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高性能并行PIM系统中Parcels通信机制研究
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作者 温璞 杨学军 唐玉华 《小型微型计算机系统》 CSCD 北大核心 2006年第3期554-557,共4页
基于Processor-in-Memory(PIM)技术的高性能并行系统具有可扩展性、自适应性、鲁棒性和低功耗等特性.借助于Parcels通信机制,并行PIM系统可以实现消息驱动的计算,重叠计算与通信,降低通信系统对细粒度并行应用的影响,可充分利用PIM的内... 基于Processor-in-Memory(PIM)技术的高性能并行系统具有可扩展性、自适应性、鲁棒性和低功耗等特性.借助于Parcels通信机制,并行PIM系统可以实现消息驱动的计算,重叠计算与通信,降低通信系统对细粒度并行应用的影响,可充分利用PIM的内部带宽和应用局部性.文章对并行PIM系统中采用的Parcels通信机制及其特点、Parcels通信模型,以及Parcels的典型应用系统进行了着重介绍,对存在的问题进行了分析并指出了进一步的研究方向. 展开更多
关键词 Processor-in-Memory parcels通信机制 用户层通信 并行系统
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On the Development of Meso-Scale Heavy Rain Parcels in China
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作者 章淹 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 1995年第1期79-86,共8页
Heavy rains occur in China frequently, which often bring us floods and serious disasters in the summer half-year. The meso-scale heavy rain parcels (MHRP) in the mid-latitude are usually developed in following cases:I... Heavy rains occur in China frequently, which often bring us floods and serious disasters in the summer half-year. The meso-scale heavy rain parcels (MHRP) in the mid-latitude are usually developed in following cases:I.By the approaching, meeting and / or overlapping of different weather systems, when two or more different rainfall systems are getting to conjugate, some MHRPs could be developed, such as: 1) a new cold/warm front or squall line approaches an old front or squall, even when the old one is somewhat decrepit; 2) at the places where two or more synoptic systems with different characteristics are meeting together, such as the meeting of tropical cyclone with the cold airs coming from the mid- and / or high-latitudes, or the low latitude vortex meeting with the westerly trough; 3) at the intersections of some different weather systems, such as the intersection of drylines, squall lines or fronts moving from different directions; and 4) by the overlapping of rainfall parcels produced continuously from a meso-generation centre.II.Resonance Effect and Tibetan Plateau Influence are two reasons why high frequency of heavy and torrential rains arround the meiyu front is discussed also. 展开更多
关键词 Meso-scale heavy rain parcels (MHRP) Forcing field Interactions of different weather systems Resonance effect Tibetan Plateau influence.
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Parcels Delivered in 2019 to Reach 60 Billion
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《China Today》 2019年第3期8-8,共1页
The State Post Bureau(SPB)predicts that the volume of parcels delivered this year will reach 60 billion,a 20 percent year-onyear growth.
关键词 parcels Delivered The STATE POST Bureau(SPB) GROWTH
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Alarm on Invasion of Harmful Organisms Via Postal Parcels
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作者 Wang Jiaying Cui Junxia Chen Xianfeng 《Plant Diseases and Pests》 CAS 2020年第2期28-30,34,共4页
In recent years,with the rapid development of cross-border e-commerce,international postal parcels have been increasing sharply,thus giving rise to a new way for alien biological invasion.According to the"animal ... In recent years,with the rapid development of cross-border e-commerce,international postal parcels have been increasing sharply,thus giving rise to a new way for alien biological invasion.According to the"animal and plant quarantine information platform"of the General Adminis-tration of Customs,postal inspection system intercepted a total of 4975 harmful organisms nationwide.There were 219 quarantine organisms,including 142 insects,27 weeds,12 nematodes,29 fungi,1 bacterium and 8 viruses.Insects accounted for 64.84%of the quarantine organisms,among which Hypothenemus hampei had the highest interception frequency.Up to 71.36%of those harmful organisms were from seedlings,yet47.31%organisms came from products exported from India.These analyses indicate the direction of future portal quarantine work and lay a theoret-ical foundation for better guarding the biological security. 展开更多
关键词 International postal parcels Postal quarantine system Biological invasion Gate biological security
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Sino-US Deal Parcels out Offshore Oil, Gas Rights
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《China Oil & Gas》 CAS 1997年第1期55-55,共1页
关键词 US Gas Rights Sino-US Deal parcels out Offshore Oil
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Summary of Animal and Plant Quarantine Objects in the Imported Parcels and X-ray Pattern Identification
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作者 Zhiling Cao 《Journal of Zoological Research》 2019年第2期26-27,共2页
The quantity of the imported parcels in China has increased rapidly,becoming an important means for criminals to hide the prohibited animal and plant quarantine objects.The x-ray applied to the port of post inspection... The quantity of the imported parcels in China has increased rapidly,becoming an important means for criminals to hide the prohibited animal and plant quarantine objects.The x-ray applied to the port of post inspection can speed up inspection and better protect the ecological safety of China by mastering its method of judging animal and plant quarantine objects. 展开更多
关键词 The Imported parcels Animal and plant quarantine X-RAY
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Shape Analysis of Agricultural Parcels for Land Consolidation Priorities in Tekirdag Province,Turkey 被引量:1
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作者 Bahadir ALTURK 《Chinese Geographical Science》 SCIE CSCD 2024年第1期93-105,共13页
Shape irregularity,a sub-factor of parcel fragmentation is a problem that hinders sustainable agriculture and is solved using land consolidation projects.Determination of the parcel shape degree contributes significan... Shape irregularity,a sub-factor of parcel fragmentation is a problem that hinders sustainable agriculture and is solved using land consolidation projects.Determination of the parcel shape degree contributes significantly to spatial prioritization where there is also a high probability of achieving positive effects of consolidation projects.This study aims to determine the shape degree of the agricultural parcels both at singular and rural county scales in Tekirdag Province,Turkey in 2020 by combining the parcel shape index(PSI) with the minimum bounding geometry index(MBG) to improve parcel scores.Hot-spot zones of the highly irregular and near optimum parcels were also determined using Getis-Ord G_(i)^(*) statistic.The parcel degrees were classified into four categories,namely highly irregular,irregular,regular and near optimum.The obtained unweighted scores of the parameters exhibit deviations from the expected values.After weighting by pairwise comparison,the values approached ideal scores.Among 346 740 parcels,53% were highly irregular and irregular and 47% were regular and near optimum shapes after weighting whereas these were 70% and 30%,respectively before weighting.The average parcel degree of 63 rural counties was regular while the average parcel degree of the remaining 264 rural counties was irregular.The combined use of PSI and MBG index improved the correctness of the parcel shape score.It could be suggested to use as a tool in land consolidation prioritization. 展开更多
关键词 land consolidation priority parcel shape index(PSI) minimum bounding geometry(MBG) sustainable rural development hot-spot analysis Tekirdag Province TURKEY
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Abandoned land identification in karst mountain area based on time series SAR characteristics at geo-parcels scale
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作者 ZHOU Zhong-fa WANG Ling-yu +6 位作者 CHEN Quan LUO Jian-cheng ZHAO Xin ZHANG Shu ZHANG Wen-hui LIAO Juan LYU Zhi-jun 《Journal of Mountain Science》 SCIE CSCD 2023年第3期792-809,共18页
Mapping abandoned land is very important for accurate agricultural management.However,in karst mountainous areas,continuous high-resolution optical images are difficult to obtain in rainy weather,and the land is fragm... Mapping abandoned land is very important for accurate agricultural management.However,in karst mountainous areas,continuous high-resolution optical images are difficult to obtain in rainy weather,and the land is fragmented,which poses a great challenge for remote sensing monitoring of agriculture activities.In this study,a new method for identifying abandoned land is proposed:firstly,a few Google Earth images are used to transform arable land into accurate vectorized geo-parcels;secondly,a time-series data set was constructed using Sentinel-1A Alpha parameters for 2020 on each farmland geoparcel;thirdly,the semi-variation function(SVF)was used to analyze the spatial-temporal characteristics,then identify abandoned land.The results show:(1)On the basis of accurate spatial information and boundary of farmland land,the SAR time-series dataset reflects the structure and time-series response.abandoned land with an accuracy of 80.25%.The problem of remote sensing monitoring in rainy regions and complex surface areas is well-resolved.(2)The spatial heterogeneity of abandoned land is more obvious than that of cultivated land within geoparcels.The step size for significant changes in the SVF of abandoned land is shorter than that of cultivated land.(3)The SVF time sequence curve presented a strong peak feature when farmland was abandoned.This reveals that the internal spatial structure of abandoned land is more disordered and complex.It showed that time-series variations of spatial structure within cultivated land have broader applications in remote sensing monitoring of agriculture in complex imaging environments. 展开更多
关键词 Sentinel-1 SAR Abandoned farmland Semi variogram function Farmland geo parcel Time seriescharacteristics Texture feature Karst mountainous area
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德国铁路公司与DHL合作模式研究 被引量:2
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作者 谭克虎 陈移旺 《中国铁路》 2017年第1期35-41,共7页
德国铁路公司和德国快递企业DHL于2005年合作利用铁路运送快件,并取得了良好的合作效果。双方合作的成功实施主要依赖于运输设备的良好改进、智能化信息追踪系统的采用、列车时刻的合理安排及货场的科学选址;通过合作,强化了DHL承担社... 德国铁路公司和德国快递企业DHL于2005年合作利用铁路运送快件,并取得了良好的合作效果。双方合作的成功实施主要依赖于运输设备的良好改进、智能化信息追踪系统的采用、列车时刻的合理安排及货场的科学选址;通过合作,强化了DHL承担社会责任的形象,提升了德国铁路公司和DHL的服务水平,推进了德国铁路公司的现代物流建设进程;在分析合作背景、合作方式及合作效果的基础上,得出结论:公铁联运是铁路公司和快递企业实现双赢的重要途径,合理的物流园区规划有助于推动多种运输方式顺畅衔接并保证货物高效中转,压缩运输时限、发展集装化运输是创新铁路运输组织的关键。 展开更多
关键词 DB DHL PARCEL INTERCITY 快件运输 集装化运输
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The dual choice of geodetic horizontal reference systems for Ukraine
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作者 Elena Novikova Alena Palamar Rostyslav Lopunov 《Geodesy and Geodynamics》 EI CSCD 2023年第3期254-264,共11页
Almost all European countries use at least two horizontal reference systems, which allow them to minimize all risks when changing the coordinate system. The first system is used for the needs of the national survey in... Almost all European countries use at least two horizontal reference systems, which allow them to minimize all risks when changing the coordinate system. The first system is used for the needs of the national survey in general, and also for technical applications in engineering surveys. A brief description of this system can be written by the formula: Geocentric Ellipsoid(GRS80) + Projection(UTM). More than half of the European countries for the second national systems use the GRS80 geocentric ellipsoid together with a projection other than UTM, some of them continue to use the projection of the old coordinate systems. The rest of the countries, excluding Ukraine, adapted the existing national coordinate systems to modern requirements, removing deformations from them concerning the ETRS89. A small number of European countries have implemented the GRS80 geocentric ellipsoid together with the UTM projection for cadastral surveys and topographic maps with a scale of 1:5000 and larger. Only one country, Ukraine, chose a variant for the new coordinate system(UCS2000), which is briefly written by the formula: Old Not Geocentric Ellipsoid + New Projection. The analysis of modern coordinate systems of Europe made it possible to formulate two variants of the future coordinate system of Ukraine based on a geocentric ellipsoid. It is shown that the transition to a geocentric ellipsoid will change the coordinates and heights of the points, but practically will not change the distance between the points and the area of the parcels. 展开更多
关键词 UTM GRS80 Projection parameters Quantitative characteristics of land parcels UCS2000
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Fine-Grained Topography and Modularity of the Macaque Frontal Pole Cortex Revealed by Anatomical Connectivity Profiles 被引量:4
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作者 Bin He Long Cao +5 位作者 Xiaoluan Xia Baogui Zhang Dan Zhang Bo You Lingzhong Fan Tianzi Jiang 《Neuroscience Bulletin》 SCIE CAS CSCD 2020年第12期1454-1473,共20页
The frontal pole cortex(FPC)plays key roles in various higher-order functions and is highly developed in non-human primates.An essential missing piece of information is the detailed anatomical connections for finer pa... The frontal pole cortex(FPC)plays key roles in various higher-order functions and is highly developed in non-human primates.An essential missing piece of information is the detailed anatomical connections for finer parcellation of the macaque FPC than provided by the previous tracer results.This is important for understanding the functional architecture of the cerebral cortex.Here,combining cross-validation and principal component analysis,we formed a tractography-based parcellation scheme that applied a machine learning algorithm to divide the macaque FPC(2 males and 6 females)into eight subareas using high-resolution diffusion magnetic resonance imaging with the 9.4 T Bruker system,and then revealed their subregional connections.Furthermore,we applied improved hierarchical clustering to the obtained parcels to probe the modular structure of the subregions,and found that the dorsolateral FPC,which contains an extension to the medial FPC,was mainly connected to regions of the default-mode network.The ventral FPC was mainly involved in the social-interaction network and the dorsal FPC in the metacognitive network.These results enhance our understanding of the anatomy and circuitry of the macaque brain,and contribute to FPC-related clinical research. 展开更多
关键词 MACAQUE Frontal pole cortex Anatomical connectivity profile PARCELLATION NEUROIMAGING Principal component analysis
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Parameterization for the Depth of the Entrainment Zone above the Convectively Mixed Layer 被引量:3
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作者 孙鉴泞 蒋维楣 +1 位作者 陈子赟 袁仁民 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2005年第1期114-121,共8页
It has been noted that when the convective Richardson number Ri* is used to characterize the depth of the entrainment zone, various parameterization schemes can be obtained. This situation is often attributed to the i... It has been noted that when the convective Richardson number Ri* is used to characterize the depth of the entrainment zone, various parameterization schemes can be obtained. This situation is often attributed to the invalidity of parcel theory. However, evidence shows that the convective Richardson number Ri* might be an improper characteristic scaling parameter for the entrainment process. An attempt to use an innovative parameter to parameterize the entrainment-zone thickness has been made in this paper. Based on the examination of the data of water-tank experiments and atmospheric measurements, it is found that the total lapse rate of potential temperature across the entrainment zone is proportional to that of the capping inversion layer. Inserting this relationship into the so-called parcel theory, it thus gives a new parameterization scheme for the depth of the entrainment zone. This scheme includes the lapse rate of the capping inversion layer that plays an important role in the entrainment process. Its physical representation is reasonable. The new scheme gives a better ordering of the data measured in both water-tank and atmosphere as compared with the traditional method using Ri*. These indicate that the parcel theory can describe the entrainment process suitably and that the new parameter is better than Ri*. 展开更多
关键词 convectively mixed layer the depth of the entrainment zone capping inversion layer parameterization scheme parcel theory
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Joint Multi-modal Parcellation of the Human Striatum:Functions and Clinical Relevance 被引量:1
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作者 Xiaojin Liu Simon B.Eickhoff +14 位作者 Felix Hoffstaedter Sarah Genon Svenja Caspers Kathrin Reetz Imis Dogan Claudia R.Eickhoff Ji Chen Julian Caspers Niels Reuter Christian Mathys Andre Aleman Renaud Jardri Valentin Riedl Iris E.Sommer Kaustubh R.Patil 《Neuroscience Bulletin》 SCIE CAS CSCD 2020年第10期1123-1136,共14页
The human striatum is essential for both lowand high-level functions and has been implicated in the pathophysiology of various prevalent disorders,including Parkinson's disease(PD)and schizophrenia(SCZ).It is know... The human striatum is essential for both lowand high-level functions and has been implicated in the pathophysiology of various prevalent disorders,including Parkinson's disease(PD)and schizophrenia(SCZ).It is known to consist of structurally and functionally divergent subdivisions.However,previous parcellations are based on a single neuroimaging modality,leaving the extent of the multi-modal organization of the striatum unknown.Here,we investigated the organization of the striatum across three modalities—resting-state functional connectivity,probabilistic diffusion tractography,and structural covariance—to provide a holistic convergent view of its structure and function.We found convergent clusters in the dorsal,dorsolateral,rostral,ventral,and caudal striatum.Functional characterization revealed the anterior striatum to be mainly associated with cognitive and emotional functions,while the caudal striatum was related to action execution.Interestingly,significant structural atrophy in the rostral and ventral striatum was common to both PD and SCZ,but atrophy in the dorsolateral striatum was specifically attributable to PD.Our study revealed a cross-modal convergent organization of the striatum,representing a fundamental topographical model that can be useful for investigating structural and functional variability in aging and in clinical conditions. 展开更多
关键词 STRIATUM MULTI-MODAL Connectivity-based parcellation Convergent clusters Voxel-based morphometry Parkinson's disease SCHIZOPHRENIA
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将Android平台的RIL层移植到基于LINUX的通用平台的研究与实现
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作者 赵国强 彭大芹 《电子世界》 2013年第10期9-10,共2页
本文通过对Android RIL层代码分析,将android RIL层功能在纯LINUX平台上实现,完全脱离了Android系统。为基于LINUX的通用平台实现一套成熟的RIL层代码,并开发出相应的框架层,以便基于LINUX的平台能快速成熟的向3G网络发起相关业务。在Op... 本文通过对Android RIL层代码分析,将android RIL层功能在纯LINUX平台上实现,完全脱离了Android系统。为基于LINUX的通用平台实现一套成熟的RIL层代码,并开发出相应的框架层,以便基于LINUX的平台能快速成熟的向3G网络发起相关业务。在OpenWrt系统上验证了移植后的RIL层代码正常工作。 展开更多
关键词 Android RIL LINUX 移植 PARCEL 验证
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YOLO-Based Damage Detection with StyleGAN3 Data Augmentation for Parcel Information-Recognition System 被引量:1
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作者 Seolhee Kim Sang-Duck Lee 《Computers, Materials & Continua》 SCIE EI 2024年第7期195-215,共21页
Damage to parcels reduces customer satisfactionwith delivery services and increases return-logistics costs.This can be prevented by detecting and addressing the damage before the parcels reach the customer.Consequentl... Damage to parcels reduces customer satisfactionwith delivery services and increases return-logistics costs.This can be prevented by detecting and addressing the damage before the parcels reach the customer.Consequently,various studies have been conducted on deep learning techniques related to the detection of parcel damage.This study proposes a deep learning-based damage detectionmethod for various types of parcels.Themethod is intended to be part of a parcel information-recognition systemthat identifies the volume and shipping information of parcels,and determines whether they are damaged;this method is intended for use in the actual parcel-transportation process.For this purpose,1)the study acquired image data in an environment simulating the actual parcel-transportation process,and 2)the training dataset was expanded based on StyleGAN3 with adaptive discriminator augmentation.Additionally,3)a preliminary distinction was made between the appearance of parcels and their damage status to enhance the performance of the parcel damage detection model and analyze the causes of parcel damage.Finally,using the dataset constructed based on the proposed method,a damage type detection model was trained,and its mean average precision was confirmed.This model can improve customer satisfaction and reduce return costs for parcel delivery companies. 展开更多
关键词 Parcel delivery service damage detection damage classification data augmentation generative adversarial network
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Feature-reduction and semi-simulated data in functional connectivity-based cortical parcellation
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作者 Xiaoguang Tian Cirong Liu +3 位作者 Tianzi Jiang Joshua Rizak Yuanye Ma Xintian Hu 《Neuroscience Bulletin》 SCIE CAS CSCD 2013年第3期333-347,共15页
Recently, restingstate functional magnetic resonance imaging has been used to parcellate the brain into functionally distinct regions based on the information available in functional connectivity maps. However, brain ... Recently, restingstate functional magnetic resonance imaging has been used to parcellate the brain into functionally distinct regions based on the information available in functional connectivity maps. However, brain voxels are not independent units and adjacent voxels are always highly correlated, so functional connectivity maps contain redundant information, which not only impairs the computational efficiency during clustering, but also reduces the accuracy of clustering results. The aim of this study was to propose featurereduction approaches to reduce the redundancy and to develop semisimulated data with defined ground truth to evaluate these approaches. We proposed a featurereduction approach based on the Affinity Propagation Algorithm (APA) and compared it with the classic feature reduction approach based on Principal Component Analysis (PCA). We tested the two approaches to the parcellation of both semisimulated and real seed regions using the Kmeans algorithm and designed two experiments to evaluate their noise resistance. We found that all functional connectivitymaps (with/without feature reduction) provided correct information for the parcellation of the semi simulated seed region and the computational efficiency was greatly improved by both feature reduction approaches. Meanwhile, the APAbased featurereduction approach outperformed the PCA based approach in noiseresistance. The results suggested that functional connectivity maps can provide correct information for cortical parcellation, and featurereduction does not significantly change the information. Considering the improvement in computational efficiency and the noiseresistance, featurereduction of functional connectivity maps before cortical parcellation is both feasible and necessary. 展开更多
关键词 cortical parcellation resting-state fMRI functional connectivity feature reduction stimulateddata AP algorithm
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An Analysis of the Air Parcel Trajectories of Long-Range Transport at Shanghai
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作者 邵德民 张维 +3 位作者 沈爱华 陈雪琴 付哲民 何珍珍 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 1992年第3期346-350,共5页
1.INTRODUCTION Acid rain observations show that acid cloud water in Shanghai region appears not only
关键词 ACID An Analysis of the Air Parcel Trajectories of Long-Range Transport at Shanghai
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Building a Geodatabase for Parcel and Cadaster Mapping and Add-Ins Development: A Case Study for Defense Housing Authority (DHA), Lahore, Pakistan
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作者 Mamoon Ur Rasheed Sajid Rashid Ahmad Rashid Saleem 《Journal of Geographic Information System》 2015年第6期588-597,共10页
This paper presents a systematic view of most up-to-date tools, technologies and techniques which is appropriate not only for effective decision making, but also helpful for competent administration to provide efficie... This paper presents a systematic view of most up-to-date tools, technologies and techniques which is appropriate not only for effective decision making, but also helpful for competent administration to provide efficient resolution for spatial troubles of Khasra and Parcel management. Different Data collection techniques have been applied on different data sources. Worldview II of 0.5 resolution image, scanned Master Plan and Cadastral/Khasra Maps was used for development of geodatabase for spatial and non-spatial entities using ArcGIS 10.2. Multiple processing on Satellite Imagery using ERDAS Imagine was performed like Image enhancement, Mosaicking and Color Balancing, Image Geo-referencing and Raster Cataloging. Development of Customize Graphical User Interface (GUI) for DHA’s officials and administrator makes efficient decision in society matters. This is the first spatial GUI, for DHA to plan and maintain society’s activities efficiently, in the form of ArcMap Add-Ins. These Add-Ins are written in C#.Net using ArcObjects APIs within MSVS 2012. 展开更多
关键词 Khasra PARCEL ARCMAP Add-Ins ARCOBJECTS GEODATABASE
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Electromagnetism, Blood Flow and Coagulation
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作者 Merab Beraia Guram Beraia 《Journal of Biomedical Science and Engineering》 CAS 2022年第7期187-197,共11页
There is a lot of uncertainty in the theory of hemodynamics. The amount of work need to displace the blood in the systemic circulation, exceeds the work done by the left ventricle. With this, blood recovers increased ... There is a lot of uncertainty in the theory of hemodynamics. The amount of work need to displace the blood in the systemic circulation, exceeds the work done by the left ventricle. With this, blood recovers increased flow resistance between the heartbeats with the Womersley number alterations in the rhythm of the accompanying electrocardiogram (ECG). Viscoelastic transformation is heavily expressed in coagulation. There must be a relationship between the ECG and blood transient flow resistance. The influence of the electromagnetic field on blood coagulation was studied. Venous blood was affected by the oscillated electromagnetic field (500 - 5000 Hz), with the square wave input signal in 25 healthy individuals (15 males, 10 females in the age 18 - 57 years). Electromagnetic irradiation (EMI) time of the sample 3 - 10 min. Hypocoagulation in normal blood samples was revealed (decreased quantity of Platelets up to 10 - 23 × 10<sup>9</sup>/L, Prothrombin index up to 9% - 10%, Fibrinogen concentration up to 0.20 - 0.21 g/L) and thrombolysis after the blood stasis. Ac electric field from the myocardial depolarization initiates electroacoustic phenomena. An emerging repulsing electromagnetic force acts on the red blood cells (RBC) and in addition to the pulse pressure from the heart, promotes blood motion and viscoelastic changes. The alterations of the blood inertial and elasticity, in addition to hemodynamics, are facilitated by the magnetic features of the hemoglobin. The external electromagnetic signal can manage the blood coagulation process, including thrombolysis. 展开更多
关键词 Viscoelastic Blood Flow COAGULATION Parcel Resident Time Electromagnetic Force Information Filter
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Connectivity-based Cortical Parcellation via Contrastive Learning on Spatial-Graph Convolution
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作者 Peiting You Xiang Li +1 位作者 Fan Zhang Quanzheng Li 《Biomedical Engineering Frontiers》 2022年第1期105-115,共11页
Objective.Objective of this work is the development and evaluation of a cortical parcellation framework based on tractography-derived brain structural connectivity.Impact Statement.The proposed framework utilizes nove... Objective.Objective of this work is the development and evaluation of a cortical parcellation framework based on tractography-derived brain structural connectivity.Impact Statement.The proposed framework utilizes novel spatial-graph representation learning methods for solving the task of cortical parcellation,an important medical image analysis and neuroscientific problem.Introduction.The concept of“connectional fingerprint”has motivated many investigations on the connectivity-based cortical parcellation,especially with the technical advancement of diffusion imaging.Previous studies on multiple brain regions have been conducted with promising results.However,performance and applicability of these models are limited by the relatively simple computational scheme and the lack of effective representation of brain imaging data.Methods.We propose the Spatial-graph Convolution Parcellation(SGCP)framework,a two-stage deep learning-based modeling for the graph representation brain imaging.In the first stage,SGCP learns an effective embedding of the input data through a self-supervised contrastive learning scheme with the backbone encoder of a spatial-graph convolution network.In the second stage,SGCP learns a supervised classifier to perform voxel-wise classification for parcellating the desired brain region.Results.SGCP is evaluated on the parcellation task for 5 brain regions in a 15-subject DWI dataset.Performance comparisons between SGCP,traditional parcellation methods,and other deep learning-based methods show that SGCP can achieve superior performance in all the cases.Conclusion.Consistent good performance of the proposed SGCP framework indicates its potential to be used as a general solution for investigating the regional/subregional composition of human brain based on one or more connectivity measurements. 展开更多
关键词 CONNECTIVITY PARCEL SPATIAL
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