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A navigation method for IMU/odometer fusion based on horizontal attitude constraints
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作者 Yinggang Wang Kemeng Li +1 位作者 Hongli Zhang Yijin Chen 《Geodesy and Geodynamics》 2026年第1期95-103,共9页
The current inertial measurement unit(IMU)and odometry fusion navigation algorithms often incorporate non-holonomic constraints(NHC)to obtain three-dimensional velocity in the navigation frame.However,due to the integ... The current inertial measurement unit(IMU)and odometry fusion navigation algorithms often incorporate non-holonomic constraints(NHC)to obtain three-dimensional velocity in the navigation frame.However,due to the integral nature of the dead reckoning algorithm,the attitude errors of the IMU accumulate over time,causing the velocity transformation results to fail to accurately reflect the threedimensional velocity in the navigation frame.Based on the fact that during a vehicle??s horizontal and uniform motion,the vertical acceleration is consistent with gravitational acceleration,this paper proposes an IMU/odometry fusion navigation algorithm based on horizontal attitude constraints(HAC).Building on non-holonomic constraints,this algorithm determines the motion state of the vehicle through accelerometer output and zeroes out the pitch and roll angles during horizontal and uniform motion.Verified through two sets of real-world vehicle test data,this algorithm improves horizontal positioning accuracy by approximately 63%and 70%,and vertical positioning accuracy by 98%and 97%,compared with the traditional NHC IMU/odometer fusion algorithm. 展开更多
关键词 IMU/Odometer Fusion navigation positioning Horizontal attitude constraints Non-holonomic constraints
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Multi-material topology optimization under stress constraints of respective materials in multi-physics structures
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作者 M.N.NGUYEN S.JUNG D.LEE 《Applied Mathematics and Mechanics(English Edition)》 2026年第1期115-134,I0001-I0016,共36页
The stress minimization multi-material topology optimization(MMTO)approach has recently attracted significant attention because of its applications in aerospace and mechanical engineering.Nonetheless,the stress minimi... The stress minimization multi-material topology optimization(MMTO)approach has recently attracted significant attention because of its applications in aerospace and mechanical engineering.Nonetheless,the stress minimization MMTO approach may result in stress surpassing the material's tolerance limit,potentially culminating in failure.This research proposes a novel way for imposing stress constraints on each material to regulate their respective stress levels.The fundamental concept is that each material possesses its own interpolation function for the stress model.The maximum von Mises stress for each material can be established with the definition of an upper limit,ensuring that the materials will perform safely and effectively.This aids topological structures in resisting failure and augmenting strength.A multi-physics system including thermoelastic and self-weight loads is concurrently examined alongside stress limitations.The global stress constraint utilizes the p-norm function,and the adjoint method is used to derive sensitivity.This work employs a three-field strategy utilizing density filtering and Heaviside projection functions to mitigate the artificial stress in low density.The technique is assessed through two-dimensional(2D)and three-dimensional(3D)examples,illustrating the influence of stress limits on the compliance minimization under heat and self-weight loads.The optimized results indicate a substantial decrease in the stress levels accompanied by a minor gain in compliance,while maintaining the stress within the specified range for all materials. 展开更多
关键词 multi-material topology optimization(MMTO) self-weight load thermoelastic load stress constraint
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CONSTRAINT QUALIFICATIONS AND DUAL PROBLEMS FOR QUASI-DIFFERENTIABLE PROGRAMMING
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作者 殷洪友 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2002年第2期199-202,共4页
In classical nonlinear programming, it is a general method of developing optimality conditions that a nonlinear programming problem is linearized as a linear programming problem by using first order approximations of ... In classical nonlinear programming, it is a general method of developing optimality conditions that a nonlinear programming problem is linearized as a linear programming problem by using first order approximations of the functions at a given feasible point. The linearized procedure for differentiable nonlinear programming problems can be naturally generalized to the quasi differential case. As in classical case so called constraint qualifications have to be imposed on the constraint functions to guarantee that for a given local minimizer of the original problem the nullvector is an optimal solution of the corresponding 'quasilinearized' problem. In this paper, constraint qualifications for inequality constrained quasi differentiable programming problems of type min {f(x)|g(x)≤0} are considered, where f and g are qusidifferentiable functions in the sense of Demyanov. Various constraint qualifications for this problem are presented and a new one is proposed. The relations among these conditions are investigated. Moreover, a Wolf dual problem for this problem is introduced, and the corresponding dual theorems are given. 展开更多
关键词 quasi differentiable programming constraint qualification dual problems
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THE TANGENT CONES ON CONSTRAINT QUALIFICATIONS IN OPTIMIZATION PROBLEMS 被引量:3
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作者 黄龙光 《Acta Mathematica Scientia》 SCIE CSCD 2008年第4期843-850,共8页
This article proposes a few tangent cones,which are relative to the constraint qualifications of optimization problems.With the upper and lower directional derivatives of an objective function,the characteristics of c... This article proposes a few tangent cones,which are relative to the constraint qualifications of optimization problems.With the upper and lower directional derivatives of an objective function,the characteristics of cones on the constraint qualifications are presented.The interrelations among the constraint qualifications,a few cones involved, and level sets of upper and lower directional derivatives are derived. 展开更多
关键词 constraint qualifications upper directional derivatives lower directional derivatives strongly directional differentiable concave functions
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A Note on the Guignard Constraint Qualification and the Guignard Regularity Condition in Vector Optimization
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作者 Giorgio Giorgi 《Applied Mathematics》 2013年第4期734-740,共7页
Some remarks are made on the use of the Abadie constraint qualification, the Guignard constraint qualifications and the Guignard regularity condition in obtaining weak and strong Kuhn-Tucker type optimality conditions... Some remarks are made on the use of the Abadie constraint qualification, the Guignard constraint qualifications and the Guignard regularity condition in obtaining weak and strong Kuhn-Tucker type optimality conditions in differentiable vector optimization problems. 展开更多
关键词 constraint qualificationS REGULARITY CONDITIONS OPTIMALITY CONDITIONS Vector Optimization Problems
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Guignard’s Constraint Qualification (GCQ) and Multiobjective Optimisation Problems
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作者 H. S. Faruque Alam Ganesh Chandra Ray 《Journal of Applied Mathematics and Physics》 2022年第7期2356-2367,共12页
Investigation of optimality conditions has been one of the most interesting topics in the theory of multiobjective optimisation problems (MOP). To derive necessary optimality conditions of MOP, we consider assumptions... Investigation of optimality conditions has been one of the most interesting topics in the theory of multiobjective optimisation problems (MOP). To derive necessary optimality conditions of MOP, we consider assumptions called constraints qualifications. It is recognised that Guignard Constraint Qualification (GCQ) is the most efficient and general assumption for scalar objective optimisation problems;however, GCQ does not ensure Karush-Kuhn Tucker (KKT) necessary conditions for multiobjective optimisation problems. In this paper, we investigate the reasons behind that GCQ are not allowed to derive KKT conditions in multiobjective optimisation problems. Furthermore, we propose additional assumptions that allow one to use GCQ to derive necessary conditions for multiobjective optimisation problems. Finally, we also include sufficient conditions for multiobjective optimisation problems. 展开更多
关键词 constraint qualifications Multiobjective Optimization Karush Kuhn-Tucker Conditions constraint Optimization
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A Multi-Level Semantic Constraint Approach for Highway Tunnel Scene Twin Modeling 被引量:2
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作者 LI Yufei XIE Yakun +3 位作者 CHEN Mingzhen ZHAO Yaoji TU Jiaxing HU Ya 《Journal of Geodesy and Geoinformation Science》 2025年第2期37-56,共20页
As a key node of modern transportation network,the informationization management of road tunnels is crucial to ensure the operation safety and traffic efficiency.However,the existing tunnel vehicle modeling methods ge... As a key node of modern transportation network,the informationization management of road tunnels is crucial to ensure the operation safety and traffic efficiency.However,the existing tunnel vehicle modeling methods generally have problems such as insufficient 3D scene description capability and low dynamic update efficiency,which are difficult to meet the demand of real-time accurate management.For this reason,this paper proposes a vehicle twin modeling method for road tunnels.This approach starts from the actual management needs,and supports multi-level dynamic modeling from vehicle type,size to color by constructing a vehicle model library that can be flexibly invoked;at the same time,semantic constraint rules with geometric layout,behavioral attributes,and spatial relationships are designed to ensure that the virtual model matches with the real model with a high degree of similarity;ultimately,the prototype system is constructed and the case region is selected for the case study,and the dynamic vehicle status in the tunnel is realized by integrating real-time monitoring data with semantic constraints for precise virtual-real mapping.Finally,the prototype system is constructed and case experiments are conducted in selected case areas,which are combined with real-time monitoring data to realize dynamic updating and three-dimensional visualization of vehicle states in tunnels.The experiments show that the proposed method can run smoothly with an average rendering efficiency of 17.70 ms while guaranteeing the modeling accuracy(composite similarity of 0.867),which significantly improves the real-time and intuitive tunnel management.The research results provide reliable technical support for intelligent operation and emergency response of road tunnels,and offer new ideas for digital twin modeling of complex scenes. 展开更多
关键词 highway tunnel twin modeling multi-level semantic constraints tunnel vehicles multidimensional modeling
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A High-quality Ellipse Detection Method for Machine Vision Based on Geometric Constraints and Hierarchical Clustering 被引量:1
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作者 Lin Zhang Xuan Liu +3 位作者 Chen Zhang Yuqing Hou Xiaowei He Sheng Tang 《Instrumentation》 2025年第3期39-52,共14页
In machine vision,elliptical targets frequently appear within the camera's region of interest(ROI).Ellipse detection is essential for shape detection and geometric measurements in machine vision.However,existing e... In machine vision,elliptical targets frequently appear within the camera's region of interest(ROI).Ellipse detection is essential for shape detection and geometric measurements in machine vision.However,existing ellipse detection algorithms often face issues such as high computational complexity,strong dependence on initial conditions,sensitivity to noise,and lack of robustness to occlusions.In this paper,we propose a fast and robust ellipse detection method to address these challenges.This method first utilizes edge gradient and curvature information to segment the curve into circular arcs.Next,based on the convexity of the arcs,it divides them into different quadrants of the ellipse,groups and fits the arcs according to multiple geometric constraints at a low computational cost.Finally,it reduces the parameter space for hierarchical clustering and then segments the complete ellipse into several sectors for verification.We compare our method across seven datasets,including five public image datasets and two from industrial camera scenes.Experimental results show that our method achieves a precision ranging from 67.1%to 98.9%,a recall ranging from 48.1%to 92.9%,and an F-measure ranging from 58.0%to 95.8%.The average execution time per image ranges from 25 ms to 192 ms,demonstrating both high accuracy and efficiency. 展开更多
关键词 ellipse detection geometric constraints hierarchical clustering camera datasets
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Current Situation and Improvement of Homestead Qualification Right in China
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作者 Wenbin LIU Fen LI 《Asian Agricultural Research》 2025年第1期25-28,共4页
The paper is to study the qualification right in the homestead system of China,and to put forward the corresponding improvement scheme.By analyzing the definition and nature of homestead land,the paper explores the hi... The paper is to study the qualification right in the homestead system of China,and to put forward the corresponding improvement scheme.By analyzing the definition and nature of homestead land,the paper explores the historical background and development of the homestead land system and emphasizes the importance of the qualification right in ensuring housing rights for rural residents and social stability.Concerning the current status of the qualification right,the paper identifies existing problems and challenges,such as unclear rights to homestead land,difficulties in determining qualification,issues with the distribution of benefits between qualification rights and usage rights,and inheritance and transfer of qualification rights.These issues constrain the fairness and effectiveness of the homestead land system.To improve the qualification right,the paper puts forward measures such as revising legal regulations,adjusting homestead land policies,and enhancing the standardization of management of qualification rights.By optimizing the formulation and implementation of relevant laws and regulations,adjusting homestead policies,and strengthening the regulation of qualification right management,these issues can be addressed,improving the fairness and transparency of the homestead land system.Finally,the paper analyzes the impact of improving the qualification right on rural residents,land utilization,and social stability,offering related suggestions.Improving the qualification right can not only protect the housing rights of rural residents but also promote the rational use of rural land resources and the sustainable development of rural socio-economic conditions.In conclusion,this paper is expected to provide a theoretical support and practical guidance for the improvement of the homestead land system and to promote the sustainable development of rural society. 展开更多
关键词 Homestead land qualification right Three-rights separation
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Multichannel deconvolution based on spatial structurally constraint and its applications
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作者 Wang Wan-Li Jian Hu-Gao +1 位作者 Wang Wei Li Lin 《Applied Geophysics》 2025年第3期751-756,895,共7页
Traditional deconvolution methods based on single-channel inversion do not consider the spatial structural relation between channels,and hence,they yield high-resolution results with the existing transverse inconsiste... Traditional deconvolution methods based on single-channel inversion do not consider the spatial structural relation between channels,and hence,they yield high-resolution results with the existing transverse inconsistency or discontinuity.Therefore,in this study,the local dip angle was used to obtain the structural information and construct the spatial structurally constraint operator.This operator is then introduced into multichannel deconvolution as a regularization operator to improve the resolution and maintain the transverse continuity of seismic data.Model tests and actual seismic data processing have demonstrated the effectiveness and practicability of this method. 展开更多
关键词 transverse constraint spatial structurally constraint operator multichannel deconvolution
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An Analysis of Using Blockchain to Enhance Trust in Agricultural Supply Chain Finance:Constraints and Mechanisms for Removing the Constraints
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作者 Wang Xingyu Ren Le Li Tiantian 《Contemporary Social Sciences》 2025年第1期69-82,共14页
This paper begins with a discussion of the trust issues that agricultural supply chain finance faces.It then examines the constraints of using blockchain technology to enhance trust in agricultural supply chain financ... This paper begins with a discussion of the trust issues that agricultural supply chain finance faces.It then examines the constraints of using blockchain technology to enhance trust in agricultural supply chain finance in accordance with the technological and institutional logic of combining blockchain with supply chains.This study then proposes the creation of an agricultural“blockchain+supply chain”information service platform and a financing trust mechanism that can effectively ensure the authenticity of the initial information input on the blockchain,consistency between on-chain transaction data and off-chain physical transactions,the controllability of risks in the set up and execution of smart contracts,and the removal of information constraints,resource allocation constraints,and institutional constraints in the agricultural supply chain financing.This aims to improve the efficiency of financing in agricultural supply chains and contribute to the industrial development of rural areas and rural revitalization. 展开更多
关键词 blockchain agricultural supply chain finance trust enhancement constraintS mechanisms for constraint removal
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Hierarchical Event-Triggered Predictive Control for Cross-Domain Unmanned Systems With Mixed Constraints 被引量:1
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作者 Ming-Feng Ge Yi-Fan Li +3 位作者 Chen-Bin Wu Zhi-Wei Liu Yan Jia Si-Sheng Liu 《IEEE/CAA Journal of Automatica Sinica》 2025年第9期1938-1940,共3页
Dear Editor,This letter investigates the problem of multi-dimension formation tracking(MDFT)for the cross-domain unmanned systems,including several interconnected agents,namely,unmanned aerial vehicles(UAVs)and unmann... Dear Editor,This letter investigates the problem of multi-dimension formation tracking(MDFT)for the cross-domain unmanned systems,including several interconnected agents,namely,unmanned aerial vehicles(UAVs)and unmanned surface vehicles(USVs).We assume that each agent suffers from by the mixed constraints on its velocity,control input and Euler angle.Solving the MDFT problem implies that 1)The virtual state of each USV is determined in the earth coordinate by expanding its 2D work space to the 3D space. 展开更多
关键词 expanding its d work space mixed constraints unmanned aerial vehicles interconnected agentsnamelyunmanned aerial vehicles uavs multi dimension formation tracking hierarchical event triggered predictive control unmanned surface vehicles usvs we virtual state
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Endoscopists and endoscopic assistants’qualifications,but not their biopsy rates,improve gastric precancerous lesions detection rate
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作者 Yao Shen Xiao-Juan Gao +9 位作者 Xiao-Xue Zhang Jia-Min Zhao Fei-Fan Hu Jing-Lue Han Wen-Ying Tian Mei Yang Yun-Fei Wang Jia-Le Lv Qiang Zhan Fang-Mei An 《World Journal of Gastrointestinal Endoscopy》 2025年第4期24-41,共18页
BACKGROUND Detecting gastric precancerous lesions(GPLs)is critical for the early diagnosis and treatment of gastric cancer.Endoscopy combined with tissue examination is an important method for detecting GPLs.However,n... BACKGROUND Detecting gastric precancerous lesions(GPLs)is critical for the early diagnosis and treatment of gastric cancer.Endoscopy combined with tissue examination is an important method for detecting GPLs.However,negative biopsy results often increase patients’risks,economic burdens,and lead to additional healthcare costs.Improving the detection rate of GPLs and reducing the rate of negative biopsies is currently a key focus in endoscopic quality control.AIM To explore the relationships between the endoscopist biopsy rate(EBR),qualifications of endoscopists and endoscopic assistants,and detection rate of GPLs.METHODS EBR,endoscopists,and endoscopic assistants were divided into four groups:Low,moderate,high,and very high levels.Multivariable logistic regression analysis was used to analyze the relationships between EBR and the qualifications of endoscopists with respect to the detection rate of positive lesions.Pearson and Spearman correlation analyses were used to evaluate the correlation between EBR,endoscopist or endoscopic assistant qualifications,and the detection rate of positive lesions.RESULTS Compared with those in the low EBR group,the odds ratio(OR)values for detecting positive lesions in the moderate,high,and very high EBR groups were 1.12[95%confidence interval(CI):1.06-1.19,P<0.001],1.22(95%CI:1.14-1.31,P<0.001),and 1.38(95%CI:1.29-1.47,P<0.001),respectively.EBR was positively correlated with the detection rate of gastric precancerous conditions(atrophic gastritis/intestinal metaplasia)(ρ=0.465,P=0.004).In contrast,the qualifications of the endoscopists were positively correlated with GPLs detection(ρ=0.448,P=0.005).Compared to endoscopists with low qualification levels,those with moderate,high,and very high qualification levels endoscopists demonstrated increased detection rates of GPLs by 13%(OR=1.13,95%CI:0.98-1.31),20%(OR=1.20,95%CI:1.03-1.39),and 32%(OR=1.32,95%CI:1.15-1.52),respectively.Further analysis revealed that the qualifications of endoscopists were positively correlated with the detection rates of GPLs in the cardia(ρ=0.350,P=0.034),angularis(ρ=0.396,P=0.015)and gastric body(ρ=0.453,P=0.005)but not in the antrum(ρ=0.292,P=0.079).Moreover,the experience of endoscopic assistants was positively correlated with the detection rate of precancerous lesions by endoscopists with low or moderate qualifications(ρ=0.427,P=0.015).CONCLUSION Endoscopists and endoscopic assistants with high/very high qualifications,but not EBR,can improve the detection rate of GPLs.These results provide reliable evidence for the development of gastroscopic quality control indicators. 展开更多
关键词 Endoscopist biopsy rate Endoscopist qualifications Gastric precancerous conditions Gastric precancerous lesions Gastric cancer
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Light-fueled self-rotation of a liquid crystal elastomer rod enabled by lateral constraint
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作者 Kai Li Pengsen Xu Lin Zhou 《Theoretical & Applied Mechanics Letters》 2025年第2期154-162,共9页
Recent experiments have found that a liquid crystal elastomer(LCE)rod supported in the middle can rotate continuously under horizontal illumination due to the combined impacts of gravity and light-fueled lateral bend-... Recent experiments have found that a liquid crystal elastomer(LCE)rod supported in the middle can rotate continuously under horizontal illumination due to the combined impacts of gravity and light-fueled lateral bend-ing deformation.Similar to traditional gravity-driven systems,it is constrained by the direction of gravity and cannot be applied in microgravity environments.This study introduces a lateral constraint to a liquid crystal elastomer rod system,enabling self-rotation under lighting from any direction,including horizontal and vertical illumination.Through theoretical modeling,the results indicate that the system can steadily rotate under the combined impacts of lateral forces and vertical illumination.Factors like thermal energy flux,thermal conduc-tivity coefficient,the LCE rod length,contraction coefficient,and friction coefficient affect the angular velocity of the self-rotation.The numerical computations align closely with the experimental data.Our proposed steadily self-rotating system features a simple structure with constant self-rotation.It operates independently of gravity direction,making it an excellent choice for special environments,such as the microgravity conditions on the Moon.The lateral constraint strategy presented in this study offers a general approach to expanding the applica-tions of gravity-driven self-sustained motion,with promising potential,especially in microgravity settings,where its versatility under varying lighting conditions could yield valuable insights. 展开更多
关键词 Liquid crystal elastomer Lateral constraint Self-rotation ROD Photothermally-responsive MICROGRAVITY
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Programming guide for solving constraint satisfaction problems with tensor networks
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作者 Xuanzhao Gao Xiaofeng Li Jinguo Liu 《Chinese Physics B》 2025年第5期71-90,共20页
Constraint satisfaction problems(CSPs)are a class of problems that are ubiquitous in science and engineering.They feature a collection of constraints specified over subsets of variables.A CSP can be solved either dire... Constraint satisfaction problems(CSPs)are a class of problems that are ubiquitous in science and engineering.They feature a collection of constraints specified over subsets of variables.A CSP can be solved either directly or by reducing it to other problems.This paper introduces the Julia ecosystem for solving and analyzing CSPs with a focus on the programming practices.We introduce some important CSPs and show how these problems are reduced to each other.We also show how to transform CSPs into tensor networks,how to optimize the tensor network contraction orders,and how to extract the solution space properties by contracting the tensor networks with generic element types.Examples are given,which include computing the entropy constant,analyzing the overlap gap property,and the reduction between CSPs. 展开更多
关键词 tensor networks constraint satisfaction problems problem reductions Julia
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YGC-SLAM:A visual SLAM based on improved YOLOv5 and geometric constraints for dynamic indoor environments
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作者 Juncheng ZHANG Fuyang KE +2 位作者 Qinqin TANG Wenming YU Ming ZHANG 《虚拟现实与智能硬件(中英文)》 2025年第1期62-82,共21页
Background As visual simultaneous localization and mapping(SLAM)is primarily based on the assumption of a static scene,the presence of dynamic objects in the frame causes problems such as a deterioration of system rob... Background As visual simultaneous localization and mapping(SLAM)is primarily based on the assumption of a static scene,the presence of dynamic objects in the frame causes problems such as a deterioration of system robustness and inaccurate position estimation.In this study,we propose a YGC-SLAM for indoor dynamic environments based on the ORB-SLAM2 framework combined with semantic and geometric constraints to improve the positioning accuracy and robustness of the system.Methods First,the recognition accuracy of YOLOv5 was improved by introducing the convolution block attention model and the improved EIOU loss function,whereby the prediction frame converges quickly for better detection.The improved YOLOv5 was then added to the tracking thread for dynamic target detection to eliminate dynamic points.Subsequently,multi-view geometric constraints were used for re-judging to further eliminate dynamic points while enabling more useful feature points to be retained and preventing the semantic approach from over-eliminating feature points,causing a failure of map building.The K-means clustering algorithm was used to accelerate this process and quickly calculate and determine the motion state of each cluster of pixel points.Finally,a strategy for drawing keyframes with de-redundancy was implemented to construct a clear 3D dense static point-cloud map.Results Through testing on TUM dataset and a real environment,the experimental results show that our algorithm reduces the absolute trajectory error by 98.22%and the relative trajectory error by 97.98%compared with the original ORBSLAM2,which is more accurate and has better real-time performance than similar algorithms,such as DynaSLAM and DS-SLAM.Conclusions The YGC-SLAM proposed in this study can effectively eliminate the adverse effects of dynamic objects,and the system can better complete positioning and map building tasks in complex environments. 展开更多
关键词 Visual SLAM Dynamic SLAM Target detection Geometric constraints
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A Machine Learning-Based Observational Constraint Correction Method for Seasonal Precipitation Prediction
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作者 Bofei ZHANG Haipeng YU +5 位作者 Zeyong HU Ping YUE Zunye TANG Hongyu LUO Guantian WANG Shanling CHENG 《Advances in Atmospheric Sciences》 2025年第1期36-52,共17页
Seasonal precipitation has always been a key focus of climate prediction.As a dynamic-statistical combined method,the existing observational constraint correction establishes a regression relationship between the nume... Seasonal precipitation has always been a key focus of climate prediction.As a dynamic-statistical combined method,the existing observational constraint correction establishes a regression relationship between the numerical model outputs and historical observations,which can partly predict seasonal precipitation.However,solving a nonlinear problem through linear regression is significantly biased.This study implements a nonlinear optimization of an existing observational constrained correction model using a Light Gradient Boosting Machine(LightGBM)machine learning algorithm based on output from the Beijing National Climate Center Climate System Model(BCC-CSM)and station observations to improve the prediction of summer precipitation in China.The model was trained using a rolling approach,and LightGBM outperformed Linear Regression(LR),Extreme Gradient Boosting(XGBoost),and Categorical Boosting(CatBoost).Using parameter tuning to optimize the machine learning model and predict future summer precipitation using eight different predictors in BCC-CSM,the mean Anomaly Correlation Coefficient(ACC)score in the 2019–22 summer precipitation predictions was 0.17,and the mean Prediction Score(PS)reached 74.The PS score was improved by 7.87%and 6.63%compared with the BCC-CSM and the linear observational constraint approach,respectively.The observational constraint correction prediction strategy with LightGBM significantly and stably improved the prediction of summer precipitation in China compared to the previous linear observational constraint solution,providing a reference for flood control and drought relief during the flood season(summer)in China. 展开更多
关键词 observational constraint LightGBM seasonal prediction summer precipitation machine learning
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Geometric Error Identification and Compensation of Swiveling Axes Based on Additional Rotational Rigid Body Motion Constraints
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作者 Jun Zha Xiaofei Peng 《Chinese Journal of Mechanical Engineering》 2025年第3期96-118,共23页
This study aimed to identify and compensate for the geometric errors of the double swiveling axes in a five-axis computer numerical control(CNC)machining center.Hence,a three-dimensional coordinate calculation algorit... This study aimed to identify and compensate for the geometric errors of the double swiveling axes in a five-axis computer numerical control(CNC)machining center.Hence,a three-dimensional coordinate calculation algorithm for a measured point with additional rotational rigid body motion constraints is proposed.The motion constraints of the rotational rigid body were analyzed,and a mathematical model of the measured point algorithm in the swiveling axes was established.The Levenberg-Marquard method was used to solve the nonlinear superstatically determined equations.The spatial coordinate error was used to separate the spatial deviation of the measured point.An identification model of the position-independent and position-dependent geometric errors was established.The three-dimensional coordinate-solving algorithm of the measured point in the swiveling axis and geometric error identification method based on the Monte Carlo method were analyzed numerically.Geometric error measurement and cutting experiments were performed on a VMC25100U five-axis machining center,which integrated two swiveling axes.Geometric errors of the A-and B-axes were identified and measured experimentally.The angular positioning errors before and after compensation were measured using a laser interferometer,which verified the effectiveness of the proposed algorithm.A cutting experiment of a round table part was performed.The shape and position accuracy of the processed part before and after compensation were detected using a coordinate measuring machine.It verified that the geometric error of the swiveling axis was effectively compensated by the algorithm proposed herein. 展开更多
关键词 Geometric error IDENTIFICATION COMPENSATION Swiveling axis Machine tool Motion constraints
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Resource constraints and bricolage:The moderating role of entrepreneurs’creativity cognitive style
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作者 Tao Shen Shuxing Chen 《Chinese Journal of Population,Resources and Environment》 2025年第2期261-269,共9页
This study examines the moderating role of entrepreneurs’creative cognitive styles in the relationship between resource constraints and bricolage.Drawing on insights from cognitive psychology and entrepreneurial rese... This study examines the moderating role of entrepreneurs’creative cognitive styles in the relationship between resource constraints and bricolage.Drawing on insights from cognitive psychology and entrepreneurial research,we explore how divergent and convergent thinking influence the extent to which entrepreneurs engage in bricolage under resource limitations.Bricolage refers to the creative recombination of available resources to address challenges and seize opportunities,a process often adopted by firms facing financial or knowledge constraints.Yet,individual cognitive differences may determine how effectively entrepreneurs can employ bricolage as a strategic response to scarcity.We propose that divergent thinking—the capacity to generate multiple creative solutions and identify novel resource combinations—strengthens the positive association between resource constraints and bricolage.In contrast,convergent thinking,which emphasizes logical analysis and the pursuit of a single optimal solution,weakens this association.To test these propositions,we collected survey data from 183 entrepreneurs in the United States and employed moderated regression analyses to examine the interactions among cognitive styles,resource constraints,and bricolage behaviors.Our findings reveal that divergent thinking significantly enhances the effect of both financial and knowledge constraints on bricolage,enabling entrepreneurs to creatively leverage limited resources.Conversely,convergent thinking appears to diminish the likelihood of engaging in bricolage when resources are scarce.These results highlight the importance of individual cognitive styles in shaping strategic responses to resource scarcity and contribute to a more nuanced understanding of entrepreneurial bricolage.The study offers practical implications for firms operating in resource-constrained environments by suggesting that enhancing divergent thinking abilities may facilitate more effective resource recombination.Future research should investigate additional cognitive factors and employ longitudinal designs to capture the dynamic nature of entrepreneurial decision-making.These insights open new avenues for further innovative entrepreneurial practices. 展开更多
关键词 Resource constraints BRICOLAGE Creativity cognitive style Divergent thinking Convergent thinking
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The Development of Green Finance and the Financing Constraints of Small and Medium-sized Enterprises
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作者 Chaofu Qin Yun Li 《Proceedings of Business and Economic Studies》 2025年第3期239-244,共6页
As an important tool to achieve sustainable economic and environmental development,green finance can effectively alleviate the financing constraints of small and medium-sized enterprises(SMEs),especially in promoting ... As an important tool to achieve sustainable economic and environmental development,green finance can effectively alleviate the financing constraints of small and medium-sized enterprises(SMEs),especially in promoting green transformation plays a key role.SMEs play an important role in economic growth,innovation,and job creation,but due to a lack of collateral,imperfect credit history,and opaque financial information,they face great obstacles in the financing process,especially in the early capital investment required for green transformation.Green finance,through innovative financial instruments such as green credit and green bonds,provides new financing channels for SMEs,helping them reduce financing costs,optimize financing structure,and promote their green transformation and sustainable development.This paper analyzes the current situation and root causes of SMEs’financing dilemma from the perspective of green finance,and probes into the influence of green finance policies on financing behavior. 展开更多
关键词 Green finance Small and medium-sized enterprises Financing constraints
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