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Nonlinear inverse modeling of sensor based on back-propagation fuzzy logical system 被引量:2
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作者 李军 刘君华 《Journal of Pharmaceutical Analysis》 SCIE CAS 2007年第1期14-17,共4页
Objective To correct the nonlinear error of sensor output,a new approach to sensor inverse modeling based on Back-Propagation Fuzzy Logical System(BP FS) is presented.Methods The BP FS is a computationally efficient n... Objective To correct the nonlinear error of sensor output,a new approach to sensor inverse modeling based on Back-Propagation Fuzzy Logical System(BP FS) is presented.Methods The BP FS is a computationally efficient nonlinear universal approximator,which is capable of implementing complex nonlinear mapping from its input pattern space to the output with fast convergence speed.Results The neuro-fuzzy hybrid system,i.e.BP FS,is then applied to construct nonlinear inverse model of pressure sensor.The experimental results show that the proposed inverse modeling method automatically compensates the associated nonlinear error in pressure estimation,and thus the performance of pressure sensor is significantly improved.Conclusion The proposed method can be widely used in nonlinearity correction of various kinds of sensors to compensate the effects of nonlinearity and temperature on sensor output. 展开更多
关键词 SENSOR inverse modeling fuzzy logical system back-propagation algorithm
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Logical Function Decomposition Method for Synthesis of Digital Logical System Implemented with Programmable Logic Devices (PLD)
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作者 Mihai Grigore Timis Alexandru Valachi +1 位作者 Alexandru Barleanu Andrei Stan 《Circuits and Systems》 2013年第7期472-477,共6页
The paper consists in the use of some logical functions decomposition algorithms with application in the implementation of classical circuits like SSI, MSI and PLD. The decomposition methods use the Boolean matrix cal... The paper consists in the use of some logical functions decomposition algorithms with application in the implementation of classical circuits like SSI, MSI and PLD. The decomposition methods use the Boolean matrix calculation. It is calculated the implementation costs emphasizing the most economical solutions. One important aspect of serial decomposition is the task of selecting “best candidate” variables for the G function. Decomposition is essentially a process of substituting two or more input variables with a lesser number of new variables. This substitutes results in the reduction of the number of rows in the truth table. Hence, we look for variables which are most likely to reduce the number of rows in the truth table as a result of decomposition. Let us consider an input variable purposely avoiding all inter-relationships among the input variables. The only available parameter to evaluate its activity is the number of “l”s or “O”s that it has in the truth table. If the variable has only “1” s or “0” s, it is the “best candidate” for decomposition, as it is practically redundant. 展开更多
关键词 Combinational CIRCUITS Static HAZARD LOGIC Design BOOLEAN Functions logical DECOMPOSITIONS
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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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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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Construction and application of traditional Chinese medicine clinical terminological system based on ISO 19465:2017
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作者 Ying Nie Lirong Jia +3 位作者 Bo Gao Meng Cui Yongsheng Gao Haiyan Li 《Guideline and Standard in Chinese Medicine》 2023年第1期25-31,共7页
The differences between traditional Chinese medicine clinical terminological system(TCMCTS)and systematized nomenclature of medicine-clinical terms are analyzed.The principles,first-level hierarchy,concept-defined met... The differences between traditional Chinese medicine clinical terminological system(TCMCTS)and systematized nomenclature of medicine-clinical terms are analyzed.The principles,first-level hierarchy,concept-defined method,and future application of TCMCTS based on ISO 19465:2017 are also introduced.TCMCTS fully covers the concepts of traditional Chinese medicine clinical terms and the logical expression of these concepts,provides the basis for semantic retrieval,knowledge,and reasoning,contributes to traditional Chinese medicine clinical data cleaning,standardization,and structured storage,and promotes the sharing and utilization of clinical data. 展开更多
关键词 terminological system clinical term TCMCTS semantic link first level hierarchy logical definition of concept SNOMED-CT
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Achieving high bit rate logical stochastic resonance in a bistable system by adjusting parameters 被引量:1
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作者 杨定新 谷丰收 +2 位作者 冯国金 杨拥民 Andrew Ball 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第11期146-150,共5页
The phenomenon of logical stochastic resonance (LSR) in a nonlinear bistable system is demonstrated by numerical simulations and experiments. However, the bit rates of the logical signals are relatively low and not ... The phenomenon of logical stochastic resonance (LSR) in a nonlinear bistable system is demonstrated by numerical simulations and experiments. However, the bit rates of the logical signals are relatively low and not suitable for practical applications. First, we examine the responses of the bistable system with fixed parameters to different bit rate logic input signals, showing that an arbitrary high bit rate LSR in a bistable system cannot be achieved. Then, a normalized transform of the LSR bistable system is introduced through a kind of variable substitution. Based on the transform, it is found that LSR for arbitrary high bit rate logic signals in a bistable system can be achieved by adjusting the parameters of the system, setting bias value and amplifying the amplitudes of logic input signals and noise properly. Finally, the desired OR and AND logic outputs to high bit rate logic inputs in a bistable system are obtained by numerical simulations. The study might provide higher feasibility of LSR in practical engineering applications. 展开更多
关键词 logical stochastic resonance high bit rate logic gate
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A Unified Theory (I) for Neighborhood Systems and Basic Concepts on Fuzzifying Topological Spaces 被引量:1
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作者 Osama Rashed Sayed 《Applied Mathematics》 2012年第9期983-996,共14页
This paper considers fuzzifying topologies, a special case of I-fuzzy topologies (bifuzzy topologies), introduced by Ying. It investigates topological notions defined by means of -open sets when these are planted into... This paper considers fuzzifying topologies, a special case of I-fuzzy topologies (bifuzzy topologies), introduced by Ying. It investigates topological notions defined by means of -open sets when these are planted into the frame-work of Ying’s fuzzifying topological spaces (by Lukasiewicz logic in [0, 1]). In this paper we introduce some sorts of operations, called general fuzzifying operations from P(X) to , where (X, τ) is a fuzzifying topological space. By making use of them we contract neighborhood structures, derived sets, closure operations and interior operations. 展开更多
关键词 LUKASIEWICZ LOGIC SEMANTICS FUZZIFYING TOPOLOGY
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Realizing reliable XOR logic operation via logical chaotic resonance in a triple-well potential system
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作者 杨华美 姚元根 《Chinese Physics B》 SCIE EI CAS CSCD 2023年第2期123-127,共5页
There exists an optimal range of intensity of a chaotic force in which the behavior of a chaos-driven bistable system with two weak inputs can be consistently mapped to a specific logic output. This phenomenon is call... There exists an optimal range of intensity of a chaotic force in which the behavior of a chaos-driven bistable system with two weak inputs can be consistently mapped to a specific logic output. This phenomenon is called logical chaotic resonance(LCR). However, realization of a reliable exclusive disjunction(XOR) through LCR has not been reported.Here, we explore the possibility of using chaos to enhance the reliability of XOR logic operation in a triple-well potential system via LCR. The success probability P of obtaining XOR logic operation can take the maximum value of 1 in an optimal window of intensity D of a chaotic force. Namely, success probability P displays characteristic bell-shaped behavior by altering the intensity of the chaotic driving force, indicating the occurrence of LCR. Further, the effects of periodic force on LCR have been investigated. For a subthreshold chaotic force, a periodic force with appropriate amplitude and frequency can help enhance the reliability of XOR logic operation. Thus, LCR can be effectively regulated by changing the amplitude and frequency of the periodic force. 展开更多
关键词 stochastic resonance logical stochastic resonance logical chaotic resonance XOR logic triple-well potential system
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Time-varying coupling-induced logical stochastic resonance in a periodically driven coupled bistable system
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作者 Yuangen Yao 《Chinese Physics B》 SCIE EI CAS CSCD 2021年第6期188-192,共5页
Coupling-induced logical stochastic resonance(LSR) can be observed in a noise-driven coupled bistable system where the behaviors of system can be interpreted consistently as a specific logic gate in an appropriate noi... Coupling-induced logical stochastic resonance(LSR) can be observed in a noise-driven coupled bistable system where the behaviors of system can be interpreted consistently as a specific logic gate in an appropriate noise level. Here constant coupling is extended to time-varying coupling, and then we investigate the effect of time-varying coupling on LSR in a periodically driven coupled bistable system. When coupling intensity oscillates periodically with the same frequency with periodic force or relatively high frequency, the system successfully yields the desired logic output. When coupling intensity oscillates irregularly with phase disturbance, large phase disturbance reduces the area of optimal parameter region of coupling intensity and response speed of logic devices. Although the system behaves as a desired logic gate when the frequency of time-periodic coupling intensity is precisely equal to that of periodic force, the desired logic gate is not robust against tiny frequency difference and phase disturbance. Therefore, periodic coupling intensity with high frequency ratio is an optimal option to obtain a reliable and robust logic operation. 展开更多
关键词 logical stochastic resonance coupled bistable system time-varying coupling Wiener process
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Logical stochastic resonance in a cross-bifurcation non-smooth system
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作者 张宇青 雷佑铭 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第3期659-667,共9页
This paper investigates logical stochastic resonance(LSR)in a cross-bifurcation non-smooth system driven by Gaussian colored noise.In this system,a bifurcation parameter triggers a transition between monostability,bis... This paper investigates logical stochastic resonance(LSR)in a cross-bifurcation non-smooth system driven by Gaussian colored noise.In this system,a bifurcation parameter triggers a transition between monostability,bistability and tristability.By using Novikov's theorem and the unified colored noise approximation method,the approximate Fokker-Planck equation is obtained.Then we derive the generalized potential function and the transition rates to analyze the LSR phenomenon using numerical simulations.We simulate the logic operation of the system in the bistable and tristable regions respectively.We assess the impact of Gaussian colored noise on the LSR and discover that the reliability of the logic response depends on the noise strength and the bifurcation parameter.Furthermore,it is found that the bistable region has a more extensive parameter range to produce reliable logic operation compared with the tristable region,since the tristable region is more sensitive to noise than the bistable one. 展开更多
关键词 logical stochastic resonance BIFURCATION mean first passage time
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A Fuzzy Logical MPPT Control Strategy for PMSG Wind Generation Systems
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作者 Xing-Peng Li Wen-Lu Fu +2 位作者 Qing-Jun Shi Jian-Bing Xu Quan-Yuan Jiang 《Journal of Electronic Science and Technology》 CAS 2013年第1期72-77,共6页
Making full use of wind power is one of the main purposes of the wind turbine generator control. Conventional hill climbing search (HCS) method can realize the maximum power point tracking (MPPT). However, the ste... Making full use of wind power is one of the main purposes of the wind turbine generator control. Conventional hill climbing search (HCS) method can realize the maximum power point tracking (MPPT). However, the step size of HCS method is constant so that it cannot consider both steady-state response and dynamic response. A fuzzy logical control (FLC) algorithm is proposed to solve this problem in this paper, which can track the maximum power point (MPP) quickly and smoothly. To evaluate MPPT algorithms, four performance indices are also proposed in this paper. They are the energy captured by wind turbine, the maximum power-point tracking time when wind speed changes slowly, the fluctuation magnitude of real power during steady state, and the energy captured by wind turbine when wind speed changes fast. Three cases are designed and simulated in MATLAB/Simulink respectively. The comparison of the three MPPT strategies concludes that the proposed fuzzy logical control algorithm is more superior to the conventional HCS algorithms. 展开更多
关键词 Fuzzy logical control hill climbing search maximum power point tracking permanent magnet synchronous generator wind generation system.
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Hybrid Designing of a Neural System by Combining Fuzzy Logical Framework and PSVM for Visual Haze-Free Task
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作者 Hong Hu Liang Pang +1 位作者 Dongping Tian Zhongzhi Shi 《International Journal of Intelligence Science》 2013年第4期145-161,共17页
Brain-like computer research and development have been growing rapidly in recent years. It is necessary to design large scale dynamical neural networks (more than 106 neurons) to simulate complex process of our brain.... Brain-like computer research and development have been growing rapidly in recent years. It is necessary to design large scale dynamical neural networks (more than 106 neurons) to simulate complex process of our brain. But such kind of task is not easy to achieve only based on the analysis of partial differential equations, especially for those complex neural models, e.g. Rose-Hindmarsh (RH) model. So in this paper, we develop a novel approach by combining fuzzy logical designing with Proximal Support Vector Machine Classifiers (PSVM) learning in the designing of large scale neural networks. Particularly, our approach can effectively simplify the designing process, which is crucial for both cognition science and neural science. At last, we conduct our approach on an artificial neural system with more than 108 neurons for haze-free task, and the experimental results show that texture features extracted by fuzzy logic can effectively increase the texture information entropy and improve the effect of haze-removing in some degree. 展开更多
关键词 Artificial BRAIN Research Brain-Like Computer FUZZY Logic NEURAL NETWORK Machine Learning HOPFIELD NEURAL NETWORK Bounded FUZZY Operator
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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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History and Logical Progression of China's Public Health System——From the Perspective of the Protection of the Right to Health
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作者 付子堂 庞新燕 CHEN Feng(Translated) 《The Journal of Human Rights》 2022年第6期1104-1130,共27页
A public health system generally refers to public utilities oriented toward protecting and improving health. It is intended to protect the health of the general public. Since the founding of the People’s Republic of ... A public health system generally refers to public utilities oriented toward protecting and improving health. It is intended to protect the health of the general public. Since the founding of the People’s Republic of China, China has constructed the largest healthcare system in the world. The 20th National Congress of the Communist Party of China(CPC), stressed that China will improve its public health system. Looking back at the history of China’s public health system from its inception to the reform and development and then improvement, it can be found that its development has always revolved around the theoretical logic of unifying rights and obligations and the practical logic of balancing the protection of the right to health and the regulation of state power. The fundamental goal is to protect the right to health of the people. The increasing health risks in modern society have changed require that efforts be made to construct a crisscrossing legal framework for public health, improve early-warning and emergency response mechanisms for public health emergencies,and integrate the health concept into all policies to further improve the public health system. 展开更多
关键词 public health system right to health theoretical logic practical logic rule of law
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The Logical Control Protective System of the HL-2A LHCD Power Supply
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作者 MAO Xiaohui YAO Lieying XUAN Weiming 《Southwestern Institute of Physics Annual Report》 2004年第1期79-81,共3页
The main equipmets of the HL-2A LHCD power supply are based on the old one, but the logical control protective system is a new part. Considering the output voltage is very high(up to 60 kV), so the logical control p... The main equipmets of the HL-2A LHCD power supply are based on the old one, but the logical control protective system is a new part. Considering the output voltage is very high(up to 60 kV), so the logical control protective system is very important. The system is implemented based on PLC and the SIEMENS STEP7 software. 展开更多
关键词 LHCD Power supply logical control
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Towards Net Zero Resilience: A Futuristic Architectural Strategy for Cyber-Attack Defence in Industrial Control Systems (ICS) and Operational Technology (OT) 被引量:1
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作者 Hariharan Ramachandran Richard Smith +2 位作者 Kenny Awuson David Tawfik Al-Hadhrami Parag Acharya 《Computers, Materials & Continua》 2025年第2期3619-3641,共23页
This paper introduces the Integrated Security Embedded Resilience Architecture (ISERA) as an advanced resilience mechanism for Industrial Control Systems (ICS) and Operational Technology (OT) environments. The ISERA f... This paper introduces the Integrated Security Embedded Resilience Architecture (ISERA) as an advanced resilience mechanism for Industrial Control Systems (ICS) and Operational Technology (OT) environments. The ISERA framework integrates security by design principles, micro-segmentation, and Island Mode Operation (IMO) to enhance cyber resilience and ensure continuous, secure operations. The methodology deploys a Forward-Thinking Architecture Strategy (FTAS) algorithm, which utilises an industrial Intrusion Detection System (IDS) implemented with Python’s Network Intrusion Detection System (NIDS) library. The FTAS algorithm successfully identified and responded to cyber-attacks, ensuring minimal system disruption. ISERA has been validated through comprehensive testing scenarios simulating Denial of Service (DoS) attacks and malware intrusions, at both the IT and OT layers where it successfully mitigates the impact of malicious activity. Results demonstrate ISERA’s efficacy in real-time threat detection, containment, and incident response, thus ensuring the integrity and reliability of critical infrastructure systems. ISERA’s decentralised approach contributes to global net zero goals by optimising resource use and minimising environmental impact. By adopting a decentralised control architecture and leveraging virtualisation, ISERA significantly enhances the cyber resilience and sustainability of critical infrastructure systems. This approach not only strengthens defences against evolving cyber threats but also optimises resource allocation, reducing the system’s carbon footprint. As a result, ISERA ensures the uninterrupted operation of essential services while contributing to broader net zero goals. 展开更多
关键词 ICS/OT cyber Programmable Logic Controllers(PLC)security detection safety reliability proof testing gas compressor station ICS resilience security architecture ICS
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An Exploration on Logical Ideas of System Architecture Modeling
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作者 CHEN Jie TAN Tianle 《Aerospace China》 2021年第1期46-58,共13页
China’s space technology has gradually improved from the early stages’ introduction, absorption and re-innovation based on backward design to independent innovation based on forward design. It is necessary to develo... China’s space technology has gradually improved from the early stages’ introduction, absorption and re-innovation based on backward design to independent innovation based on forward design. It is necessary to develop a new approach of systems engineering to improve the quality and efficiency of space systems design considering the large number of original design problems expected in the future. Adopting Model-Based Systems Engineering(MBSE) and Digital Twin method are important development initiatives in the field of modern engineering design. In the initial phase of system design, it is necessary to generate firm system architecture models based on the needs of stakeholders. The quality of the system design in this phase has a great impact on the detailed design and implementation for the subsequent system, and also plays an important role in the performance, development progress and cost of the whole system. Through the collaboration of cross-professional teams, modeling and model execution, comparing the model execution with expected results, MBSE has enabled digital model-level verification and validation before test verification and validation based on physical products, thus improving the design exactness, completeness and greatly reducing design errors or defects. This paper explores the logical ideas behind modeling of system architectures in order to promote the adoption of MBSE in the field of space systems. 展开更多
关键词 Model-Based systems Engineering(MBSE) system architecture modeling logical ideas of working flow
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Three-Qutrit Topological SWAP Logic Gate for ISK(I=1,S=1,K=1)Spin System
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作者 Ozge Sahin Azmi Gencten 《Journal of Applied Mathematics and Physics》 2017年第12期2320-2325,共6页
Three Zeeman levels of spin-1 electron or nucleus are called as qutrits in quantum computation. Then, ISK (I = 1, S = 1, K = 1) spin system can be represented as three-qutrit states. Quantum circuits and algorithms co... Three Zeeman levels of spin-1 electron or nucleus are called as qutrits in quantum computation. Then, ISK (I = 1, S = 1, K = 1) spin system can be represented as three-qutrit states. Quantum circuits and algorithms consist of quantum logic gates. By using SWAP logic gate, two quantum states are exchanged. Topological quantum computing can be applied in quantum error correction. In this study, first, Yang-Baxter equation is modified for ISK (I = 1, S = 1, K = 1) spin system. Then three-qutrit topological SWAP logic gate is obtained. This SWAP logic gate is applied for three-qutrit states of ISK (I = 1, S = 1, K = 1) spin system. Three-qutrit SWAP logic gate is also applied to the product operators of ISK (I = 1, S = 1, K = 1) spin system. For these two applications, expected exchange results are found. 展开更多
关键词 Qutrits SWAP Logic Gate Yang-Baxter Equation Product Operators
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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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