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检索条件"任意字段=10th International Conference on Computer-Aided Design and Computer Graphics"

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ON PREDICTING GENERALIZATION USING GANS 10

ON PREDICTING GENERALIZATION USING GANS

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10th international conference on Learning Representations, ICLR 2022

作者： Zhang, Yi Gupta, Arushi Saunshi, Nikunj Arora, Sanjeev Princeton University Computer Science Department United States Microsoft Research

Research on generalization bounds for deep networks seeks to give ways to predict test error using just the training dataset and the network parameters. While generalization bounds can give many insights about architecture design, training algorithms etc., what they do not currently do is yield good predictions for actual test error. A recently introduced Predicting Generalization in Deep Learning competition (Jiang et al., 2020) aims to encourage discovery of methods to better predict test error. the current paper investigates a simple idea: can test error be predicted using synthetic data, produced using a Generative Adversarial Network (GAN) that was trained on the same training dataset? Upon investigating several GAN models and architectures, we find that this turns out to be the case. In fact, using GANs pre-trained on standard datasets, the test error can be predicted without requiring any additional hyper-parameter tuning. this result is surprising because GANs have well-known limitations (e.g. mode collapse) and are known to not learn the data distribution accurately. Yet the generated samples are good enough to substitute for test data. Several additional experiments are presented to explore reasons why GANs do well at this task. In addition to a new approach for predicting generalization, the counter-intuitive phenomena presented in our work may also call for a better understanding of GANs' strengths and limitations. © 2022 ICLR 2022 - 10th international conference on Learning Representationss. All rights reserved.

关键词： Generative adversarial networks

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design and implementation of highly efficient resistance measurement system for DSL splitter

Design and implementation of highly efficient resistance mea...

引用

IEEE 2011 10th international conference on Electronic Measurement and Instruments, ICEMI 2011

作者： Chen, Bingyan Zhou, Juan Zhu, Changping Xie, Yanan Wang, Shan Huo, Shuqin Jiangsu Key Laboratory of Power Transmission and Distribution Equipment Technology Hohai University Changzhou 213022 China Physics Experiment Center Hohai University Changzhou 213022 China

ISBN: (纸本)9781424481590

Digital subscriber lines (DSL) offer the possibility to deliver broadband services over the existing telephone network. Yet, before deploying DSL, the DSL splitter's resistance must be test to see if it can support high-speed data service. this paper discusses the feasibility and the challenges of quickly measurement for batch DSL splitters' channels loop direct-current (DC) resistance and insulating resistance. the method of DSL splitter resistance measurement based on multipath channels and high common-mode voltage amplifier is proposed. the DSL splitter's channels loop resistance and insulating resistance are collected via leakage current measurement on the high voltage point. the principle of measuring DSL splitter resistance based on multipath channel is analyzed, and the leakage current quickly detecting circuit is designed. the leakage current is converted through high common-mode voltage amplifier and ADC. the equipment applied with the measurement method can fast detect a batch of DSL splitters' channels loop resistance and insulating resistance. the experimental results show that the novel method of DSL splitter resistance measurement is very successful. © 2011 IEEE.

关键词： Digital subscriber lines

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A Survey of 2D and 3D Shape Descriptors

A Survey of 2D and 3D Shape Descriptors

引用

international conference on computer graphics, Imaging and Visualization, CGIV

作者： Ismail Khalid Kazmi Lihua You Jian Jun Zhang National Center for Computer Animation Bournemouth University Boumemouth UK

3D objects play a vital role in computer games, movies, TV, engineering design, and biological sciences. Researchers have studied 3D object retrieval techniques using 2D and 3D shape descriptors in the last several decades. In this paper, some of the most popular shape descriptors are reviewed. We first discuss the important criteria for a good shape descriptor. then, we classify 2D and 3D shape descriptors into several categories. For each category, we review the state-of-the-art techniques along with their advantages and disadvantages. We also examine the recent contributions and improvements in these techniques and provide a comparison with other successful techniques based on previous literature and surveys. Finally we discuss the possible future directions.

关键词： Shape three-dimensional displays Feature extraction Transforms Subspace constraints Solid modeling Cascading style sheets

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Execution of neural network algorithms on an array of bit-serial processors

Execution of neural network algorithms on an array of bit-se...

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Proceedings of the 10th international conference on Pattern Recognition

作者： Svensson, B. Nordstrom, T. Div of Comput Eng Lulea Univ of Technol Sweden

A general model of an array of bit-serial processors is given, and the mapping of neural network models on such an array is demonstrated. the approach maps a neuron on each processing element and makes communicating between a node and any other node possible by connection weight matrices. the required communication structure is very simple. the bit-serial approach allows tradeoffs between speed and precision, even dynamically. Performance figures are given. A bit-serial multiplier is an important part of the design. Implementation aspects are discussed, and it is shown that a one-board realization of a 1024-processor system is feasible.

关键词： computer Programming

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10th international conference of Pioneering computer Scientists, Engineers and Educators, ICPCSEE 2024

10th International Conference of Pioneering Computer Scienti...

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10th international conference of Pioneering computer Scientists, Engineers and Educators, ICPCSEE 2024

ISBN: (纸本)9789819787487

the proceedings contain 74 papers. the special focus in this conference is on Pioneering computer Scientists, Engineers and Educators. the topics include: Study on the Coupled and Coordinated Relationships Between Social Security and Economic and Social Development in Macao;A Segmentation Network for Coastal Cegetation Guided by Category-Wighted Information from UAV Perspective Based on SAM;GAN-Based Defogging and Multiscale Fusion Approach for UAV-Based Seagrass Bed Imagery Semantic Segmentation in Challenging Marine Environments;SEBWatcher: Visual Analysis System for Subject, Environment and Behavior in Traffic Scenes;research on the Promotion and Enhancement Paths of Hainan Wenbifeng Pangu Cultural Tourist Areas Based on Network Text Analysis;based on Network Text Analysis: A Study on the Promotion Strategy of a Boundary Island for Lingshui Tourism Experience;deep Reinforcement Learning Based on Greed for the Critical Cross-Section Identification Problem;Intrusion Detection Based on Feature Selection and Transformer BiGRU;discussion on the Construction of Power 3D design Platform for Nested Virtualized Hybrid Cloud;application of Deep Learning Models Based on Chaos Modeling in Power Internet of things Forecasting Tasks;study on Compatibility of Vegetable Insulating Oils and Mineral Insulating Oils for Transformer Based on Molecular Simulation Methods;collaborative Optimization Scheduling Model for Clean Energy in Microgrid Clusters;a Distributed Multi-microgrid Intelligent Scheduling for New Power System;development and Application of Intelligent Power System Analysis Platform;A Deep Reinforcement Learning Control Strategy with Integrated Droop Control for Parallel DC-DC Buck Converters with CPLs;MST: A Comprehensive Approach for Short-Term Power Load Forecasting Based on Data Decomposition, Local and Global Modeling.

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Wavelets to Enhance Computational Intelligence in computer-aided Engineering 13

Wavelets to Enhance Computational Intelligence in Computer-A...

引用

13th ISPE international conference on Concurrent Engineering

作者： Adeli, Hojjat Ohio State Univ Coll Engn Columbus OH 43210 USA

ISBN: (纸本)9781586036515

Concurrent engineering (CE) is intertwined with the field of computer-aided engineering (CAE). the author presents a vision of future for CE and CAE where computational intelligence (CI) will play an increasingly significant role. Various disciplines within CE such as design, manufacturing, knowledge management, collaborative computing, Web processes and services, and distributed infrastructures must rely heavily on CI to achieve the increasing sophistication demand. the author has been advocating and advancing a multi-paradigm approach for solution of complicated and noisy computational intelligence problems. In 1995 he co-authored Machine Learning - Neural Networks, Genetic Algorithms, and Fuzzy Systems [1] the first authored book that presented and integrated the three principal soft computing and computational intelligence approaches. It was shown that such integration would provide a more powerful approach than any of the three approaches used individually. Since the publication of that ground-breaking book the author and his associates have demonstrated that chaos theory and wavelets can be used to further enhance computational intelligence especially for complicated and noisy pattern recognition problems. In this lecture it is shown how wavelets can be used as a powerful tool to complement and enhance other soft computing techniques such as neural networks and fuzzy logic as well as the chaos theory for solution of complicated and seemingly intractable Cl problems. Examples of research performed by the author and his research associates in the areas of intelligent transportation systems [2-4], vibrations control [5-8], and nonlinear system identification [9-10] are presented.

关键词： Chaos theory computer-aided engineering (CAE) concurrent engineering (CE) fuzzy logic intelligent transportation system neural networks wavelet

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HUST-CDMS: A Test-bed for Collaborative design and Manufacturing

HUST-CDMS: A Test-bed for Collaborative Design and Manufactu...

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international conference on computer Supported Cooperative Work in design

作者： Yunqing Rao Xinyu Shao Peigen Li School ofMechanical Science & Engineering Huazhong University of Science and Technology Wuhan China Key Laboratory of Intelligent Manufacturing Technology Ministry of Education Wuhan China

ISBN: (纸本)142440164X

A test-bed (HUST-CDMS) for collaborative product design and manufacturing is described in this paper. this test-bed is constructed by using a CORBA and MAS based system architecture, where diverse and heterogeneous design and manufacturing resources are MAS-based agentified and CORBA-based encapsulated as resource agents and subsequently integrated in the system. these resource agents communicate and interact with each other by means of agent interoperation and human-machine interaction to achieve a collaborative design and manufacturing environment, aiming at reducing the lead time and costs

关键词： computer aided manufacturing Collaborative work Manufacturing systems Application software international collaboration Product design Pulp manufacturing System testing Man machine systems Costs

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Global Density Smoothing Technique for Analytical Placement algorithm

Global Density Smoothing Technique for Analytical Placement ...

引用

11th IEEE international conference on computer-aided design and computer graphics(第11届IEEE国际计算机辅助设计与图形学学术会议 IEEE CAD/graphics 2009)

作者： Dawei Liu Qiang Zhou Jinian Bian Yanming Jia Department of Computer Science and Technology Tsinghua University Beijing 100084 China

Cell migration has been widely used in global placement for the highly efficiency in smoothing cells overlap. the current cell migration methods only locally or globally smooth the density without considering the relation between the local and the global density. Furthermore, the cells generally are treated as points with *** this paper we present a new cell migration technique called CSAGO to even the overlap. CSAGO obtains the movement distance while considering the local and the global density distribution simultaneously. By separating the standard cells and the macro blocks crossing multi-bin, a more smooth migration speed can be obtained. CSAGO has been embedded into the global placement process, experimental result shows that average HPWL have reduced 3% and the total runtime is 1.78 times faster than DPlace [1].

关键词： Smoothing methods Algorithm design and analysis Equations Wire Force control computer science Runtime Large-scale systems

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Automatic Reconfigurable System-on-Chip design with Run-Time Hardware/Software Partitioning

Automatic Reconfigurable System-on-Chip Design with Run-Time...

引用

11th IEEE international conference on computer-aided design and computer graphics(第11届IEEE国际计算机辅助设计与图形学学术会议 IEEE CAD/graphics 2009)

作者： Yu Chen Ren-Fa Li Qiang Wu College of Computer and Communication Hunan University Changsha China.

Reconfigurable System-on-Chip (RSoC) is a promising alternative to deliver both flexibility and performance at the same time, and also a technical solution looking to the future needs of embedded applications. But the complex design process is impeding the development of extensive applications. this paper proposes an RSoC design methodology based on function-level programming model on account of the characteristics of the reconfigurable architecture. In the programming model, system designers use high-level language to complete functional specification by calling the co-functionlibrary. then the dynamic hardware/software partitioning algorithm will decide whether an invoked function should be running on hardware or software automatically. According to the partitioning result, the dynamic linker will switch functions’ execution mode in real time. And the above items can facilitate an automatic design flow through specification to the system implementation. Experiments and tests have verified the feasibility and efficiency of the automatic design flow.

关键词： System-on-a-chip Hardware Application software Functional programming Switches Process design Impedance design methodology Reconfigurable architectures High level languages

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Exploring the Methods of Teaching design History

Exploring the Methods of Teaching Design History

引用

2009 IEEE 10th international conference on computer-aided Industrial design & Conceptual design(2009 IEEE 第十届国际计算机辅助工业设计与概念设计学术会议 CAID&CD'2009)

作者： Tao Jin Feng Sun Qingqiang He School of Electrical and Mechanical Engineering China University of Petroleum Shah Dong Dong Ying 257061 China

the course of history of industrial design belongs to history courses, which is always considered as the courses people having to need more than simply repeat and strong memory on it, and teaching methods are boring and monotonous. In order to guide students in teaching, and make students have good thinking in learning, strengthen students’ active consciousness, and make students play full role of learning. the purpose of this paper is putting forward some new teaching ways as the following— adopting figural teaching method, culturing analytical skills to solve practical problems, enhancing classroom interaction and using modern digital technology in teaching.

关键词： Figural Teaching method Analytical Ability Modern Digital Technology Methods of Teaching design History

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