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Three-Dimensional Tidal Model and Its Application to Numerical Simulation of Water Quality in Coastal Waters 被引量:7
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作者 Shen Yongming , Li Yucheng and Zhao Wenqian Associate Professor, Department of Civil Engineering, Dalian University of Technology, Dalian 116023 Professor, Department of Civil Engineering, Dalian University of Technology, Dalian 116023 Professor, Department of Civil Engineering, Sichuan Union University, Chengdu 610065 《China Ocean Engineering》 SCIE EI 1994年第4期425-436,共12页
The turbulence mechanism plays an important part in the mixing process and momentum transfer of turbulence. A three-dimensional Prandtl mixing length tidal model has been developed to simulate tidal flows and water qu... The turbulence mechanism plays an important part in the mixing process and momentum transfer of turbulence. A three-dimensional Prandtl mixing length tidal model has been developed to simulate tidal flows and water quality. The eddy viscosities and diffusivities are computed from the Prandtl mixing length model. In order to model the water quality of an estuary or coastal area many interdependent processes need to be simulated. These may be conveniently separated into three main groups: transport and mixing processes, biochemical interaction of water quality variables and the utilization and re-cycling of nutrients by living matter. The model simulates full oxygen and nutrient balance, primary productivity and the transport, reaction mechanism and fate of pollutants over tidal time-scales. The model is applied to numerical simulation of tidal flows and water quality in Dalian Bay. The model has been calibrated against a limited data set of historical water quality observations and in general demonstrates excellent agreement with all available data. 展开更多
关键词 three-dimension tidal flows water quality ECOSYSTEM mixing length model coastal waters
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The three-dimension model for the rock-breaking mechanism of disc cutter andanalysis of rock-breaking forces 被引量:26
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作者 Zhao-Huang Zhang Fei Sun 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2012年第3期675-682,共8页
To study the rock deformation with three- dimensional model under rolling forces of disc cutter, by car- rying out the circular-grooving test with disc cutter rolling around on the rock, the rock mechanical behavior u... To study the rock deformation with three- dimensional model under rolling forces of disc cutter, by car- rying out the circular-grooving test with disc cutter rolling around on the rock, the rock mechanical behavior under rolling disc cutter is studied, the mechanical model of disc cutter rolling around the groove is established, and the the- ory of single-point and double-angle variables is proposed. Based on this theory, the physics equations and geometric equations of rock mechanical behavior under disc cutters of tunnel boring machine (TBM) are studied, and then the bal- ance equations of interactive forces between disc cutter and rock are established. Accordingly, formulas about normal force, rolling force and side force of a disc cutter are de- rived, and their validity is studied by tests. Therefore, a new method and theory is proposed to study rock- breaking mech- anism of disc cutters. 展开更多
关键词 Full face rock tunnel boring machine (TBM) Disc cutte three-dimension model
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Fabrication and modelling of Si_(3)N_(4)ceramics with radial grain alignment generated through centripetal sinter-forging 被引量:2
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作者 Da-Wang Tan Zhen-Yong Lao +5 位作者 Wei-Ming Guo Akira Kondo Takahiro Kozawa Makio Naito Kevin Plucknett Hua-Tay Lin 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2022年第31期1-14,共14页
Silicon nitride(Si_(3)N_(4))based ceramics are one of the most attractive advanced engineering materials,which have been widely used under high-speed rotational operation or for mechanical contacts across a curved sur... Silicon nitride(Si_(3)N_(4))based ceramics are one of the most attractive advanced engineering materials,which have been widely used under high-speed rotational operation or for mechanical contacts across a curved surface.In the present study,rotationally symmetric texturing of Si_(3)N_(4),with radial grain align-ment,was obtained by centripetal sinter-forging(CSF)of a partially sintered sample.The average values of the included angles between the c-axis of the local Si_(3)N_(4)grain and radial direction were approxi-mately 16.4°and 11.0°,on the section plane perpendicular to the pressing direction,and parallel to both the pressing and radial directions,respectively.The compressive strain in the pressing direction forced the ceramic body to flow towards the central axis,resulting in compressive strain in the tangential di-rection and tensile strain in the radial direction.A fundamental physical model was created to simulate the grain rotation during the 3-dimentional strain reorientation,which revealed the rod-like grain would preferentially rotate toward the center of the sample under the CSF process.In addition,due to the fric-tion between the sample surface and the pressing punch,the increased shear strain could enhance the Si_(3)N_(4)grain alignment.Consequently,ceramics with rod-like grains perpendicular to the curved side sur-face could be anticipated by applying the centripetal forming concept in a controlled manner. 展开更多
关键词 Si_(3)N_(4)ceramic Texture Radial grain alignment modeling CSF
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Beyond Intentions:A Critical Survey of Misalignment in LLMs
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作者 Yubin Qu Song Huang +2 位作者 Long Li Peng Nie Yongming Yao 《Computers, Materials & Continua》 2025年第10期249-300,共52页
Large language models(LLMs)represent significant advancements in artificial intelligence.However,their increasing capabilities come with a serious challenge:misalignment,which refers to the deviation of model behavior... Large language models(LLMs)represent significant advancements in artificial intelligence.However,their increasing capabilities come with a serious challenge:misalignment,which refers to the deviation of model behavior from the designers’intentions and human values.This review aims to synthesize the current understanding of the LLM misalignment issue and provide researchers and practitioners with a comprehensive overview.We define the concept of misalignment and elaborate on its various manifestations,including generating harmful content,factual errors(hallucinations),propagating biases,failing to follow instructions,emerging deceptive behaviors,and emergent misalignment.We explore the multifaceted causes of misalignment,systematically analyzing factors from surface-level technical issues(e.g.,training data,objective function design,model scaling)to deeper fundamental challenges(e.g.,difficulties formalizing values,discrepancies between training signals and real intentions).This review covers existing and emerging techniques for detecting and evaluating the degree of misalignment,such as benchmark tests,red-teaming,and formal safety assessments.Subsequently,we examine strategies to mitigate misalignment,focusing on mainstream alignment techniques such as RLHF,Constitutional AI(CAI),instruction fine-tuning,and novel approaches that address scalability and robustness.In particular,we analyze recent advances in misalignment attack research,including system prompt modifications,supervised fine-tuning,self-supervised representation attacks,and model editing,which challenge the robustness of model alignment.We categorize and analyze the surveyed literature,highlighting major findings,persistent limitations,and current contentious points.Finally,we identify key open questions and propose several promising future research directions,including constructing high-quality alignment datasets,exploring novel alignment methods,coordinating diverse values,and delving into the deep philosophical aspects of alignment.This work underscores the complexity and multidimensionality of LLM misalignment issues,calling for interdisciplinary approaches to reliably align LLMs with human values. 展开更多
关键词 Large language models alignment MISalignment AI safety human values
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A simple method for automatic recreation of railway horizontal alignments
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作者 Alberte Castro Gerardo Casal +1 位作者 Duarte Santamarina Miguel E.Vázquez‑Méndez 《Railway Engineering Science》 2025年第1期62-78,共17页
This paper deals with the problem of recreating horizontal alignments of existing railway lines.The main objective is to propose a simple method for automatically obtaining optimized recreated alignments located as cl... This paper deals with the problem of recreating horizontal alignments of existing railway lines.The main objective is to propose a simple method for automatically obtaining optimized recreated alignments located as close as possible to an existing one.Based on a previously defined geometric model,two different constrained optimization problems are formulated.The first problem uses only the information provided by a set of points representing the track centerline while the second one also considers additional data about the existing alignment.The proposed methodology consists of a two-stage process in which both problems are solved consecutively using numerical techniques.The main results obtained applying this methodology are presented to show its performance and to prove its practical usefulness:an academic example used to compare with other methods,and a case study of a railway section located in Parga(Spain)in which the geometry of its horizontal alignment is successfully recovered. 展开更多
关键词 Railway horizontal alignment Geometrical model Constrained optimization problem Numerical resolution
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GLAMSNet:A Gated-Linear Aspect-Aware Multimodal Sentiment Network with Alignment Supervision and External Knowledge Guidance
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作者 Dan Wang Zhoubin Li +1 位作者 Yuze Xia Zhenhua Yu 《Computers, Materials & Continua》 2025年第12期5823-5845,共23页
Multimodal Aspect-Based Sentiment Analysis(MABSA)aims to detect sentiment polarity toward specific aspects by leveraging both textual and visual inputs.However,existing models suffer from weak aspectimage alignment,mo... Multimodal Aspect-Based Sentiment Analysis(MABSA)aims to detect sentiment polarity toward specific aspects by leveraging both textual and visual inputs.However,existing models suffer from weak aspectimage alignment,modality imbalance dominated by textual signals,and limited reasoning for implicit or ambiguous sentiments requiring external knowledge.To address these issues,we propose a unified framework named Gated-Linear Aspect-Aware Multimodal Sentiment Network(GLAMSNet).First of all,an input encoding module is employed to construct modality-specific and aspect-aware representations.Subsequently,we introduce an image–aspect correlation matching module to provide hierarchical supervision for visual-textual alignment.Building upon these components,we further design a Gated-Linear Aspect-Aware Fusion(GLAF)module to enhance aspect-aware representation learning by adaptively filtering irrelevant textual information and refining semantic alignment under aspect guidance.Additionally,an External Language Model Knowledge-Guided mechanism is integrated to incorporate sentimentaware prior knowledge from GPT-4o,enabling robust semantic reasoning especially under noisy or ambiguous inputs.Experimental studies conducted based on Twitter-15 and Twitter-17 datasets demonstrate that the proposed model outperforms most state-of-the-art methods,achieving 79.36%accuracy and 74.72%F1-score,and 74.31%accuracy and 72.01%F1-score,respectively. 展开更多
关键词 Sentiment analysis multimodal aspect-based sentiment analysis cross-modal alignment multimodal sentiment classification large language model
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Research on in-light alignment error model based on quaternion and rotation vector
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作者 徐国强 孟秀云 《Journal of Beijing Institute of Technology》 EI CAS 2011年第3期331-338,共8页
Euler angle error model, rotation vector error model (RVE) and quaternion error model (QE) were qualitatively and quantitatively compared and an in-flight alignment filter algorithm was designed. This algorithm us... Euler angle error model, rotation vector error model (RVE) and quaternion error model (QE) were qualitatively and quantitatively compared and an in-flight alignment filter algorithm was designed. This algorithm used extended Kalman filter (EKF) based on RVE and QE separately avoi- ding the accuracy problem of the Euler angle model and used Rauch-Tung-Striebel(RTS) smoothing method to refine the accuracy recuperating the coning error for simplified RVE. Simulation results show that RVE and QE are more adapt for nonlinear filter estimation than the Euler angle model. The filter algorithm designed has more advantages in convergence speed, accuracy and stability comparing with the algorithm based on the three models separately. 展开更多
关键词 error model QUATERNION in-flight alignment rotation vector
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Brief Introduction to Self-Adapting Hidden Markov Model Program for Multiple Sequences Alignment
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作者 GuYan-hong SHIDing-hua 《Journal of Shanghai University(English Edition)》 CAS 2001年第2期93-95,共3页
In this letter, we briefly describe a program of self adapting hidden Markov model (SA HMM) and its application in multiple sequences alignment. Program consists of two stage optimisation algorithm.
关键词 hidden Markov model (HMM) profile HMM multiple sequences alignment BIOINFORMATICS
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RM-structure alignment based statistical machine translation model
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作者 孙加东 Zhao Tiejun 《High Technology Letters》 EI CAS 2008年第3期271-275,共5页
A novel model based on structure alignments is proposed for statistical machine translation in this paper. Meta-structure and sequence of meta-structure for a parse tree are defined. During the translation process, a ... A novel model based on structure alignments is proposed for statistical machine translation in this paper. Meta-structure and sequence of meta-structure for a parse tree are defined. During the translation process, a parse tree is decomposed to deal with the structure divergence and the alignments can be constructed at different levels of recombination of meta-structure (RM). This method can perform the structure mapping across the sub-tree structure between languages. As a result, we get not only the translation for the target language, but sequence of meta-stmctu .re of its parse tree at the same time. Experiments show that the model in the framework of log-linear model has better generative ability and significantly outperforms Pharaoh, a phrase-based system. 展开更多
关键词 statistical machine translation recombination of meta-structure RM) structure alignment log-linear model
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Three-dimensional frequency-domain full waveform inversion based on the nearly-analytic discrete method 被引量:4
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作者 DeYao Zhang WenYong Pan +3 位作者 DingHui Yang LingYun Qiu XingPeng Dong WeiJuan Meng 《Earth and Planetary Physics》 CSCD 2021年第2期149-157,共9页
The nearly analytic discrete(NAD)method is a kind of finite difference method with advantages of high accuracy and stability.Previous studies have investigated the NAD method for simulating wave propagation in the tim... The nearly analytic discrete(NAD)method is a kind of finite difference method with advantages of high accuracy and stability.Previous studies have investigated the NAD method for simulating wave propagation in the time-domain.This study applies the NAD method to solving three-dimensional(3D)acoustic wave equations in the frequency-domain.This forward modeling approach is then used as the“engine”for implementing 3D frequency-domain full waveform inversion(FWI).In the numerical modeling experiments,synthetic examples are first given to show the superiority of the NAD method in forward modeling compared with traditional finite difference methods.Synthetic 3D frequency-domain FWI experiments are then carried out to examine the effectiveness of the proposed methods.The inversion results show that the NAD method is more suitable than traditional methods,in terms of computational cost and stability,for 3D frequency-domain FWI,and represents an effective approach for inversion of subsurface model structures. 展开更多
关键词 three-dimension FREQUENCY-DOMAIN NAD method forward modeling full waveform inversion
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An approach to measuring business-IT alignment maturity via DoDAF2.0 被引量:7
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作者 ZHANG Mengmeng CHEN Honghui +1 位作者 MAO Yi LUO Aimin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2020年第1期95-108,共14页
Measuring the business-IT alignment(BITA)of an organization determines its alignment level,provides directions for further improvements,and consequently promotes the organizational performances.Due to the capabilities... Measuring the business-IT alignment(BITA)of an organization determines its alignment level,provides directions for further improvements,and consequently promotes the organizational performances.Due to the capabilities of enterprise architecture(EA)in interrelating different business/IT viewpoints and elements,the development of EA is superior to support BITA measurement.Extant BITA measurement literature is sparse when it concerns EA.The literature tends to explain how EA viewpoints or models correlate with BITA,without discussing where to collect and integrate EA data.To address this gap,this paper attempts to propose a specific BITA measurement process through associating a BITA maturity model with a famous EA framework:DoD Architectural Framework 2.0(DoDAF2.0).The BITA metrics in the maturity model are connected to the meta-models and models of DoDAF2.0.An illustrative ArchiSurance case is conducted to explain the measurement process.Systematically,this paper explores the process of BITA measurement from the viewpoint of EA,which helps to collect the measurement data in an organized way and analyzes the BITA level in the phase of architecture development. 展开更多
关键词 business-IT alignment(BITA) measurement enterprise architecture(EA) DoD Architectural Framework 2.0(DoDAF2.0) META-model
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A 3D Matching Method for Organic Training Samples Alignment Based on Surface Curvature Distribution
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作者 Guangxu Li Hyoungseop Kim +2 位作者 Joo Kooi Tan Seiji Ishikawa Akiyoshi Yamamoto 《Open Journal of Medical Imaging》 2011年第2期43-47,共5页
The fundamental step to get a Statistical Shape Model (SSM) is to align all the training samples to the same spatial modality. In this paper, we propose a new 3D alignment method for organic training samples matching,... The fundamental step to get a Statistical Shape Model (SSM) is to align all the training samples to the same spatial modality. In this paper, we propose a new 3D alignment method for organic training samples matching, whose modalities are orientable and surface figures could be recognized. It is a feature based alignment method which matches two models depending on the distribution of surface curvature. According to the affine transformation on 2D Gaussian map, the distances between the corresponding parts on surface could be minimized. We applied our proposed method on 5 cases left lung training samples alignment and 4 cases liver training samples alignment. The experiment results were performed on the left lung training samples and the liver training samples. The availability of proposed method was confirmed. 展开更多
关键词 Training SAMPLES alignment STATISTICAL Shape model GAUSS MAP K-MEANS
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How does Alignment Work in the Continuation Task by Advanced EFL Learners:A Case Study
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作者 徐丹 《海外英语》 2020年第12期76-80,共5页
The continuation task (Wang & Wang, 2014) proves to have language learning potentials by many empirical studies (Peng, 2018). This study intends to explore its underlining alignment mechanisms through two continua... The continuation task (Wang & Wang, 2014) proves to have language learning potentials by many empirical studies (Peng, 2018). This study intends to explore its underlining alignment mechanisms through two continuation tasks on English materi-als called Chon and Charles by two Chinese linguistics-major graduates (EFL learners). The results show that alignment is ubiqui-tous both linguistically and thematically, and the reading and writing are tightly coupled. This indicates that the continuation task will significantly benefit second language writing pedagogy if applied appropriately. 展开更多
关键词 alignment the continuation task the Interactive alignment model EFL writing
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VOTI:Jailbreaking Vision-Language Models via Visual Obfuscation and Task Induction
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作者 ZHU Yifan CHU Zhixuan REN Kui 《ZTE Communications》 2025年第3期15-26,共12页
In recent years,large vision-language models(VLMs)have achieved significant breakthroughs in cross-modal understanding and generation.However,the safety issues arising from their multimodal interactions become promine... In recent years,large vision-language models(VLMs)have achieved significant breakthroughs in cross-modal understanding and generation.However,the safety issues arising from their multimodal interactions become prominent.VLMs are vulnerable to jailbreak attacks,where attackers craft carefully designed prompts to bypass safety mechanisms,leading them to generate harmful content.To address this,we investigate the alignment between visual inputs and task execution,uncovering locality defects and attention biases in VLMs.Based on these findings,we propose VOTI,a novel jailbreak framework leveraging visual obfuscation and task induction.VOTI subtly embeds malicious keywords within neutral image layouts to evade detection,and breaks down harmful queries into a sequence of subtasks.This approach disperses malicious intent across modalities,exploiting VLMs’over-reliance on local visual cues and their fragility in multi-step reasoning to bypass global safety mechanisms.Implemented as an automated framework,VOTI integrates large language models as red-team assistants to generate and iteratively optimize jailbreak strategies.Extensive experiments across seven mainstream VLMs demonstrate VOTI’s effectiveness,achieving a 73.46%attack success rate on GPT-4o-mini.These results reveal critical vulnerabilities in VLMs,highlighting the urgent need for improving robust defenses and multimodal alignment. 展开更多
关键词 large vision-language models jailbreak attacks red teaming security of large models safety alignment
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Video action recognition meets vision-language models exploring human factors in scene interaction: a review
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作者 GUO Yuping GAO Hongwei +3 位作者 YU Jiahui GE Jinchao HAN Meng JU Zhaojie 《Optoelectronics Letters》 2025年第10期626-640,共15页
Video action recognition(VAR)aims to analyze dynamic behaviors in videos and achieve semantic understanding.VAR faces challenges such as temporal dynamics,action-scene coupling,and the complexity of human interactions... Video action recognition(VAR)aims to analyze dynamic behaviors in videos and achieve semantic understanding.VAR faces challenges such as temporal dynamics,action-scene coupling,and the complexity of human interactions.Existing methods can be categorized into motion-level,event-level,and story-level ones based on spatiotemporal granularity.However,single-modal approaches struggle to capture complex behavioral semantics and human factors.Therefore,in recent years,vision-language models(VLMs)have been introduced into this field,providing new research perspectives for VAR.In this paper,we systematically review spatiotemporal hierarchical methods in VAR and explore how the introduction of large models has advanced the field.Additionally,we propose the concept of“Factor”to identify and integrate key information from both visual and textual modalities,enhancing multimodal alignment.We also summarize various multimodal alignment methods and provide in-depth analysis and insights into future research directions. 展开更多
关键词 human factors video action recognition vision language models analyze dynamic behaviors spatiotemporal granularity video action recognition var aims multimodal alignment scene interaction
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基于高精度三维扫描的钢梁智能调位一体化控制技术研究及应用
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作者 王敏 黄涛 樊健生 《桥梁建设》 北大核心 2026年第1期155-161,共7页
为提高装配式钢桥节段钢梁顶推施工焊接前调位精度与效率,提出基于高精度三维扫描的钢梁智能调位一体化控制技术。该技术从减小钢梁调位误差的角度出发,基于三维扫描技术得到高精度点云数据,采用表面重建算法得到带制造误差的带力模型,... 为提高装配式钢桥节段钢梁顶推施工焊接前调位精度与效率,提出基于高精度三维扫描的钢梁智能调位一体化控制技术。该技术从减小钢梁调位误差的角度出发,基于三维扫描技术得到高精度点云数据,采用表面重建算法得到带制造误差的带力模型,模拟钢梁“预拼-调位-拼装”全过程挠度变化,计算得到由制造误差、环境温度变化、支撑条件改变等带来的调位误差,修正调位指令,以减小系统误差;提出以最优化法为核心的智能调位算法,建立梁面测点数据与梁底三向千斤顶调整量的微分运动关系,采用智能调位系统取代人工进行控制点坐标采集和调位控制操作,以减小调位过程中的人为操作误差。为验证该技术的可行性,依托某黄河特大桥进行实际应用。结果表明:采用该智能调位一体化控制技术,焊接面匹配精度为±1 mm,可在5 min内将调位误差控制在±2 mm,较传统方法,该技术不仅提高了施工效率及调位精度,同时提高了焊接平顺度。 展开更多
关键词 装配式钢桥 节段钢梁 顶推施工 三维扫描 带力模型 智能调位系统 钢梁调位
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THREE-DIMENSIONAL NUMERICAL MODELLING OF SUBMERGED DIKE ALIGNMENT IN CURVED ESTUARINE CHANNEL 被引量:4
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作者 ZHENG Jin-hai LIU Ying-qi YAN Yi-xin ZHU Yu-liang 《Journal of Hydrodynamics》 SCIE EI CSCD 2005年第5期601-606,共6页
Submerged dikes were frequently built in curved estuarine channels to improve navigational conditions. A three-dimensional numerical model of tidal motions was developed to simulate flows through the submerged dike al... Submerged dikes were frequently built in curved estuarine channels to improve navigational conditions. A three-dimensional numerical model of tidal motions was developed to simulate flows through the submerged dike alignment in curved estuarine reach of complex bathymetry on the basis of satisfactory calibrations. Through the analysis of the morphological characteristics of the curved channel of the Huangpu River mouth in the Yangtze River Delta, a submerged dike alignment project was examined. The effect of the navigation channel improvement project and its influence on the flow regimes, the navigational conditions, the flood control and the operating conditions of harbours within the adjacent water area were evaluated, and the technical feasibility of the navigation channel improvement scheme was demonstrated. 展开更多
关键词 submerged dike alignment three-dimensional numerical model curved estuarine channel morphological analysis
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一种融合道路线形的路面三维精细建模方法
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作者 刘如飞 胡宁 +1 位作者 陈敏 苏辕 《公路交通科技》 北大核心 2026年第2期75-83,共9页
【目标】为了解决现有路面三维重建方法存在的精度低、细节层次不丰富、适应性差及无法满足道路管理养护需求等问题,提出了一种融合道路线形的路面自动化三维建模算法。【方法】首先,从道路车载激光点云的数据特点入手,结合路面线形结构... 【目标】为了解决现有路面三维重建方法存在的精度低、细节层次不丰富、适应性差及无法满足道路管理养护需求等问题,提出了一种融合道路线形的路面自动化三维建模算法。【方法】首先,从道路车载激光点云的数据特点入手,结合路面线形结构,引入道路中线约束,并采用Alpha Shapes算法进行数据预处理,提取道路边界点和路面特征点。然后,针对预处理后的点云数据特征,基于逐点插入的Delaunay三角网构网方法,设计了一种有序点云道路边界约束算法。这种算法能够识别与删除路面域外的三角形,适应各种线形的路面结构,提高重建的准确性。最后,对生成的路面三维模型进行构网效果、质量和精度的评定,验证该方法的可行性和准确性。【结果】在提取路面特征点时,融入道路线形约束可以得到简化路面点云,该点云能够代表路面的关键特征,从而降低数据的复杂性和处理时间。同时,在构建路面三角网模型的过程中,采用设计的有序点云道路边界约束算法,能够有效剔除域外的三角形,确保模型与实际道路轮廓吻合,从而满足各种道路线形的路面三维重建需求。【结论】所提出的融合道路线形的路面自动化三维建模算法,能够有效提升路面三维重建的精度与准确性,增强对不同线形道路结构的适应性,从而更好地满足道路管理养护的实际需求。 展开更多
关键词 道路工程 路面三维精细建模 DELAUNAY三角网 道路线形 车载激光点云
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基于迁移学习的轴承负荷与变位关系建模研究
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作者 邓义斌 包鹏 朱汉华 《中国舰船研究》 北大核心 2026年第1期314-320,共7页
[目的]为深入研究基于迁移学习的轴承负荷与变位关系的建模动态过程,[方法]以某多支撑轴系作为研究对象,分析建模关键要素,并针对迁移知识准确性、迁移策略适配性及目标数据样本准确性等3个因素来设计正交试验方案,开展基于迁移学习的... [目的]为深入研究基于迁移学习的轴承负荷与变位关系的建模动态过程,[方法]以某多支撑轴系作为研究对象,分析建模关键要素,并针对迁移知识准确性、迁移策略适配性及目标数据样本准确性等3个因素来设计正交试验方案,开展基于迁移学习的建模分析。[结果]结果表明,因素重要性排序为:迁移知识准确性>迁移策略适配性>目标数据样本准确性,在针对迁移学习的建模过程中,应优先考虑迁移知识准确性和迁移策略适配性以快速适配目标域;当目标数据样本准确性在4%以内时,对建模的影响不显著。[结论]研究成果为工程实践中轴承负荷与变位关系的模型构建提供了理论支撑,有助于降低试验成本并提高建模效率。 展开更多
关键词 轴系 轴系校中 迁移学习 轴承负荷 轴承变位 正交试验 建模精度
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“能—智分合”:司法AI的分阶段发展模式
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作者 孙笑侠 魏义铭 《交大法学》 北大核心 2026年第2期5-19,共15页
在司法人工智能明确定位于“辅助”后,未来中国司法人工智能的发展方向仍应是提升辅助型司法AI之“智”。借鉴“德雷福斯模式”,基于AI“能”与“智”二维可分离关系,我国可以建构辅助型司法AI“能—智分合”模式。当前提升司法AI“智... 在司法人工智能明确定位于“辅助”后,未来中国司法人工智能的发展方向仍应是提升辅助型司法AI之“智”。借鉴“德雷福斯模式”,基于AI“能”与“智”二维可分离关系,我国可以建构辅助型司法AI“能—智分合”模式。当前提升司法AI“智”存在因果判断和价值判断的技术瓶颈,但并非没有技术解决方案。我国辅助型司法AI“智”的提升可通过三种技术方案分阶段实现:一是“与法官一起思考”,以可解释性为抓手,在形式层面实现可用性的突破;二是“与法官的思考对齐”,在法律专业技能与职业伦理的约束下推进价值对齐;三是“像法官一样思考”,攀登因果判断和价值判断的阶梯,在“辅助”定位下增强对复杂裁量问题的推理支撑。 展开更多
关键词 司法人工智能 辅助型司法AI 德雷福斯模式 可解释性 价值对齐
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