM)driven electric vehicles.We introduce a systematic methodology grounded in analytical modeling,allowing for the efficient reconciliation of multiple,often conflicting objectives.The explicit functions are analytically modeled to enhance stability and energy economy.Additionally,a fuzzy logic-based torque allocation strategy is developed and compared,along with other literature methods,with the analytical models.Simulations are conducted in a joint simulation between Simulink/MATLAB and SCANeR Studio vehicle dynamics simulator,followed by validation on a real-world dataset.Our findings elucidate the proficiency of the analytical models on vehicle performance,stability,computational efficiency,and energy consumption. 展开更多
关键词 Analytical modeling energy economy fuzzy logic over-actuated vehicles stability torque allocation
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Machine Learning Based Simulation,Synthesis,and Characterization of Zinc Oxide/Graphene Oxide Nanocomposite for Energy Storage Applications
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作者 Tahir Mahmood Muhammad Waseem Ashraf +3 位作者 Shahzadi Tayyaba Muhammad Munir Babiker M.A.Abdel-Banat Hassan Ali Dinar 《Computers, Materials & Continua》 2026年第3期468-501,共34页
Artificial intelligence(AI)based models have been used to predict the structural,optical,mechanical,and electrochemical properties of zinc oxide/graphene oxide nanocomposites.Machine learning(ML)models such as Artific... Artificial intelligence(AI)based models have been used to predict the structural,optical,mechanical,and electrochemical properties of zinc oxide/graphene oxide nanocomposites.Machine learning(ML)models such as Artificial Neural Networks(ANN),Support Vector Regression(SVR),Multilayer Perceptron(MLP),and hybrid,along with fuzzy logic tools,were applied to predict the different properties like wavelength at maximum intensity(444 nm),crystallite size(17.50 nm),and optical bandgap(2.85 eV).While some other properties,such as energy density,power density,and charge transfer resistance,were also predicted with the help of datasets of 1000(80:20).In general,the energy parameters were predicted more accurately by hybrid models.The hydrothermal method was used to synthesize graphene oxide(GO)and zinc oxide(ZnO)nanocomposites.The increased surface area,conductivity,and stability of graphene oxide in zinc oxide nanoparticles make the composite an ideal option for energy storage.X-ray diffraction(XRD)confirmed the crystallite size of 17.41 nm for the nanocomposite and the presence of GO(12.8○)peaks.The scanning electron microscope(SEM)showed anchored wrinkled GO sheets on zinc oxide with an average particle size of 2.93μm.Energy-dispersive X-ray spectroscopy(EDX)confirmed the elemental composition,and Fouriertransform infrared spectroscopy(FTIR)revealed the impact of GO on functional groups and electrochemical behavior.Photoluminescence(PL)wavelength of(439 nm)and band gap of(2.81 eV)show that the material is suitable for energy applications in nanocomposites.Smart nanocomposite materials with improved performance in energy storage and related applications were fabricated by combining synthesis,characterization,fuzzy logic,and machine learning in this work. 展开更多
关键词 Graphene oxide nanocomposites fuzzy logic SUPERCAPACITOR optical properties machine learning energy storage
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