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Learning Time Embedding for Temporal Knowledge Graph Completion
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作者 Jinglu Chen Mengpan Chen +2 位作者 Wenhao Zhang Huihui Ren Daniel Dajun Zeng 《Computers, Materials & Continua》 2026年第2期827-851,共25页
Temporal knowledge graph completion(TKGC),which merges temporal information into traditional static knowledge graph completion(SKGC),has garnered increasing attention recently.Among numerous emerging approaches,transl... Temporal knowledge graph completion(TKGC),which merges temporal information into traditional static knowledge graph completion(SKGC),has garnered increasing attention recently.Among numerous emerging approaches,translation-based embedding models constitute a prominent approach in TKGC research.However,existing translation-based methods typically incorporate timestamps into entities or relations,rather than utilizing them independently.This practice fails to fully exploit the rich semantics inherent in temporal information,thereby weakening the expressive capability of models.To address this limitation,we propose embedding timestamps,like entities and relations,in one or more dedicated semantic spaces.After projecting all embeddings into a shared space,we use the relation-timestamp pair instead of the conventional relation embedding as the translation vector between head and tail entities.Our method elevates timestamps to the same representational significance as entities and relations.Based on this strategy,we introduce two novel translation-based embedding models:TE-TransR and TE-TransT.With the independent representation of timestamps,our method not only enhances capabilities in link prediction but also facilitates a relatively underexplored task,namely time prediction.To further bolster the precision and reliability of time prediction,we introduce a granular,time unit-based timestamp setting and a relation-specific evaluation protocol.Extensive experiments demonstrate that our models achieve strong performance on link prediction benchmarks,with TE-TransR outperforming existing baselines in the time prediction task. 展开更多
关键词 Temporal knowledge graph(TKG) TKG embedding model link prediction time prediction
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A p-version embedded model for simulation of concrete temperature fields with cooling pipes 被引量:7
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作者 Sheng Qiang Zhi-qiang Xie Rui Zhong 《Water Science and Engineering》 EI CAS CSCD 2015年第3期248-256,共9页
Pipe cooling is an effective method of mass concrete temperature control, but its accurate and convenient numerical simulation is still a cumbersome problem. An improved embedded model, considering the water temperatu... Pipe cooling is an effective method of mass concrete temperature control, but its accurate and convenient numerical simulation is still a cumbersome problem. An improved embedded model, considering the water temperature variation along the pipe, was proposed for simulating the temperature field of early-age concrete structures containing cooling pipes. The improved model was verified with an engineering example. Then, the p-version self-adaption algorithm for the improved embedded model was deduced, and the initial values and boundary conditions were examined. Comparison of some numerical samples shows that the proposed model can provide satisfying precision and a higher efficiency. The analysis efficiency can be doubled at the same precision, even for a large-scale element. The p-version algorithm can fit grids of different sizes for the temperature field simulation. The convenience of the proposed algorithm lies in the possibility of locating more pipe segments in one element without the need of so regular a shape as in the explicit model. 展开更多
关键词 Concrete temperature field Cooling pipe embedded model P-VERSION Numerical simulation
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Study on a Dual Embedded Discrete Fracture Model for Fluid Flow in Fractured Porous Media 被引量:1
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作者 Heng Zhang Tingyu Li +3 位作者 Dongxu Han Daobing Wang Dongliang Sun Bo Yu 《Computer Modeling in Engineering & Sciences》 SCIE EI 2020年第7期5-21,共17页
Simulation of fluid flow in the fractured porous media is very important and challenging.Researchers have developed some models for fractured porous media.With the development of related research in recent years,the p... Simulation of fluid flow in the fractured porous media is very important and challenging.Researchers have developed some models for fractured porous media.With the development of related research in recent years,the prospect of embedded discrete fracture model(EDFM)is more and more bright.However,since the size of the fractures in the actual reservoir varies greatly,a very fine grid should be used which leads to a huge burden to the computing resources.To address this challenge,in the present paper,an upscaling based model is proposed.In this model,the flow in large-scale fractures is directly described by the EDFM while that in the small-scale fractures is upscaled through local simulation by EDFM.The EDFM is used to simulate the large-and small-scale fractures independently two times,so the new model is called dual embedded discrete fracture model(D-EDFM).In this paper,the detailed implementation process of D-EDFM is introduced and,through test cases,it is found the proposed model is a feasible method to simulate the flow in fractured porous media. 展开更多
关键词 Dual embedded discrete fracture model(D-EDFM) local upscaling fractured
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Modeling and Analysis of Scheduling for Distributed Real-time Embedded Systems 被引量:2
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作者 Hai-Tao Zhang Gui-Fang Wu 《International Journal of Automation and computing》 EI 2010年第4期525-530,共6页
Aimed at the deficiencies of resources based time Petri nets (RBTPN) in doing scheduling analysis for distributed real-time embedded systems, the assemblage condition of complex scheduling sequences is presented to ... Aimed at the deficiencies of resources based time Petri nets (RBTPN) in doing scheduling analysis for distributed real-time embedded systems, the assemblage condition of complex scheduling sequences is presented to easily compute scheduling length and simplify scheduling analysis. Based on this, a new hierarchical RBTPN model is proposed. The model introduces the definition of transition border set, and represents it as an abstract transition. The abstract transition possesses all resources of the set, and has the highest priority of each resource; the cxecution time of abstract transition is the longest time of all possible scheduling sequences. According to the characteristics and assemblage condition of RBTPN, the refinement conditions of transition border set are given, and the conditions ensure the correction of scheduling analysis. As a result, it is easy for us to understand the scheduling model and perform scheduling analysis. 展开更多
关键词 embedded systems modelING time Petri nets scheduling analysis
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A discrete model for response estimation of soil-structure systems with embedded foundations 被引量:1
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作者 P.Khodabakhshi H.Jahankhah M.A.Ghannad 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2011年第2期263-276,共14页
The need for simplified physical models representing frequency dependent soil impedances has been the motivation behind many researches throughout history. Generally, such models are generated to capture impedance fun... The need for simplified physical models representing frequency dependent soil impedances has been the motivation behind many researches throughout history. Generally, such models are generated to capture impedance functions in a wide range of excitation frequencies, which leads to relatively complex models. That is while there is just a limited range of frequencies that really influence the response of the structure. Here, a new methodology based on the response-matching concept is proposed, which can lead to the development of simpler discrete models. The idea is then used to upgrade an existing simple model of surface foundations to the case of embedded foundations. The applicability of the model in both frequency domain and time domain analyses of soil-structure systems with embedded foundations is discussed. Moreover, the accuracy of the results is compared with another existing discrete model for embedded foundations. 展开更多
关键词 discrete model embedded foundation spectral matching
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EFFECTIVE ELASTIC MODULI OF INHOMOGENEOUS SOLIDS BY EMBEDDED CELL MODEL
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作者 詹世革 王自强 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 1999年第4期334-343,共10页
An embedded cell model is presented to obtain the effective elastic moduli for three-dimensional two-phase composites which is an exact analytic formula without any simplified approximation and can be expressed in an ... An embedded cell model is presented to obtain the effective elastic moduli for three-dimensional two-phase composites which is an exact analytic formula without any simplified approximation and can be expressed in an explicit form. For the different cells such as spherical inclusions and cracks surrounded by sphere and oblate ellipsoidal matrix, the effective elastic moduli are evaluated and the results are compared with those from various micromechanics models. These results show that the present model is direct, simple and efficient to deal with three-dimensional two-phase composites. 展开更多
关键词 embedded cell model effective elastic moduli CRACK INCLUSION
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Embedded model control:Reconciling modern control theory and error-based control design
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作者 Enrico CANUTO Carlo NOVARA Luigi COLANGELO 《Control Theory and Technology》 EI CSCD 2018年第4期261-283,共23页
The paper addresses the problem of reconciling the modern control paradigm developed by R. Kalman in the sixties of the past century, and the centenary error-based design of the proportional, integrative and derivati... The paper addresses the problem of reconciling the modern control paradigm developed by R. Kalman in the sixties of the past century, and the centenary error-based design of the proportional, integrative and derivative (PID) controllers. This is done with the help of the error loop whose stability is proved to be necessary and sufficient for the close-loop plant stability. The error loop is built by cascading the uncertain plant-to-model discrepancies (causal, parametric, initial state, neglected dynamics), which are driven by the design model output and by arbitrary bounded signals, with the control unit transfer functions. The embedded model control takes advantage of the error loop and its equations to design appropriate algorithms of the modern control theory (state predictor, control law, reference generator), which guarantee the error loop stability and performance. A simulated multivariate case study shows modeling and control design steps and the coherence of the predicted and simulated performance. 展开更多
关键词 Modern control theory error-based design embedded model control error loop disturbance rejection
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Simulation and evaluation for acid fracturing of carbonate reservoirs based on embedded discrete fracture model 被引量:1
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作者 Wang Tao Yang Yan +4 位作者 Peng Yu Zhao Jinzhou Qi Tao Zeng Ji Hou Peipei 《Natural Gas Industry B》 2021年第6期637-649,共13页
Acid fracturing is an important means of reservoir stimulation,whose purpose is to form an incompletely closed acid-etched fracture as the flow channel for oil and gas during production.The length and conductivity of ... Acid fracturing is an important means of reservoir stimulation,whose purpose is to form an incompletely closed acid-etched fracture as the flow channel for oil and gas during production.The length and conductivity of acid-etched fractures can be used to evaluate acid fracturing and directly impact production.To study their influence on the stimulation effect and final production,an acid fracturing coupling model including a fracture propagation model coupled with reservoir flow and temperature field models is established for the first time in this study based on an embedded discrete fracture model(EDFM),which can realize the coupling of fracture propagation and reservoir flow and simplify the solution of fracture and reservoir temperatures.The simulation results of the acid fracturing coupling model are introduced into the productivity model,which is also based on the EDFM to analyze and evaluate well productivity.The results show that:(1)the EDFM can easily couple fracture propagation and reservoir flow and can be used to rapidly solve the temperature fields in the fracture and reservoir successfully for the first time.(2)Reservoir flow impacts the propagation of fractures by increasing or decreasing the leak-off velocity of the working fluid.(3)Temperature diffusion is much weaker than pressure diffusion during acid fracturing and is limited near the acid fracture.The reaction between the acid and rock increases the local temperature around the acid fracture,and may even exceed the initial formation temperature.(4)Raising the injection rate reasonably enhances H^(+) diffusion,increases the effective length of acid-etched fractures,enlarges the drainage area of oil and gas,and benefits long-term well production. 展开更多
关键词 Acid fracturing Fracture conductivity Carbonate reservoir Temperature field embedded discrete fracture model
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Thermal-hydraulic-mechanical-chemical coupling analysis of enhanced geothermal systems based on an embedded discrete fracture model 被引量:1
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作者 Dongxu Han Weitao Zhang +4 位作者 Kaituo Jiao Bo Yu Tingyu Li Liang Gong Shurong Wang 《Natural Gas Industry B》 2023年第5期533-546,共14页
Enhanced geothermal system(EGS)is subject to the comprehensive effects of multiple physicalfields during the long-term heat extraction process,including hydraulic(H),thermal(T),mechanical(M)and chemical(C)fields.The e... Enhanced geothermal system(EGS)is subject to the comprehensive effects of multiple physicalfields during the long-term heat extraction process,including hydraulic(H),thermal(T),mechanical(M)and chemical(C)fields.The embedded discrete fracture model(EDFM)can effectively simulate the variations offlow,temperature,mechanical and concentrationfields in fractured reservoirs.At present,however,the thermo-hydro-mechanical-chemical(THMC)coupling model based on EDFM is less researched.In this paper,the THMC coupling model of fractured reservoir is established based on EDFM by considering the changes in reservoir heterogeneity and physical properties as well as watererock reactions.Then,the spatiotemporal evolution offlow,temperature,displacement and concentrationfields in the operation process of EGS is simulated and analyzed.And the following research results are obtained.First,when the permeability of the basement rock is low,the production temperature decrease during exploitation is gradual,allowing EGS to maintain a high exploitation temperature for an extended period.However,lower permeability may result in a decrease in the qualityflow rate from production wells,thereby affecting net heat extraction power.Second,when fracture permeability or fracture opening changes,EGS can output higher temperature stably for a certain period and then the temperature decreases at different amplitudes.When the fracture permeability increases to a certain value or the fracture opening decreases to a certain value,the influence of the change in fracture parameters on production temperature gets weak.Third,After 40 years of EGS operation,considering variable propertyfluids results in a 22 C lower exploitation temperature compared to using constant propertyfluids,and considering watererock reactions results in a 15 C lower exploitation temperature,with a 12.5%increase in reservoir average porosity.In conclusion,when researching a long-term operating EGS,it is necessary to comprehensively consider the influences of reservoir rock parameters,physical properties of injectedfluid,watererock reaction and other factors.And in the future,attention shall be paid to the two-way coupling of chemical reaction and mechanical deformation of other mineral compositions in the reservoir to the hydro-thermo-chemicalfield influence,so as to provide more accurate and reliable prediction for the engineering development and utilization of EGS reservoirs. 展开更多
关键词 Enhanced geothermal system embedded discrete fracture model THMC coupling model Fractured reservoir Water-rock reaction Heat extraction Influencing factor Numerical simulation
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Model-based robustness testing for avionics-embedded software 被引量:3
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作者 Yang Shunkun Liu Bin +1 位作者 Wang Shihai Lu Minyan 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第3期730-740,共11页
Robustness testing for safety-critical embedded software is still a challenge in its nascent stages. In this paper, we propose a practical methodology and implement an environment by employing model-based robustness t... Robustness testing for safety-critical embedded software is still a challenge in its nascent stages. In this paper, we propose a practical methodology and implement an environment by employing model-based robustness testing for embedded software systems. It is a system-level black-box testing approach in which the fault behaviors of embedded software is triggered with the aid of modelbased fault injection by the support of an executable model-driven hardware-in-loop (HIL) testing environment. The prototype implementation of the robustness testing environment based on the proposed approach is experimentally discussed and illustrated by industrial case studies based on several avionics-embedded software systems. The results show that our proposed and implemented robustness testing method and environment are effective to find more bugs, and reduce burdens of testing engineers to enhance efficiency of testing tasks, especially for testing complex embedded systems. 展开更多
关键词 embedded software HARDWARE-IN-LOOP model-based testing Robustness testing Testing environment
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A Simplified-Syntax-Based Static Structure Model for Embedded Software Analysis
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作者 XU Xiangyang LIU Qing +2 位作者 ZHANG Weixin YANG Guangyi LIU Jinshuo 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2016年第4期324-332,共9页
In order to solve the problem that the embedded software has the shortcoming of the platform dependence, this paper presents an embedded software analysis method based on the static structure model. Before control flo... In order to solve the problem that the embedded software has the shortcoming of the platform dependence, this paper presents an embedded software analysis method based on the static structure model. Before control flow and data flow analysis, a lexical analysis/syntax analysis method with simplified grammar and sentence depth is designed to analyze the embedded software. The experiments use the open source code of smart meters as a case, and the artificial faults as the test objects, repeating 30 times. Compared with the popular static analyzing tools PC-Lint and Splint, the method can accurately orient 91% faults, which is between PC-Lint's 95% and Splint's 85%. The result indicates that the correct rate of our method is acceptable. Meanwhile, by removing the platform-dependent operation with simplified syntax analysis, our method is independent of development environment. It also shows that the method is applicable to the compiled C(including embedded software) program. 展开更多
关键词 embedded system static structure model software analysis
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基于BGE M3-Embedding模型的中成药药方智能查询系统设计 被引量:1
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作者 张欣然 陈明涛 宋懿花 《无线互联科技》 2025年第24期35-38,43,共5页
中成药作为中医药的重要组成部分,其药方种类繁多、数据庞大,传统查询方法存在效率低、准确性差等问题。文章提出并实现了一种基于BGE M3-Embedding模型的中成药药方智能查询系统。该系统采用Erupt框架与Flask框架构建前后端架构,结合My... 中成药作为中医药的重要组成部分,其药方种类繁多、数据庞大,传统查询方法存在效率低、准确性差等问题。文章提出并实现了一种基于BGE M3-Embedding模型的中成药药方智能查询系统。该系统采用Erupt框架与Flask框架构建前后端架构,结合MySQL数据库实现药方数据管理,通过文本向量化与相似度计算优化查询流程,极大地提升了药方查询效率,同时支持基于处方语义的智能检索,为中医药临床应用提供了高效的信息化解决方案。 展开更多
关键词 BGE M3-embedding模型 文本相似度计算 中成药查询
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Four-Beam Model for Vibration Analysis of a Cantilever Beam with an Embedded Horizontal Crack 被引量:3
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作者 LIU Jing ZHU Weidong +4 位作者 CHARALAMBIDES Panos G SHAO Yimin XU Yongfeng WU Kai XIAO Huifang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2016年第1期163-179,共17页
As one of the main failure modes, embedded cracks occur in beam structures due to periodic loads. Hence it is useful to investigate the dynamic characteristics of a beam structure with an embedded crack for early crac... As one of the main failure modes, embedded cracks occur in beam structures due to periodic loads. Hence it is useful to investigate the dynamic characteristics of a beam structure with an embedded crack for early crack detection and diagnosis. A new four-beam model with local flexibilities at crack tips is developed to investigate the transverse vibration of a cantilever beam with an embedded horizontal crack; two separate beam segments are used to model the crack region to allow opening of crack surfaces. Each beam segment is considered as an Euler-Bernoulli beam. The governing equations and the matching and boundary conditions of the four-beam model are derived using Hamilton's principle. The natural frequencies and mode shapes of the four-beam model are calculated using the transfer matrix method. The effects of the crack length, depth, and location on the first three natural frequencies and mode shapes of the cracked cantilever beam are investigated. A continuous wavelet transform method is used to analyze the mode shapes of the cracked cantilever beam. It is shown that sudden changes in spatial variations of the wavelet coefficients of the mode shapes can be used to identify the length and location of an embedded horizontal crack. The first three natural frequencies and mode shapes of a cantilever beam with an embedded crack from the finite element method and an experimental investigation are used to validate the proposed model. Local deformations in the vicinity of the crack tips can be described by the proposed four-beam model, which cannot be captured by previous methods. 展开更多
关键词 cracked cantilever beam embedded horizontal crack transverse vibration four-beam model continuous wavelet transform
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An Embedded Software Modeling and Process by Using Aspect-Oriented Approach
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作者 Yong-Yi FanJiang Jong-Yih Kuo Shang-Pin Ma 《Journal of Software Engineering and Applications》 2011年第2期106-122,共17页
In recent years, mobile devices have become widespread and refined, and they have offered increased convenience in human life. For these reasons, a variety of embedded systems have been designed. Therefore, improving ... In recent years, mobile devices have become widespread and refined, and they have offered increased convenience in human life. For these reasons, a variety of embedded systems have been designed. Therefore, improving methods for developing of embedded software systematically has become an important issue. Platform-based design is one example of an embedded-system design method that can reduce the design cost via improving a design’s abstraction level. However, platform-based design lacks precise definitions for platforms and design processes. This paper provides an approach that combines the aspects and platform-based design methods for developing embedded software. The approach is built on platform-based design methodology and uses the separating of concerns (SoC) concept to define the aspects and to reduce the crosscutting concerns in embedded system modeling. For aspect issues, we use the extended UML notation with aspects to describe both the static structure and the dynamic structure of the embedded system. We used an example of a digital photo frame system to demonstrate our approach. 展开更多
关键词 Platform-Based Design ASPECT-ORIENTED UNIFIED modeling LANGUAGE embedDED SOFTWARE
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Impact of Proppant Embedding on Long-Term Fracture Conductivity and Shale Gas Production Decline
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作者 Junchen Liu Feng Zhou +6 位作者 Xiaofeng Lu Xiaojin Zhou Xianjun He Yurou Du Fuguo Xia Junfu Zhang Weiyi Luo 《Fluid Dynamics & Materials Processing》 2025年第10期2613-2628,共16页
In shale gas reservoir stimulation,proppants are essential for sustaining fracture conductivity.However,increasing closing stress causes proppants to embed into the rock matrix,leading to a progressive decline in frac... In shale gas reservoir stimulation,proppants are essential for sustaining fracture conductivity.However,increasing closing stress causes proppants to embed into the rock matrix,leading to a progressive decline in fracture permeability and conductivity.Furthermore,rock creep contributes to long-term reductions in fracture performance.To elucidate the combined effects of proppant embedding and rock creep on sustained conductivity,this study conducted controlled experiments examining conductivity decay in propped fractures under varying closing stresses,explicitly accounting for both mechanisms.An embedded discrete fracture model was developed to simulate reservoir production under different conductivity decay scenarios,while evaluating the influence of proppant parameters on fracture performance.The results demonstrate that fracture conductivity diminishes rapidly with increasing stress,yet at 50 MPa,the decline becomes less pronounced.Simulated production profiles show strong agreement with actual gas well data,confirming the model’s accuracy and predictive capability.These findings suggest that employing a high proppant concentration with smaller particle size(5 kg/m^(2),70/140 mesh)is effective for maintaining long-term fracture conductivity and enhancing shale gas recovery.This study provides a rigorous framework for optimizing proppant selection and designing stimulation strategies that maximize reservoir performance over time. 展开更多
关键词 CREEP CONDUCTIVITY shale gas embedded discrete fracture model
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A Solution Based on Modeling and Code Generation for Embedded Control System
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作者 Guohua WU Dongwu CHENG Zhen ZHANG 《Journal of Software Engineering and Applications》 2009年第3期160-164,共5页
With the development of computer technology, embedded control system plays an important role in modern industry. For the embedded system, traditional development methods are time-consuming and system is not easy to ma... With the development of computer technology, embedded control system plays an important role in modern industry. For the embedded system, traditional development methods are time-consuming and system is not easy to maintain. Domain-specific modeling provides a solution for the problems. In this paper, we proposed development architecture for embedded control systems based on MIC. GME is used to construct meta-model and application model, model in-terpreter interprets model and stores model information in xml format document. The final cross-platform codes are automatically generated by different templates and xml format document. This development method can reduce time and cost in the lifecycle of system development. 展开更多
关键词 Domain-Specific modelING model INTERPRETER CODE GENERATION embedDED Control System
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大语言模型驱动的嵌入式微处理器实验报告智慧评阅系统
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作者 陆玲霞 冯子乐 +2 位作者 曹植竣 包哲静 于淼 《实验室研究与探索》 北大核心 2026年第2期56-63,共8页
为提升嵌入式微处理器课程实验报告的批改效率和探索大语言模型在实验教学中的应用,基于扣子平台设计了一套实验报告智慧评阅系统。系统采用提示词工程方法构建章节分割机制,运用Doubao-1.5-lite模型将实验报告按主题内容分块输出;设计... 为提升嵌入式微处理器课程实验报告的批改效率和探索大语言模型在实验教学中的应用,基于扣子平台设计了一套实验报告智慧评阅系统。系统采用提示词工程方法构建章节分割机制,运用Doubao-1.5-lite模型将实验报告按主题内容分块输出;设计混合权重策略下的多模型投票机制,对各主题内容依次评分并生成模型权重;通过多模型权重生成基础评分,由DeepSeek-R1进行二次校准,实现多维度评分指标融合生成最终评价。实验结果表明,该系统运行高效稳定,评分结果与教师人工评分具有较高一致性,能客观提出针对性改进意见,有效促进个性化教学过程的智能化发展。 展开更多
关键词 大语言模型 嵌入式系统 实验教学 提示词工程 多模型投票机制
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基于YOLO-RW的轻量化稻田杂草检测算法
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作者 王春华 何东明 朱斌杰 《南京农业大学学报》 北大核心 2026年第2期454-466,共13页
[目的]稻田杂草广泛分布对水稻生长及产量造成威胁,针对现有检测方法在应对稻田复杂背景、小尺度目标及实时性要求时表现不足的问题,本文提出一种轻量化稻田杂草检测算法YOLO-RW。[方法]引入GSConv模块代替标准卷积,大幅降低模型参数量... [目的]稻田杂草广泛分布对水稻生长及产量造成威胁,针对现有检测方法在应对稻田复杂背景、小尺度目标及实时性要求时表现不足的问题,本文提出一种轻量化稻田杂草检测算法YOLO-RW。[方法]引入GSConv模块代替标准卷积,大幅降低模型参数量和计算复杂度,实现模型轻量化;设计轻量化区域注意力模块,通过增强目标区域特征表达并抑制背景噪声,提升复杂场景中的检测鲁棒性;采用Dysample算子优化上采样过程,提高小尺度目标的检测性能。[结果]试验结果显示,YOLO-RW在稻田杂草数据集的mAP达到94.1%,检测速度达到128.9 f·s^(-1),参数量和浮点运算量分别降低至27.2 M和79.6 G;在嵌入式平台NVIDIA Jetson Xavier NX上检测速度达到45.3 f·s^(-1),显著优于主流算法Faster R-CNN、RetinaNet和YOLO系列其他方法。[结论]YOLO-RW在检测精度、实时性及模型轻量化方面展现了卓越性能,可以为精准农业提供一种高效解决方案。 展开更多
关键词 稻田 杂草检测 YOLO 注意力机制 模型轻量化 嵌入式设备
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基于Cube.AI部署引擎的行人识别系统设计
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作者 张凌志 刘晓薇 +1 位作者 刘超然 盛凯 《黑龙江工程学院学报》 2026年第2期9-14,共6页
随着人工智能与嵌入式微处理器技术的飞速发展,在嵌入式设备上实现高效的行人识别成为智能家居、工业自动化及交通安全等领域的迫切需求。为了在实现功能的同时降低成本,设计一种基于STM32Cube.AI部署引擎的行人识别系统,它由Cortex-M7... 随着人工智能与嵌入式微处理器技术的飞速发展,在嵌入式设备上实现高效的行人识别成为智能家居、工业自动化及交通安全等领域的迫切需求。为了在实现功能的同时降低成本,设计一种基于STM32Cube.AI部署引擎的行人识别系统,它由Cortex-M7高性能微控制器、RTOS操作系统、存储单元、高清图像传感器、小尺寸TFT液晶显示模组和以太网通信接口组成,采用Cube.AI将视觉识别算法模型进行微控制器应用代码优化和部署,实现低成本、低功耗边缘设备端的实时推理,提高了视觉算法模型在实际优化部署时的准确度。经试验测试研究,系统在遮挡面积60%时识别准确率仍达86%,多角度及动态光照条件下平均准确率稳定在85%以上,仍能保持良好的鲁棒性与识别精度。 展开更多
关键词 行人识别 模型部署 嵌入式系统 卷积神经网络
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人工智能赋能城市创业活跃度的组态效应与影响机制研究——基于数字生态动力学视角
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作者 霍春辉 王振宇 何地 《管理学刊》 北大核心 2026年第1期93-108,共16页
相较于传统信息技术,人工智能凭借卓越的高级学习潜力与自适应能力颠覆了既往的创业逻辑框架,而围绕人工智能如何有效推进城市创业活跃度提升的研究尚未有突破性进展。基于数字生态动力学理论,本文从人工智能赋能、动态能力部署和创业... 相较于传统信息技术,人工智能凭借卓越的高级学习潜力与自适应能力颠覆了既往的创业逻辑框架,而围绕人工智能如何有效推进城市创业活跃度提升的研究尚未有突破性进展。基于数字生态动力学理论,本文从人工智能赋能、动态能力部署和创业环境动荡三个维度对提升城市创业活跃度的成因进行理论阐述。以我国284个地级及以上城市为研究样本,运用复杂中介效应模型揭示提升城市创业活跃度的复杂动因和影响机制。通过组态分析发现,高城市创业活跃度是多重因素协同作用的结果,人工智能赋能城市创业活跃度共存在六种组态,可分为创新型创业导向、先动型创业导向和风险型创业导向三种驱动模式。进一步引入城市知识网络嵌入作为中介变量进行回归分析发现,各组态均能通过强化城市知识网络的嵌入性,影响城市创业活跃度的提升。研究从配置视角系统解释了城市创业活跃度的驱动机制,推动城市创业活跃度的研究从线性因果逻辑向多元交互的转变。 展开更多
关键词 城市创业活跃度 人工智能赋能 数字生态动力学 复杂中介效应模型
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