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Tomato detection method using domain adaptive learning for dense planting environments 被引量:1
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作者 LI Yang HOU Wenhui +4 位作者 YANG Huihuang RAO Yuan WANG Tan JIN Xiu ZHU Jun 《农业工程学报》 EI CAS CSCD 北大核心 2024年第13期134-145,共12页
This study aimed to address the challenge of accurately and reliably detecting tomatoes in dense planting environments,a critical prerequisite for the automation implementation of robotic harvesting.However,the heavy ... This study aimed to address the challenge of accurately and reliably detecting tomatoes in dense planting environments,a critical prerequisite for the automation implementation of robotic harvesting.However,the heavy reliance on extensive manually annotated datasets for training deep learning models still poses significant limitations to their application in real-world agricultural production environments.To overcome these limitations,we employed domain adaptive learning approach combined with the YOLOv5 model to develop a novel tomato detection model called as TDA-YOLO(tomato detection domain adaptation).We designated the normal illumination scenes in dense planting environments as the source domain and utilized various other illumination scenes as the target domain.To construct bridge mechanism between source and target domains,neural preset for color style transfer is introduced to generate a pseudo-dataset,which served to deal with domain discrepancy.Furthermore,this study combines the semi-supervised learning method to enable the model to extract domain-invariant features more fully,and uses knowledge distillation to improve the model's ability to adapt to the target domain.Additionally,for purpose of promoting inference speed and low computational demand,the lightweight FasterNet network was integrated into the YOLOv5's C3 module,creating a modified C3_Faster module.The experimental results demonstrated that the proposed TDA-YOLO model significantly outperformed original YOLOv5s model,achieving a mAP(mean average precision)of 96.80%for tomato detection across diverse scenarios in dense planting environments,increasing by 7.19 percentage points;Compared with the latest YOLOv8 and YOLOv9,it is also 2.17 and 1.19 percentage points higher,respectively.The model's average detection time per image was an impressive 15 milliseconds,with a FLOPs(floating point operations per second)count of 13.8 G.After acceleration processing,the detection accuracy of the TDA-YOLO model on the Jetson Xavier NX development board is 90.95%,the mAP value is 91.35%,and the detection time of each image is 21 ms,which can still meet the requirements of real-time detection of tomatoes in dense planting environment.The experimental results show that the proposed TDA-YOLO model can accurately and quickly detect tomatoes in dense planting environment,and at the same time avoid the use of a large number of annotated data,which provides technical support for the development of automatic harvesting systems for tomatoes and other fruits. 展开更多
关键词 PLANTS modelS domain adaptive tomato detection illumination variation semi-supervised learning dense planting environments
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Microstructure modeling and virtual test of asphalt mixture based on three-dimensional discrete element method 被引量:4
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作者 马涛 张德育 +2 位作者 张垚 赵永利 黄晓明 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第6期1525-1534,共10页
The objective of this work is to model the microstructure of asphalt mixture and build virtual test for asphalt mixture by using Particle Flow Code in three dimensions(PFC^(3D))based on three-dimensional discrete elem... The objective of this work is to model the microstructure of asphalt mixture and build virtual test for asphalt mixture by using Particle Flow Code in three dimensions(PFC^(3D))based on three-dimensional discrete element method.A randomly generating algorithm was proposed to capture the three-dimensional irregular shape of coarse aggregate.And then,modeling algorithm and method for graded aggregates were built.Based on the combination of modeling of coarse aggregates,asphalt mastic and air voids,three-dimensional virtual sample of asphalt mixture was modeled by using PFC^(3D).Virtual tests for penetration test of aggregate and uniaxial creep test of asphalt mixture were built and conducted by using PFC^(3D).By comparison of the testing results between virtual tests and actual laboratory tests,the validity of the microstructure modeling and virtual test built in this study was verified.Additionally,compared with laboratory test,the virtual test is easier to conduct and has less variability.It is proved that microstructure modeling and virtual test based on three-dimensional discrete element method is a promising way to conduct research of asphalt mixture. 展开更多
关键词 asphalt mixture microstructure modeling virtual test discrete element method three-dimensional method
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Three-dimensional land FD-CSEM forward modeling using edge finite-element method 被引量:3
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作者 LIU Jian-xin LIU Peng-mao TONG Xiao-zhong 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第1期131-140,共10页
A modeling tool for simulating three-dimensional land frequency-domain controlled-source electromagnetic surveys,based on a finite-element discretization of the Helmholtz equation for the electric fields,has been deve... A modeling tool for simulating three-dimensional land frequency-domain controlled-source electromagnetic surveys,based on a finite-element discretization of the Helmholtz equation for the electric fields,has been developed.The main difference between our modeling method and those previous works is edge finite-element approach applied to solving the three-dimensional land frequency-domain electromagnetic responses generated by horizontal electric dipole source.Firstly,the edge finite-element equation is formulated through the Galerkin method based on Helmholtz equation of the electric fields.Secondly,in order to check the validity of the modeling code,the numerical results are compared with the analytical solutions for a homogeneous half-space model.Finally,other three models are simulated with three-dimensional electromagnetic responses.The results indicate that the method can be applied for solving three-dimensional electromagnetic responses.The algorithm has been demonstrated,which can be effective to modeling the complex geo-electrical structures.This efficient algorithm will help to study the distribution laws of3-D land frequency-domain controlled-source electromagnetic responses and to setup basis for research of three-dimensional inversion. 展开更多
关键词 three-dimensional model frequency-domain electromagnetic method horizontal electric dipole forward modeling edge finite-element
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Three-dimensional forward modeling for magnetotelluric sounding by finite element method 被引量:3
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作者 童孝忠 柳建新 +3 位作者 谢维 徐凌华 郭荣文 程云涛 《Journal of Central South University》 SCIE EI CAS 2009年第1期136-142,共7页
A finite element algorithm combined with divergence condition was presented for computing three-dimensional(3D) magnetotelluric forward modeling. The finite element equation of three-dimensional magnetotelluric forwar... A finite element algorithm combined with divergence condition was presented for computing three-dimensional(3D) magnetotelluric forward modeling. The finite element equation of three-dimensional magnetotelluric forward modeling was derived from Maxwell's equations using general variation principle. The divergence condition was added forcedly to the electric field boundary value problem, which made the solution correct. The system of equation of the finite element algorithm was a large sparse, banded, symmetric, ill-conditioned, non-Hermitian complex matrix equation, which can be solved using the Bi-CGSTAB method. In order to prove correctness of the three-dimensional magnetotelluric forward algorithm, the computed results and analytic results of one-dimensional geo-electrical model were compared. In addition, the three-dimensional magnetotelluric forward algorithm is given a further evaluation by computing COMMEMI model. The forward modeling results show that the algorithm is very efficient, and it has a lot of advantages, such as the high precision, the canonical process of solving problem, meeting the internal boundary condition automatically and adapting to all kinds of distribution of multi-substances. 展开更多
关键词 magnetotelluric sounding three-dimensional forward modeling finite element method general variation principle divergence condition
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Risk Assessment of Coal Mine Water Hazard Based on Three-Dimensional Model of Geology and Underground Space 被引量:1
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作者 Kai Zhang~1,Ming Huang~1,Bin Tang~2,Fan Cui~1 1.Laboratory of Coal Resources and Mine Safety,China University of Mining and Technology,Beijing 100083,China. 2.China Water Investment Co.Ltd,Beijing 100053,China 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期279-279,共1页
Mine safety have top-five disasters,which including the water,gas,fire,dust and geological dynamic disaster.The coal mine water disaster is one of the important factors which restricted the development of China’s coa... Mine safety have top-five disasters,which including the water,gas,fire,dust and geological dynamic disaster.The coal mine water disaster is one of the important factors which restricted the development of China’s coal production.It is showed by statistics that 60%of mine accidents are affected by groundwater,which not only result in the production losses,casualties and a variety of 展开更多
关键词 DISASTER risk assessment three-dimensional model of GEOLOGY and UNDERGROUND space emergency RESCUE
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Applying PP Model Based on RAGA in Water Environment Quality Evaluation
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作者 PANFeng FUQiang +1 位作者 LIANGChuan LIUDong 《Journal of Northeast Agricultural University(English Edition)》 CAS 2004年第2期171-175,共5页
Projection Pursuit (PP) model is a technique of falling high dimension. Real coding based on Accelerating Genetic Algorithm (RAGA) is a method of optimum. Through combining the PP model and RAGA, the paper applies the... Projection Pursuit (PP) model is a technique of falling high dimension. Real coding based on Accelerating Genetic Algorithm (RAGA) is a method of optimum. Through combining the PP model and RAGA, the paper applies the model in the water environment quality evaluation. The writer takes the water quality evaluated indexes of each sample as projection direction and turns high dimension data into low dimension projection value. Thus, the writer achieves on evaluating the grade of water samples and its optimum order. Based on this, the writer overcomes the jamming of weights calculated on fuzzy synthesize judge and gray system valuation. The paper can provide a new thought for water environment quality evaluation and other falling high dimension and optimum issue. 展开更多
关键词 RAGA PP model water environment quality evaluation
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Prediction of three-dimensional elastic behavior of filament-wound composites based on the bridging model
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作者 Dong-mei Yin Bao-ming Li Hong-cheng Xiao 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2021年第2期609-616,共8页
This work provides a method to predict the three-dimensional equivalent elastic properties of the filament-wound composites based on the multi-scale homogenization principle.In the meso-scale,a representative volume e... This work provides a method to predict the three-dimensional equivalent elastic properties of the filament-wound composites based on the multi-scale homogenization principle.In the meso-scale,a representative volume element(RVE)is defined and the bridging model is adopted to establish a theoretical predictive model for its three-dimensional equivalent elastic constants.The results obtained through this method for the previous experimental model are compared with the ones gained respectively by experiments and classical laminate theory to verify the reliability of this model.In addition,the effects of some winding parameters,such as winding angle,on the equivalent elastic behavior of the filament-wound composites are analyzed.The rules gained can provide a theoretical reference for the optimum design of filament-wound composites. 展开更多
关键词 Lightweight design Filament-wound composites Bridging model three-dimensional elastic properties
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Machining process model based on virtual reality environment
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作者 王太勇 汪文津 +2 位作者 汪文颖 范胜波 罗珺 《Journal of Central South University》 SCIE EI CAS 2005年第S2期34-40,共7页
Virtual manufacturing is fast becoming an affordable technology with wide-ranging applications in modern manufacturing. Its advantages over existing technology are primarily that users can visualize, feel involvement ... Virtual manufacturing is fast becoming an affordable technology with wide-ranging applications in modern manufacturing. Its advantages over existing technology are primarily that users can visualize, feel involvement and interact with virtual representations of real world activities in real time. In this paper, a virtual cutting system is built which can simulate turning process, estimate tool wear and cutting force using artificial neural network etc. Using the simulated machining environment in virtual reality (VR), the user can practise and preview the operations for possible problems that might occur during implementation. This approach enables designers to evaluate and design feasible machining processes in a consistent manner as early as possible during the development process. 展开更多
关键词 virtual manufacturing environment NC graphics verification artificial neural network tool wear estimation model cutting force prediction model
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Dynamic behavior of new cutting subgrade structure of expensive soil under train loads coupling with service environment 被引量:17
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作者 QIU Ming-ming YANG Guo-lin +3 位作者 SHEN Quan YANG Xiao WANG Gang LIN Yu-liang 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第4期875-890,共16页
Expansive soil is sensitive to dry and wet environment change. And the volume deformation and inflation pressure of expansive soil may induce to cause the deformation failure of roadbed or many other adverse effects. ... Expansive soil is sensitive to dry and wet environment change. And the volume deformation and inflation pressure of expansive soil may induce to cause the deformation failure of roadbed or many other adverse effects. Aimed at a high-speed railway engineering practice in the newly built Yun-Gui high-speed railway expansive soil section in China, indoor vibration test on a full-scaled new cutting subgrade model is carried out. Based on the established track-subgrade-foundation of expansive soil system dynamic model test platform, dynamic behavior of new cutting subgrade structure under train loads coupling with extreme service environment(dry, raining, and groundwater level rising) is analyzed comparatively. The results show that the subgrade dynamic response is significantly influenced by service conditions and the dynamic response of subgrade gradually becomes stable with the increasing vibration times under various service environment conditions. The vertical dynamic soil stress is related with the depth in an approximate exponential function, and the curves of vertical dynamic soil stress present a "Z" shape distribution along transverse distance. The peak value of dynamic soil stress appears below the rail, and it increases more obviously near the roadbed surface. However, the peak value of dynamic soil stress is little affected outside 5.0 m of center line. The vibration velocity and acceleration are in a quadratic curve with an increase in depth, and the raining and groundwater level rising increase both the vibration velocity and the acceleration. The vertical deformations at different depths are differently affected by service environment in roadbed. The deformation of roadbed increases sharply when the water gets in the foundation of expansive soil, and more than 60% of the total deformation of roadbed occurs in expansive soil foundation. The laid waterproofing and drainage structure layer, which weakens the dynamic stress and improves the track regularity, presents a positive effect on the control deformation of roadbed surface. An improved empirical formula is then proposed to predict the dynamic stress of ballasted tracks subgrade of expansive soil. 展开更多
关键词 high-speed RAILWAY FULL-SCALE model testing dynamic response expansive SOIL service environment NEW SUBGRADE structure
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Visual SLAM in dynamic environments based on object detection 被引量:9
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作者 Yong-bao Ai Ting Rui +4 位作者 Xiao-qiang Yang Jia-lin He Lei Fu Jian-bin Li Ming Lu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2021年第5期1712-1721,共10页
A great number of visual simultaneous localization and mapping(VSLAM)systems need to assume static features in the environment.However,moving objects can vastly impair the performance of a VSLAM system which relies on... A great number of visual simultaneous localization and mapping(VSLAM)systems need to assume static features in the environment.However,moving objects can vastly impair the performance of a VSLAM system which relies on the static-world assumption.To cope with this challenging topic,a real-time and robust VSLAM system based on ORB-SLAM2 for dynamic environments was proposed.To reduce the influence of dynamic content,we incorporate the deep-learning-based object detection method in the visual odometry,then the dynamic object probability model is added to raise the efficiency of object detection deep neural network and enhance the real-time performance of our system.Experiment with both on the TUM and KITTI benchmark dataset,as well as in a real-world environment,the results clarify that our method can significantly reduce the tracking error or drift,enhance the robustness,accuracy and stability of the VSLAM system in dynamic scenes. 展开更多
关键词 Visual SLAM Object detection Dynamic object probability model Dynamic environments
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Three-dimensional finite element analysis on effects of tunnel construction on nearby pile foundation 被引量:6
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作者 杨敏 孙庆 +1 位作者 李卫超 马亢 《Journal of Central South University》 SCIE EI CAS 2011年第3期909-916,共8页
A three-dimensional finite element simulation was carried out to investigate the effects of tunnel construction on nearby pile foundation.The displacement controlled model (DCM) was used to simulate the tunneling-indu... A three-dimensional finite element simulation was carried out to investigate the effects of tunnel construction on nearby pile foundation.The displacement controlled model (DCM) was used to simulate the tunneling-induced volume loss effects.The numerical model was verified based on the results of a centrifuge test and a set of parametric studies was implemented based on this model.There is good agreement between the trend of the results of the centrifuge test and the present model.The results of parametric studies show that the tunnelling-induced pile internal force and deformation depend mainly on the pile?tunnel distance,the pile length to tunnel depth ratio and the volume loss.Two different zones are separated by a 45° line projected from the tunnel springline.Within the zone of influence,the pile is subjected to tensile force and large settlement;whereas outside the zone of influence,dragload and small settlement are induced.It is also established that the impact of tunnelling on a pile group is substantially smaller as compared with a single pile in the same location with the rear pile in a group,demonstrating a positive pile group effect. 展开更多
关键词 finite element analysis TUNNELLING pile foundation three-dimensional simulation displacement controlled model
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Space luminous environment adaptability of missile-borne star sensor 被引量:1
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作者 赵述芳 王洪涛 +1 位作者 王渝 纪彩彦 《Journal of Central South University》 SCIE EI CAS 2012年第12期3435-3443,共9页
To solve the problem of stray interference to star point target identification while a star sensor imaging to the sky, a study on space luminous environment adaptability of missile-borne star sensor was carried out. B... To solve the problem of stray interference to star point target identification while a star sensor imaging to the sky, a study on space luminous environment adaptability of missile-borne star sensor was carried out. By Plank blackbody radiation law and some astronomic knowledge, irradiancies of the stray at the star sensor working height were estimated. By relative astrophysical and mathematics knowledge, included angles between the star sensor optical axis point and the stray at any moment were calculated. The calculation correctness was verified with the star map software of Stellarium. By combining the upper analysis with the baffle suppression effect, a real-time model for space luminous environment of missile-borne star sensor was proposed. By signal-noise rate (SNR) criterion, the adaptability of missile-borne star sensor to space luminous environment was studied. As an example, a certain type of star sensor was considered when imaging to the starry sky on June 22, 2011 (the Summer Solstice) and September 20, 2011 (August 23 of the lunar year, last quarter moon) in Beijing. The space luminous environment and the adaptability to it were simulated and analyzed at the star sensor working height. In each period of time, the stray suppression of the baffle is analyzed by comparing the calculated included angle between the star sensor optical axis point and the stray with the shielded provided by system index. When the included angle is larger than the shielded angle and less than 90~, the stray is restrained by the baffle. The stray effect on star point target identification is analyzed by comparing the irradiancy of 6 magnitude star with that of the stray on star sensor sensitization surface. When the irradiancy of 6 magnitude star is 5 times more than that of the stray, there is no effect on the star point target identification. The simulation results are identicat with the actual situation. The space luminous environment of the missile-borne star sensor can be estimated real-timely by this model. The adaptability of the star sensor to space luminous environment can be analyzed conveniently. A basis for determining the relative star sensor indexes, the navigation star chosen strategy and the missile launch window can be provided. 展开更多
关键词 missile-borne star sensor space luminous environment stray irradiancy BAFFLE real-time model
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Simulation Environments: Challenges for Advancement
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作者 Tuncer I.ren 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1993年第4期12-24,共13页
A brief review of the basic terminology on simulation, simulation life-cycle activities such as model-based activities, behavior-oriented activities, and quality assurance activities is given. Then, the challenges and... A brief review of the basic terminology on simulation, simulation life-cycle activities such as model-based activities, behavior-oriented activities, and quality assurance activities is given. Then, the challenges and opportunities for the advancement of the state-of-the-art in simulation environments are discussed under the following headings: modelling environments, simulation environments, mixed simulation environments, and comprehensive simulation environments. 展开更多
关键词 modelling environments Simulation environments Mixed simulation environments Comprehensive simulation environments.
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Reliability assessment considering stress drift and shock damage caused by stress transition shocks in a dynamic environment
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作者 HUANG Tingting PENG Bo +1 位作者 ZHAO Yuepu YU Zixuan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第5期1025-1034,共10页
Products are often subject to dynamic environmental conditions in field use.When stress transition occurs,products may be exposed to instantaneous shocks that result in shock damages to the products,causing a permanen... Products are often subject to dynamic environmental conditions in field use.When stress transition occurs,products may be exposed to instantaneous shocks that result in shock damages to the products,causing a permanent change of the degradation signals.Meanwhile,under some conditions,instantaneous shocks also lead to stress drift,causing a temporary change of the degradation signals.In this paper,a degradation model is proposed to assess the reliability and predict the residual lifetime of products operating in a dynamic environment considering shock damage and stress drift.The model is established based on a Wiener process which combines a stress-dependent degradation rate function,a shock damage function and a stress drift function in response to the dynamic environment.The shock damage function is established as a linear function of the stress transition start level and the stress level increment.The stress drift function is established as the difference value of a specified function at the stress transition start and end levels.A simulation study is presented to demonstrate the application of the model,and a case study for miniature light bulbs is used to validate the effectiveness of the proposed model. 展开更多
关键词 degradation modeling dynamic environment STRESS DRIFT shock DAMAGE WIENER process
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IMPACTS OF THE SOUTH-TO-NORTH WATER DIVERSION PROJECTS (MIDDLE ROUTE)ON THE WATER ENVIRONMENT OF THE MIDDLE AND LOWER REACHES OF THE HANJIANG RIVER
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作者 FAN Bei-Lin, WAN Jian-Rong, ZHANG Jie and LIN Qiu-Sheng (Yangtze River Scientific Research Institute,River Research Deparment, Wuhan 430010,China) 《水生生物学报》 CAS CSCD 北大核心 2006年第6期643-646,共4页
In this paper, according to the rule of unbalanced sediment transport and the analysis of field data, different water diversion schemes were theoretically studied, including the erosion and sedimentation trend as well... In this paper, according to the rule of unbalanced sediment transport and the analysis of field data, different water diversion schemes were theoretically studied, including the erosion and sedimentation trend as well as their impacts on the environment of the middle and lower reaches of the Hanjiang River. The results showed that the 95×10 8m 3 water diversion scheme will cause less erosion and water level decrease than the 15×10 8m 3 water diversion scheme. Using a water diversion scheme of 95×10 8m 3, the decrease of water quantity can impact the river hydrodynamic regime substantially and the environments of the middle and lower reaches of the Hanjiang River will be greatly affected. It is therefore necessary to develop new water resources or build projects to meet the need of the environment and the needs for navigation. 展开更多
关键词 South-to-North Water Diversion Project River regime Water environment Mathematical model
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Investigating the influence of street environment characteristics on perceived restoration benefits:A case study in Shenzhen
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作者 Qingfeng Zhou Xueming Liu Donghui Dai 《西部人居环境学刊》 2020年第S01期10-23,共14页
Nowadays,crowded environment and high-speed life pace are likely to bring mental stress and fatigue to citizens.How to apply achievements of the restorative environment into urban planning and environmental design has... Nowadays,crowded environment and high-speed life pace are likely to bring mental stress and fatigue to citizens.How to apply achievements of the restorative environment into urban planning and environmental design has received more attention in recent years.Earlier research does not provide detailed information about the specific components of the physical environment that support restoration.This study explores which characteristics of the street environment and psychological factors of the street environment have an impact on subjective restoration.The streets were sampled from Shenzhen.Each street was represented by a single photo.The photo was quantified in terms of the different objective street components and also rated on psychological variables related to restoration.The rating on the psychological variables,being away,fascination,coherence,scope,the likelihood of restoration,and preference were provided by people of various ages and occupations.The results show that:1)the proportion of natural elements have the greatest impact on street restoration benefits and preference,and its impact is robust;2)the two characteristics of street safety and quiet are important to street restoration benefits and preferences;3)fascination and being away have a greater impact on restorative benefits of streets,followed by coherence,and the scope of the street has no significant effect on restorative benefits.The study could provide evidence for policy-makers and urban design and planning interventions. 展开更多
关键词 Street environment Attention restoration theory Structural equation model Rstoration benefits Shezhen
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地球系统模式和数值模拟研究 被引量:1
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作者 曾庆存 张明华 +1 位作者 戴永久 曾晓东 《气象学报》 北大核心 2025年第3期419-434,共16页
地球系统是将大气、陆地、海洋、冰冻圈、土壤和岩石圈以及其中的生物视为一个整体,由一系列相互作用过程联系起来的复杂非线性的多重耦合系统。地球系统模式(ESM)是描述这一复杂耦合系统的数学物理模式。ESM已超越气候系统模式对大气... 地球系统是将大气、陆地、海洋、冰冻圈、土壤和岩石圈以及其中的生物视为一个整体,由一系列相互作用过程联系起来的复杂非线性的多重耦合系统。地球系统模式(ESM)是描述这一复杂耦合系统的数学物理模式。ESM已超越气候系统模式对大气、陆地和海洋状态的物理描述,故不仅可用来做天气和气候预测,还可以研究环境和生态系统的演变过程,研究人类活动对气候和生态环境的影响,以及研究人类调控自然界工程的合理或最优的方案。概述了“地球系统模式”提出和研究的一些历史,地球系统模式的构成;简介了中国科学院地球系统模式(CAS-ESM)的一些主要特点,以及数值模拟的一些主要研究成果和应用;最后提出进一步发展的一些问题。 展开更多
关键词 气候系统模式 环境生态系统模式 耦合 地球系统模式 数值模拟 气候预测
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以生成式人工智能重塑智慧学习环境:从要素改进到生态重构 被引量:14
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作者 武法提 夏志文 高姝睿 《电化教育研究》 北大核心 2025年第1期54-63,共10页
智慧学习环境作为教育数字化转型的重要支撑,在建设过程中涌现出数据孤岛、模型局限、资源定型、工具繁杂、服务僵硬、场景割裂等问题。生成式人工智能作为人工智能技术发展的新形态,给智慧学习环境的升级与变革带了新的机遇。研究以生... 智慧学习环境作为教育数字化转型的重要支撑,在建设过程中涌现出数据孤岛、模型局限、资源定型、工具繁杂、服务僵硬、场景割裂等问题。生成式人工智能作为人工智能技术发展的新形态,给智慧学习环境的升级与变革带了新的机遇。研究以生成式人工智能为动力引擎升级了三层六要素的智慧学习环境理论模型,认为智慧学习环境中的数据要素由低质化转向高效化、模型要素由判别式转向生成式、资源要素由表象化转向语义化、工具要素由分布式转向集成化、服务要素由预定义转向自适应、场景要素由边缘化转向中心化。在此基础上,研究进一步明晰了生成式人工智能可通过重构人才培养理念、知识与课程观、教学模式与学习方式、教育评价体系及教育治理模式变革智慧学习环境生态。研究深入剖析了智慧学习环境的内部要素改进与外部生态重构,为塑造智慧学习环境新形态提供理论研究支撑与实践探索方向。 展开更多
关键词 智慧学习环境 生成式人工智能 要素改进 生态重构 理论模型
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基于SSA-LSTM-Attention的日光温室环境预测模型 被引量:1
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作者 孟繁佳 许瑞峰 +3 位作者 赵维娟 宋文臻 高艺璇 李莉 《农业工程学报》 北大核心 2025年第11期256-263,共8页
建立准确的温室环境预测模型有助于精准调控温室环境促进作物的生长发育,针对温室小气候具有时序性、非线性和强耦合等特点,该研究提出了一种基于SSA-LSTM-Attention(sparrow search algorithm-long short-term memoryattention mechani... 建立准确的温室环境预测模型有助于精准调控温室环境促进作物的生长发育,针对温室小气候具有时序性、非线性和强耦合等特点,该研究提出了一种基于SSA-LSTM-Attention(sparrow search algorithm-long short-term memoryattention mechanism)的日光温室环境预测模型。首先,通过温室物联网数据采集系统获取温室内外环境数据;其次,使用皮尔逊相关性分析法筛选出强相关性因子;最后,构建环境特征时间序列矩阵输入模型进行温室环境预测。对日光温室的室内温度、室内湿度、光照强度和土壤湿度4种环境因子的预测,SSA-LSTM-Attention模型的平均拟合指数达到了97.9%。相较于反向传播神经网络(back propagation neural network,BP)、门控循环单元(gate recurrent unit,GRU)、长短期记忆神经网络(long short term memory,LSTM)和LSTM-Attention(long short-term memory-attention mechanism)模型,分别提高8.1、4.1、3.5、3.0个百分点;平均绝对百分比误差为2.6%,分别降低6.5、3.2、2.8、2.5个百分点。试验结果表明,通过利用SSA自动优化LSTM-Attention模型的超参数,提高了模型预测精度,为日光温室环境超前调控提供了有效的数据支持。 展开更多
关键词 日光温室 麻雀搜索算法 长短期记忆网络 注意力机制 环境预测模型
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窟野河流域人居环境空间特征及影响因素 被引量:1
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作者 张中华 吴昊 《风景园林》 北大核心 2025年第6期96-105,共10页
【目的】窟野河流域是黄河中游干旱半干旱地区的典型流域之一,在能源产业主导驱动的人居发展模式下,流域内水资源供应不足、水土流失严重、城水空间不协同、水资源污染等人水矛盾日益突出。拟从人水关系视角探讨窟野河流域人居环境与水... 【目的】窟野河流域是黄河中游干旱半干旱地区的典型流域之一,在能源产业主导驱动的人居发展模式下,流域内水资源供应不足、水土流失严重、城水空间不协同、水资源污染等人水矛盾日益突出。拟从人水关系视角探讨窟野河流域人居环境与水文环境的复杂关系,为流域人居环境与水文环境的和谐发展提供参考建议。【方法】以子流域(集水区)为研究单元,运用熵值法、SWAT水文模型、参数最优地理探测器等分析方法,揭示窟野河流域各子流域人居环境质量的空间特征,并从水文环境的规模、质量、形态等方面探测流域人居环境质量的影响因素。【结果】窟野河流域人居环境质量的空间分异特征为“局部核心集聚,沿主河道向四周扩散降低”。河网形态与发育程度是影响流域人居环境质量的核心因素,水资源的规模-质量-源汇的系统耦合关系是影响流域人居环境质量的主要因素,流域圆度率、流域长宽比是影响流域人居环境质量的次要因素,流域地形是影响流域人居环境质量的重要因素。【结论】1)窟野河流域人居环境质量存在显著的空间分异特征;2)流域人居环境质量是水文规模、水文形态、水文质量、流域地形等多因素长期耦合作用的结果;3)流域人居环境与水文环境存在复杂的相互作用关系,应基于人水关系和谐来提升优化流域人居环境质量。 展开更多
关键词 流域人居环境 人水关系 参数最优地理探测器 SWAT模型 影响因素
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