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Anti-Windup Digital Control Design for Time-Delayed Analog Nonlinear Systems Using Approximated Scalar Sign Function
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作者 Warsame H. Ali Yongpeng Zhang +2 位作者 Jian Zhang John H. Fuller Leang-San Shieh 《Circuits and Systems》 2014年第1期27-37,共11页
This paper describes an approximated-scalar-sign-function-based anti-windup digital control design for analog nonlinear systems subject to input constraints. As input saturation occurs, the non-smooth saturation const... This paper describes an approximated-scalar-sign-function-based anti-windup digital control design for analog nonlinear systems subject to input constraints. As input saturation occurs, the non-smooth saturation constraint is modeled with the approximated scalar sign function which is a smooth nonlinear function. The resulting nonlinear model is further linearized at any operating point with the optimal linearization technique, and Linear Quadratic Regulator (LQR) is then applied for a state-feedback controller optimal for each operating point. As input saturation is encountered, an iterative procedure is developed to adjust control gains by systematically updating LQR weighting matrices until the inputs lie within the saturation limits. Through global digital redesign, the analog LQR controller is converted to an equivalent digital one for keeping the essential control performance, and moreover, delay compensation is taken into account during digital redesign for compensating the potential time delays in a control loop. The swing-up and stabilization control of single rotary inverted pendulum system is used to illustrate and verify the proposed method. 展开更多
关键词 ANTI-WINDUP Control SCALAR sign function SAMPLED-DATA SYSTEM Time-Delayed SYSTEM
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Existence of Monotone Positive Solution for a Fourth-Order Three-Point BVP with Sign-Changing Green’s Function
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作者 Junrui Yue Yun Zhang Qingyue Bai 《Open Journal of Applied Sciences》 2024年第1期63-69,共7页
This paper is concerned with the following fourth-order three-point boundary value problem , where , we discuss the existence of positive solutions to the above problem by applying to the fixed point theory in cones a... This paper is concerned with the following fourth-order three-point boundary value problem , where , we discuss the existence of positive solutions to the above problem by applying to the fixed point theory in cones and iterative technique. 展开更多
关键词 Fourth-Order Three-Point Boundary Value Problem sign-Changing Green’s function Fixed Point Index Iterative Technique Monotone Positive Solution EXISTENCE
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On the C-E Translation of Public Signs from the Functional Perspective
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作者 唐绪红 《英语广场(学术研究)》 2012年第1期40-42,共3页
With the rapid development of Chinese economy, more and more foreigners have been attracted to China to invest, work, study and travel. To help the foreigners better understand China and facilitate cross-cultural comm... With the rapid development of Chinese economy, more and more foreigners have been attracted to China to invest, work, study and travel. To help the foreigners better understand China and facilitate cross-cultural communication, bilingual or even trilingual public signs spring up in every part of China. As is known that public signs, usually in the form of a few words, a picture or words accompanied with a picture, function not only as a " face" of a city and a nation, but also as a first calling card given to the foreigners. Moreover, public signs have definite functions-informing, warning or directing. However, to our disappointment, mistranslations of the public signs are present everywhere. 展开更多
关键词 public signs functionALISM function TRANSLATION
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REPRESENTATION OF GENERALIZED TRANSLATIONS OF THE PRODUCT OF TWO FUNCTIONS ON SIGNED HYPERGROUPS ON THE REAL LINE
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作者 Njib Ben Salem Nabila Hamda 《Analysis in Theory and Applications》 2012年第3期201-223,共23页
In this paper, we consider the generalized translations associated with the Dunkl and the Jacobi-Dunkl differential-difference operators on the real line which provide the structure of signed hrpergroups on R. Especia... In this paper, we consider the generalized translations associated with the Dunkl and the Jacobi-Dunkl differential-difference operators on the real line which provide the structure of signed hrpergroups on R. Especially, we study the representation of the gener- alized translations of the product of two functions for these signed hypergroups. 展开更多
关键词 Bessel function Dunkl operator generalized translation signed hypergroup Jacobi-Dunkl operator Jacobi function
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Functional Outcomes of Adult Tibia Shaft Fractures Treated with Solid Intramedullary Nails versus Hollow Nails: A Systematic Review
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作者 Kwadwo Aning Abu Bernard Hammond +5 位作者 Mohammed Issah Suglo Bukari Kizito Kakra Vormawor Ronald Awoonor-Williams David Anyitey-Kokor Paa Kwesi Baidoo Dominic Konadu-Yeboah 《Open Journal of Orthopedics》 2024年第3期149-172,共24页
Introduction: The management of fractures of the tibia shaft is an important aspect of orthopaedic care, and the selection of the surgical method for fixation can substantially impact patient outcomes. The current rev... Introduction: The management of fractures of the tibia shaft is an important aspect of orthopaedic care, and the selection of the surgical method for fixation can substantially impact patient outcomes. The current review aims to compare the outcomes of adult tibia fractures treated with solid nails to those treated with hollow nails. Methods: A search on Scopus, PubMed, and Cochrane Library, using three keywords (Outcome, Tibia shaft fractures, Nail) was conducted in April 2023. Results were compiled and two independent reviewers screened and selected eligible articles After removing duplicates, titles and abstracts were read to exclude ineligible studies. Full-text articles of the remaining papers were read to select eligible studies which were further critically appraised to ascertain their methodological quality. The data extracted from the selected papers were synthesized using a combination of pooling of results, tests of statistical difference (t-test and chi-square) and narrative synthesis methods. Results: A total of 2295 articles were obtained from the databases and citation searching. A total of 9 papers were identified as eligible and included in the review. Findings revealed that there is no statistical difference in the outcomes of tibia fractures treated with either solid or hollow nail groups such as duration of surgery (p = 0.541), rate of delayed and non-union (p = 0.342), and rate of surgical site infections (p = 0.395). Conclusion: Intramedullary nailing of tibia shaft fractures with either solid or hollow nails have similar functional outcomes. 展开更多
关键词 Tibia Shaft Fractures functional Outcome sign Nail Hollow Nail
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An Analysis of Problematic C-E Translations of Signs in Light of Nida's Functional Equivalence Theory
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作者 唐芳 《海外英语》 2015年第11期135-138,共4页
Based on Nida’s Functional Equivalence theory,this article makes an analysis of the problems in C-E translations ofsigns in China.The author will discuss respectively the problematic C-E translations from two respect... Based on Nida’s Functional Equivalence theory,this article makes an analysis of the problems in C-E translations ofsigns in China.The author will discuss respectively the problematic C-E translations from two respects:1)not being equivalent tosource-language message,and 2)not being natural for target language.If translators work hard with the help of Nida’s functionalequivalence theory,the defects and imperfections will be discovered,and standard signs in English will be read more and more inpublic places. 展开更多
关键词 Nida’s functional equivalence theory PROBLEMATIC C-E TRANSLATIONS signS source-language message target language
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基于sign(x)函数的点在多边形内外判别算法及应用 被引量:13
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作者 孙爱玲 赵光华 +1 位作者 赵敏华 常璐 《计算机工程与科学》 CSCD 北大核心 2017年第4期785-790,共6页
在对已有的点与多边形位置关系判断算法分析与研究的基础之上,提出一种新的判断点在多边形内外的算法。该算法用三维空间来解决二维平面问题,将二维平面内的点看作是三维空间在平面上的点,从而得出简单的待判断点与多边形顶点之间的坐... 在对已有的点与多边形位置关系判断算法分析与研究的基础之上,提出一种新的判断点在多边形内外的算法。该算法用三维空间来解决二维平面问题,将二维平面内的点看作是三维空间在平面上的点,从而得出简单的待判断点与多边形顶点之间的坐标关系式。由于符号函数仅仅有三个值,巧妙地利用符号函数的特殊性来表示待判断点与多边形的顶点之间的坐标关系。最终,可以简单地由符号函数之和判断点是否位于多边形内部。程序验证表明,该算法简单、易于实现。同时,将该算法应用于基于RTK GPS定位技术的机动车驾驶证申领场地考试系统中,结果表明,判断准确率高,且实时性好。 展开更多
关键词 多边形 坐标关系 符号函数
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Signed Total Domination in Graphs 被引量:3
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作者 邢化明 孙良 陈学刚 《Journal of Beijing Institute of Technology》 EI CAS 2003年第3期319-321,共3页
Let G=(V,E) be a simple graph. For any real valued function f:V →R, the weight of f is f(V) = ∑f(v) over all vertices v∈V . A signed total dominating function is a function f:V→{-1,1} such ... Let G=(V,E) be a simple graph. For any real valued function f:V →R, the weight of f is f(V) = ∑f(v) over all vertices v∈V . A signed total dominating function is a function f:V→{-1,1} such that f(N(v)) ≥1 for every vertex v∈V . The signed total domination number of a graph G equals the minimum weight of a signed total dominating function on G . In this paper, some properties of the signed total domination number of a graph G are discussed. 展开更多
关键词 total dominating function signed total dominating function signed total domination number
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Prevalence and Early Signs of Autism Spectrum Disorder(ASD) among 18-36 Month Old Children in Tianjin of China 被引量:7
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作者 HUANG Jun Ping CUI Shan Shan +3 位作者 HAN Yu IRVA Hertz-Picciotto QI Li Hong ZHANG Xin 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2014年第6期453-461,共9页
Objective The aim of this study is to estimate the prevalence of autism spectrum disorder (ASD) among 18-36 month old children in the Tianjin Municipality of China, and to identify early signs of autistic children a... Objective The aim of this study is to estimate the prevalence of autism spectrum disorder (ASD) among 18-36 month old children in the Tianjin Municipality of China, and to identify early signs of autistic children and the predictability of each individual symptom. Methods A total of 8 000 children were screened to do a questionnaire based on CHAT modified to include more early signs of autism at the age of 28-36 months. Then the at-risk children were reexamined 1.5 years later and ASD children were identified based on DSM-IV. Early signs of autism were analyzed retrospectively by using discriminant function analysis performed among ASD children, children not followed up and children followed up but failing to meet ASD criteria. Results Three hundred and sixty seven children were screened as being at-risk to ASD, and 22 of them were identified as having ASD in the subsequent diagnosis. The prevalence of ASD was 27.5 per 10 000 in Tianjin of China with a male to female ratio of 4:1. Items addressing social interactions and communications had higher predictability than other items to distinguish autistic children from non-autistic ones. Pretend play, functional play, showing and reading parents' facial expressions distinguished autistic children from those not followed up, nevertheless those followed up but failing to meet ASD criteria were not included.Conclusion The prevalence of ASD found in our study was lower than that reported in some studies by western researchers. Autism has its specific symptoms, such as deficits in social awareness, social relatedness, and social referencing. 展开更多
关键词 Autism spectrum disorder PREVALENCE Early signs Discriminant function analysis
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Signed total domatic number of a graph 被引量:1
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作者 管梅 单而芳 《Journal of Shanghai University(English Edition)》 CAS 2008年第1期31-34,共4页
Let G = (V, E) be a graph, and let f : V →{-1, 1} be a two-valued function. If ∑x∈N(v) f(x) ≥ 1 for each v ∈ V, where N(v) is the open neighborhood of v, then f is a signed total dominating function on ... Let G = (V, E) be a graph, and let f : V →{-1, 1} be a two-valued function. If ∑x∈N(v) f(x) ≥ 1 for each v ∈ V, where N(v) is the open neighborhood of v, then f is a signed total dominating function on G. A set {fl, f2,… fd} of signed d total dominating functions on G with the property that ∑i=1^d fi(x) ≤ 1 for each x ∈ V, is called a signed total dominating family (of functions) on G. The maximum number of functions in a signed total dominating family on G is the signed total domatic number on G, denoted by dt^s(G). The properties of the signed total domatic number dt^s(G) are studied in this paper. In particular, we give the sharp bounds of the signed total domatic number of regular graphs, complete bipartite graphs and complete graphs. 展开更多
关键词 signed total domatic number signed total dominating function signed total domination number
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The Signed Domination Number of Cartesian Product of Two Paths 被引量:1
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作者 Mohammad Hassan Muhsin Al Hassan Mazen Mostafa 《Open Journal of Discrete Mathematics》 2020年第2期45-55,共11页
Let G be a finite connected simple graph with vertex set V(G) and edge set E(G). A function f:V(G) → {1,1} is a signed dominating function if for every vertex v∈V(G), the closed neighborhood of v contains more verti... Let G be a finite connected simple graph with vertex set V(G) and edge set E(G). A function f:V(G) → {1,1} is a signed dominating function if for every vertex v∈V(G), the closed neighborhood of v contains more vertices with function values 1 than with &#8722;1. The signed domination number γs(G) of G is the minimum weight of a signed dominating function on G. In this paper, we calculate The signed domination numbers of the Cartesian product of two paths Pm and Pn for m = 3, 4, 5 and arbitrary n. 展开更多
关键词 PATH CARTESIAN Product signED Dominating function signED DOMINATION NUMBER
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Dominating functions with integer values in graphs a survey 被引量:2
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作者 康丽英 单而芳 《Journal of Shanghai University(English Edition)》 CAS 2007年第5期437-448,共12页
For an arbitrary subset P of the reals, a function f : V →P is defined to be a P-dominating function of a graph G = (V, E) if the sum of its function values over any closed neighbourhood is at least 1. That is, fo... For an arbitrary subset P of the reals, a function f : V →P is defined to be a P-dominating function of a graph G = (V, E) if the sum of its function values over any closed neighbourhood is at least 1. That is, for every v ∈ V, f(N[v]) ≥ 1. The definition of total P-dominating function is obtained by simply changing ‘closed' neighborhood N[v] in the definition of P-dominating function to ‘open' neighborhood N(v). The (total) P-domination number of a graph G is defined to be the infimum of weight w(f) = ∑v ∈ V f(v) taken over all (total) P-dominating function f. Similarly, the P-edge and P-star dominating functions can be defined. In this paper we survey some recent progress on the topic of dominating functions in graph theory. Especially, we are interested in P-, P-edge and P-star dominating functions of graphs with integer values. 展开更多
关键词 P-dominating function signed domination signed total domination minus domination minus total domination.
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On Signed Domination of Grid Graph
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作者 Mohammad Hassan Muhsin Al Hassan Mazen Mostafa 《Open Journal of Discrete Mathematics》 2020年第4期96-112,共17页
Let <em>G</em>(<em>V</em>, <em>E</em>) be a finite connected simple graph with vertex set <em>V</em>(<em>G</em>). A function is a signed dominating function ... Let <em>G</em>(<em>V</em>, <em>E</em>) be a finite connected simple graph with vertex set <em>V</em>(<em>G</em>). A function is a signed dominating function <em>f </em>: <em style="white-space:normal;">V</em><span style="white-space:normal;">(</span><em style="white-space:normal;">G</em><span style="white-space:normal;">)</span><span style="white-space:nowrap;">→{<span style="white-space:nowrap;"><span style="white-space:nowrap;">&minus;</span></span>1,1}</span> if for every vertex <em>v</em> <span style="white-space:nowrap;">∈</span> <em>V</em>(<em>G</em>), the sum of closed neighborhood weights of <em>v</em> is greater or equal to 1. The signed domination number <em>γ</em><sub>s</sub>(<em>G</em>) of <em>G</em> is the minimum weight of a signed dominating function on <em>G</em>. In this paper, we calculate the signed domination numbers of the Cartesian product of two paths <em>P</em><sub><em>m</em></sub> and <em>P</em><sub><em>n</em></sub> for <em>m</em> = 6, 7 and arbitrary <em>n</em>. 展开更多
关键词 Grid Graph Cartesian Product signed Dominating function signed Domination Number
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On the Signed Domination Number of the Cartesian Product of Two Directed Cycles
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作者 Ramy Shaheen 《Open Journal of Discrete Mathematics》 2015年第3期54-64,共11页
Let D be a finite simple directed graph with vertex set V(D) and arc set A(D). A function ?is called a signed dominating function (SDF) if ?for each vertex . The weight ?of f is defined by . The signed domination numb... Let D be a finite simple directed graph with vertex set V(D) and arc set A(D). A function ?is called a signed dominating function (SDF) if ?for each vertex . The weight ?of f is defined by . The signed domination number of a digraph D is . Let Cm × Cn denotes the cartesian product of directed cycles of length m and n. In this paper, we determine the exact values of gs(Cm × Cn) for m = 8, 9, 10 and arbitrary n. Also, we give the exact value of gs(Cm × Cn) when m, ?(mod 3) and bounds for otherwise. 展开更多
关键词 Directed GRAPH Directed CYCLE CARTESIAN Product signED Dominating function signED DOMINATION NUMBER
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The Generalization of Signed Domination Number of Two Classes of Graphs
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作者 Xia Hong Guoyan Ao Feng Gao 《Open Journal of Discrete Mathematics》 2021年第4期114-132,共19页
Let <img src="Edit_092a0db1-eefa-4bff-81a0-751d038158ad.png" width="58" height="20" alt="" /> be a graph. A function <img src="Edit_b7158ed5-6825-41cd-b7f0-5ab5e16... Let <img src="Edit_092a0db1-eefa-4bff-81a0-751d038158ad.png" width="58" height="20" alt="" /> be a graph. A function <img src="Edit_b7158ed5-6825-41cd-b7f0-5ab5e16fc53d.png" width="79" height="20" alt="" /> is said to be a Signed Dominating Function (SDF) if <img src="Edit_c6e63805-bcaa-46a9-bc77-42750af8efd4.png" width="135" height="25" alt="" /> holds for all <img src="Edit_bba1b366-af70-46cd-aefe-fc68869da670.png" width="42" height="20" alt="" />. The signed domination number <img src="Edit_22e6d87a-e3be-4037-b4b6-c1de6a40abb0.png" width="284" height="25" alt="" />. In this paper, we determine the exact value of the Signed Domination Number of graphs <img src="Edit_36ef2747-da44-4f9b-a10a-340c61a3f28c.png" width="19" height="20" alt="" /> and <img src="Edit_26eb0f74-fcc2-49ad-8567-492cf3115b73.png" width="19" height="20" alt="" /> for <img src="Edit_856dbcc1-d215-4144-b50c-ac8a225d664f.png" width="32" height="20" alt="" />, which is generalized the known results, respectively, where <img src="Edit_4b7e4f8f-5d38-4fd0-ac4e-dd8ef243029f.png" width="19" height="20" alt="" /> and <img src="Edit_6557afba-e697-4397-994e-a9bda83e3219.png" width="19" height="20" alt="" /> are denotes the <em>k</em>-th power graphs of cycle <img src="Edit_27e6e80f-85d5-4208-b367-a757a0e55d0b.png" width="21" height="20" alt="" /> and path <img src="Edit_70ac5266-950b-4bfd-8d04-21711d3ffc33.png" width="18" height="20" alt="" />. 展开更多
关键词 signed Domination function signed Domination Numbers Graphs Cn style="margin-left:-7px ">k Graphs Pn style="margin-left:-7px ">k
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Signed (b,k)-Edge Covers in Graphs
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作者 A. N. Ghameshlou A. Khodkar +1 位作者 R. Saei S.M. Sheikholeslami 《Intelligent Information Management》 2010年第2期143-148,共6页
Let be a simple graph with vertex set and edge set . Let have at least vertices of degree at least , where and are positive integers. A function is said to be a signed -edge cover of if for at least vertices of , wher... Let be a simple graph with vertex set and edge set . Let have at least vertices of degree at least , where and are positive integers. A function is said to be a signed -edge cover of if for at least vertices of , where . The value , taking over all signed -edge covers of is called the signed -edge cover number of and denoted by . In this paper we give some bounds on the signed -edge cover number of graphs. 展开更多
关键词 signED STAR Dominating function signED STAR DOMINATION NUMBER signED -edge COVER signED -edge COVER NUMBER
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Structural neuroimaging and neuropsychological correlates of a single case of focal central pontine myelinolysis: Intact memory function with decreased intellectual and motor functions
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作者 Myriah K. Mulvogue Thomas P. Robinson +1 位作者 Mohammad S. Ijaz Simon M. McCrea 《World Journal of Neuroscience》 2012年第4期192-199,共8页
We report on the case of middle-aged right-handed woman with central pontine myelinolysis (CPM) revealed by high resolution structural T2-weighted FLAIR MRI imaging. There was a general flattening of Wechsler Adult In... We report on the case of middle-aged right-handed woman with central pontine myelinolysis (CPM) revealed by high resolution structural T2-weighted FLAIR MRI imaging. There was a general flattening of Wechsler Adult Intelligence Scale—Fourth Edition subtest scores which were 1 standard deviation below expected values. In contrast Wechsler Memory Scale—Fourth Edition visual and auditory memory scores remained within the normal range. Verbal working memory appeared mildly impaired while nonverbal working memory was not. Scores on the Advanced Clinical Solution’s Social Perception battery were all in the normal range as were academic skills measured by the Wide Range Achievement Test—Fourth Edition. Performance was impaired on the Delis-Kaplan Executive Function System’s counterpart of the Trail-Making Test: Part B. Similarly, on the Draw-A-Person Test there was a discrepancy in that our patient’s standard score was 76 compared to her estimated premorbid FSIQ in the average range. She also displayed bilateral motor coordination slowing on the Finger Tapping task collectively suggesting damage to pontine motor tracts. The Minnesota Multiphasic Personality Inventory—Second Edition—Restructured Form profile was consistent with a diagnosis of severe anxiety and depression perhaps due to damage to serotoninergic neural tracts originating within the central pons. Finally, the patient displayed severe sleep disturbances and other signs of reticular activating formation injury. CPM may constitute a unique means of studying reversible subcortical lesions in the central pons in otherwise healthy subjects with benign illness. To our knowledge this is among the first patients with CPM without the usual risk factors for the disorder and who was otherwise healthy. Knowledge of the etiology and neuropsychology of such patients might aid in understanding the interaction of the fronto-ponto-cerebellar tracts in executive functions and motor programming. 展开更多
关键词 Central PONTINE MYELINOLYSIS NEUROPSYCHOLOGY T2-Weighted Structural MRI FLAIRImaging Motor functions SUBCORTICAL signs Fronto-Ponto-Cerebellar function
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Standardizing signs on public information in the New Coastal Area
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作者 Mou Yue Wang Lidi 《China Standardization》 2007年第3期28-31,共4页
The public information signs( The term public information signs will be abbreviated to public signs in the following text.)in the urban areas not only offer convenience for people to move around, but also reflect the ... The public information signs( The term public information signs will be abbreviated to public signs in the following text.)in the urban areas not only offer convenience for people to move around, but also reflect the level of development and progress of those areas. It is essential to the creative development and uplifting of the New Costal Area (thereafter, NCA) to have a good understanding of its present situation with regard to its public signs, to discuss the related issues in the development, to work out a system that is up to international standard and develop its own standards in the course of implementing the national strategies on standardizing public signs. 展开更多
关键词 PUBLIC INFORMATION sign SYSTEM LEARNING FROM LTHERS functionS
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基于物体单视图的隐式曲面重建
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作者 邢燕 牛赛虎 +1 位作者 洪沛霖 檀结庆 《合肥工业大学学报(自然科学版)》 CAS 北大核心 2024年第5期642-648,共7页
基于隐式曲面的三维重建方法在保真度、灵活性和压缩能力方面提供了良好的权衡。文章利用隐式曲面网络学习物体形状的三维表面,首先利用视觉几何群(visual geometry group-16,VGG-16)网络从图像中提取全局特征,对建模空间中的每个采样点... 基于隐式曲面的三维重建方法在保真度、灵活性和压缩能力方面提供了良好的权衡。文章利用隐式曲面网络学习物体形状的三维表面,首先利用视觉几何群(visual geometry group-16,VGG-16)网络从图像中提取全局特征,对建模空间中的每个采样点从VGG-16网络中获取局部特征;其次对每个采样点利用多层感知器(multi-layer perceptron,MLP)进行位置编码得到点特征;然后将全局特征和局部特征分别与点特征串联起来送入2个解码器中,获得隐式场中采样点的符号距离函数(signed distance function,SDF)的大小与符号,并最终得到物体的隐式曲面。文中所提出的方法应用于ShapeNet数据集上进行三维对象重建任务,定性和定量评估均优于现有方法,特别是对于具有孔洞和薄结构的复杂拓扑物体。 展开更多
关键词 三维重建 全局特征 局部特征 深度学习 符号距离函数(SDF)
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Traffic Sign Recognition Based on CNN and Twin Support Vector Machine Hybrid Model
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作者 Yang Sun Longwei Chen 《Journal of Applied Mathematics and Physics》 2021年第12期3122-3142,共21页
With the progress of deep learning research, convolutional neural networks have become the most important method in feature extraction. How to effectively classify and recognize the extracted features will directly af... With the progress of deep learning research, convolutional neural networks have become the most important method in feature extraction. How to effectively classify and recognize the extracted features will directly affect the performance of the entire network. Traditional processing methods include classification models such as fully connected network models and support vector machines. In order to solve the problem that the traditional convolutional neural network is prone to over-fitting for the classification of small samples, a CNN-TWSVM hybrid model was proposed by fusing the twin support vector machine (TWSVM) with higher computational efficiency as the CNN classifier, and it was applied to the traffic sign recognition task. In order to improve the generalization ability of the model, the wavelet kernel function is introduced to deal with the nonlinear classification task. The method uses the network initialized from the ImageNet dataset to fine-tune the specific domain and intercept the inner layer of the network to extract the high abstract features of the traffic sign image. Finally, the TWSVM based on wavelet kernel function is used to identify the traffic signs, so as to effectively solve the over-fitting problem of traffic signs classification. On GTSRB and BELGIUMTS datasets, the validity and generalization ability of the improved model is verified by comparing with different kernel functions and different SVM classifiers. 展开更多
关键词 CNN Twin Support Vector Machine Wavelet Kernel function Traffic sign Recognition Transfer Learning
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