首页 > 最新文献

2006 IEEE GCC Conference (GCC)最新文献

英文 中文
A heuristic-based technique for university resource allocation problems 基于启发式的大学资源分配问题研究
Pub Date : 2006-03-20 DOI: 10.1109/IEEEGCC.2006.5686243
M. Tounsi
Most academic institutions face the problem of scheduling both courses and examinations in every year. As the difficulty of the problem increases, due to a large number of students, courses, exams, rooms and invigilator constraints, an automated resource allocation system that can produce feasible and high quality timetables is often required. To provide a good university planning, a fast and efficient solver is required. Various techniques are proposed to solve the timetabling problem, since course planning is a combinatorial optimization problem, we apply a heuristic based approach to solve it. In this paper we propose a solver based on using an efficient heuristic for planning: tabu search. We show how all hard and soft constraints are taken into account to solve some real life benchmarks. We conclude the paper by presenting some issues to improve the proposed algorithm and discussing their the possibility for hybridizing with other powerful heuristics.
大多数学术机构都面临着每年都要安排课程和考试的问题。随着问题难度的增加,由于大量的学生、课程、考试、教室和监考人员的限制,往往需要一个能够产生可行的高质量时间表的自动化资源分配系统。为了提供一个好的大学规划,需要一个快速有效的求解器。由于课程规划是一个组合优化问题,我们采用一种基于启发式的方法来解决排课问题。本文提出了一种基于启发式规划的求解器:禁忌搜索。我们将展示如何考虑所有硬约束和软约束来解决一些现实生活中的基准。最后,我们提出了改进算法的一些问题,并讨论了它们与其他强大的启发式算法混合的可能性。
{"title":"A heuristic-based technique for university resource allocation problems","authors":"M. Tounsi","doi":"10.1109/IEEEGCC.2006.5686243","DOIUrl":"https://doi.org/10.1109/IEEEGCC.2006.5686243","url":null,"abstract":"Most academic institutions face the problem of scheduling both courses and examinations in every year. As the difficulty of the problem increases, due to a large number of students, courses, exams, rooms and invigilator constraints, an automated resource allocation system that can produce feasible and high quality timetables is often required. To provide a good university planning, a fast and efficient solver is required. Various techniques are proposed to solve the timetabling problem, since course planning is a combinatorial optimization problem, we apply a heuristic based approach to solve it. In this paper we propose a solver based on using an efficient heuristic for planning: tabu search. We show how all hard and soft constraints are taken into account to solve some real life benchmarks. We conclude the paper by presenting some issues to improve the proposed algorithm and discussing their the possibility for hybridizing with other powerful heuristics.","PeriodicalId":433452,"journal":{"name":"2006 IEEE GCC Conference (GCC)","volume":"74 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2006-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122421918","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
GPS based digital control for power systems with UPFC effect cosiderations 考虑UPFC效应的电力系统GPS数字控制
Pub Date : 2006-03-20 DOI: 10.1109/IEEEGCC.2006.5686229
A. S. Sabzevary
In this paper for a multi-machine power system equipped with Unified Power Flow Controller (UPFC) an observer based digital control is designed. The Unified Power Flow allocation in the system is determined by minimization of a performance index which is calculated by offline simulations. Global Positioning System (GPS) data transmission facilities are used to synchronize global data of the system to produce an observer based digital control input for the UPFC.
针对具有统一潮流控制器(UPFC)的多机电力系统,设计了基于观测器的数字控制器。系统的统一潮流分配是通过离线仿真计算的性能指标的最小化来确定的。全球定位系统(GPS)数据传输设施用于同步系统的全球数据,为UPFC产生基于观测器的数字控制输入。
{"title":"GPS based digital control for power systems with UPFC effect cosiderations","authors":"A. S. Sabzevary","doi":"10.1109/IEEEGCC.2006.5686229","DOIUrl":"https://doi.org/10.1109/IEEEGCC.2006.5686229","url":null,"abstract":"In this paper for a multi-machine power system equipped with Unified Power Flow Controller (UPFC) an observer based digital control is designed. The Unified Power Flow allocation in the system is determined by minimization of a performance index which is calculated by offline simulations. Global Positioning System (GPS) data transmission facilities are used to synchronize global data of the system to produce an observer based digital control input for the UPFC.","PeriodicalId":433452,"journal":{"name":"2006 IEEE GCC Conference (GCC)","volume":"116 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2006-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127993967","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Extension of the MPEG-7 Fourier Feature Descriptor for face recognition using PCA 基于PCA的MPEG-7傅里叶特征描述符人脸识别扩展
Pub Date : 2006-03-20 DOI: 10.1109/IEEEGCC.2006.5686244
N. Zaeri, F. Mokhtarian, A. Cherri
The Principal Component Analysis or the eigenface technique provides a practical solution to the problem of face recognition. Recently, many face descriptors for MPEG-7 have been proposed for face retrieval in video streams. In this paper, a new method for face recognition is presented based on extracting the most discriminant features of the MPEG-7 Fourier Feature Descriptors of the face space, defined by MPEG-7 face recognition technique, through the implementation of the eigenface technique. It will be demonstrated that the proposed method improves the recognition rate and copes better with pose variations under different facial expressions and varying face conditions, as well as illumination variations. In addition, the proposed method achieves substantial savings in the computation time needed by the recognition system.
主成分分析或特征脸技术为人脸识别问题提供了一个实用的解决方案。近年来,针对视频流中的人脸检索,已经提出了许多针对MPEG-7的人脸描述符。本文提出了一种基于MPEG-7人脸识别技术定义的人脸空间的傅里叶特征描述子,通过实现特征脸技术提取最具判别性特征的人脸识别新方法。结果表明,该方法提高了识别率,更好地处理了不同面部表情和不同面部条件下的姿态变化,以及光照变化。此外,该方法大大节省了识别系统所需的计算时间。
{"title":"Extension of the MPEG-7 Fourier Feature Descriptor for face recognition using PCA","authors":"N. Zaeri, F. Mokhtarian, A. Cherri","doi":"10.1109/IEEEGCC.2006.5686244","DOIUrl":"https://doi.org/10.1109/IEEEGCC.2006.5686244","url":null,"abstract":"The Principal Component Analysis or the eigenface technique provides a practical solution to the problem of face recognition. Recently, many face descriptors for MPEG-7 have been proposed for face retrieval in video streams. In this paper, a new method for face recognition is presented based on extracting the most discriminant features of the MPEG-7 Fourier Feature Descriptors of the face space, defined by MPEG-7 face recognition technique, through the implementation of the eigenface technique. It will be demonstrated that the proposed method improves the recognition rate and copes better with pose variations under different facial expressions and varying face conditions, as well as illumination variations. In addition, the proposed method achieves substantial savings in the computation time needed by the recognition system.","PeriodicalId":433452,"journal":{"name":"2006 IEEE GCC Conference (GCC)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2006-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133119552","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Perturbation method based evaluation of power system voltage security 基于摄动法的电力系统电压安全评估
Pub Date : 2006-03-20 DOI: 10.1109/IEEEGCC.2006.5686221
A. Gharaveisi, Masoud Rashidinejad, A. Khajezadeh, Hossein Farahmand
Security in stressed power systems is seriously affected by voltage collapse phenomena. This paper proposes a new algorithm for determining the voltage security margin. The algorithm is based on the perturbation method and has a very high computational efficiency. Therefore it can be used for on-line and real-time voltage evaluation. The proposed approach has been validated using IEEE14, IEEE30 and IEEE57 Bus systems.
电压崩溃现象严重影响高压电力系统的安全性。提出了一种确定电压安全裕度的新算法。该算法基于微扰法,具有很高的计算效率。因此,它可以用于在线和实时电压评估。该方法已在IEEE14、IEEE30和IEEE57总线系统上进行了验证。
{"title":"Perturbation method based evaluation of power system voltage security","authors":"A. Gharaveisi, Masoud Rashidinejad, A. Khajezadeh, Hossein Farahmand","doi":"10.1109/IEEEGCC.2006.5686221","DOIUrl":"https://doi.org/10.1109/IEEEGCC.2006.5686221","url":null,"abstract":"Security in stressed power systems is seriously affected by voltage collapse phenomena. This paper proposes a new algorithm for determining the voltage security margin. The algorithm is based on the perturbation method and has a very high computational efficiency. Therefore it can be used for on-line and real-time voltage evaluation. The proposed approach has been validated using IEEE14, IEEE30 and IEEE57 Bus systems.","PeriodicalId":433452,"journal":{"name":"2006 IEEE GCC Conference (GCC)","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2006-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114333324","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Allocating generation to loads and line flows for transmission open access 将发电量分配给负载和线路流,以实现传输开放接入
Pub Date : 2006-03-20 DOI: 10.1109/IEEEGCC.2006.5686198
S. Abdelkader
This paper presents a new method for calculating the individual generators' shares in line flows, line losses and loads. The method is described and illustrated on active power flows, but it can be applied in the same way to reactive power flows. Starting from a power flow solution, the line flow matrix is formed. This matrix is used for identifying node types, tracing the power flow from generators downstream to loads, and to determine generators' participation factors to lines and loads. Neither exhaustive search nor matrix inversion is required. Hence, the method is claimed to be the least computationally demanding amongst all of the similar methods.
本文提出了一种计算各发电机在线流、线损和负荷中所占份额的新方法。该方法在有功潮流上进行了描述和说明,但它同样可以应用于无功潮流。从一个潮流解出发,形成线流矩阵。该矩阵用于识别节点类型,跟踪从发电机下游到负荷的潮流,确定发电机对线路和负荷的参与系数。既不需要穷举搜索也不需要矩阵反演。因此,该方法被认为是所有类似方法中计算要求最低的方法。
{"title":"Allocating generation to loads and line flows for transmission open access","authors":"S. Abdelkader","doi":"10.1109/IEEEGCC.2006.5686198","DOIUrl":"https://doi.org/10.1109/IEEEGCC.2006.5686198","url":null,"abstract":"This paper presents a new method for calculating the individual generators' shares in line flows, line losses and loads. The method is described and illustrated on active power flows, but it can be applied in the same way to reactive power flows. Starting from a power flow solution, the line flow matrix is formed. This matrix is used for identifying node types, tracing the power flow from generators downstream to loads, and to determine generators' participation factors to lines and loads. Neither exhaustive search nor matrix inversion is required. Hence, the method is claimed to be the least computationally demanding amongst all of the similar methods.","PeriodicalId":433452,"journal":{"name":"2006 IEEE GCC Conference (GCC)","volume":"187 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2006-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114736315","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
MicroPhotonic components for optical packet-switched networks 用于光分组交换网络的微光子元件
Pub Date : 2006-03-20 DOI: 10.1109/IEEEGCC.2006.5686227
M. Aljada, C. Poh, K. Alameh, K. Al-Begain
The implementation of packet switched optical network architectures bring forth a set of new challenges in network node design. This paper discusses and demonstrates promising MicroPhotonic architectures that perform optical header recognition and reconfigurable add/drop multiplexing for future optical networks.
分组交换光网络体系结构的实现对网络节点设计提出了一系列新的挑战。本文讨论并展示了有前途的微光子架构,为未来的光网络执行光头识别和可重构的加/丢复用。
{"title":"MicroPhotonic components for optical packet-switched networks","authors":"M. Aljada, C. Poh, K. Alameh, K. Al-Begain","doi":"10.1109/IEEEGCC.2006.5686227","DOIUrl":"https://doi.org/10.1109/IEEEGCC.2006.5686227","url":null,"abstract":"The implementation of packet switched optical network architectures bring forth a set of new challenges in network node design. This paper discusses and demonstrates promising MicroPhotonic architectures that perform optical header recognition and reconfigurable add/drop multiplexing for future optical networks.","PeriodicalId":433452,"journal":{"name":"2006 IEEE GCC Conference (GCC)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2006-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115402366","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A wireless propagation channel model with meteorological quantities using neural networks 基于神经网络的气象量无线传播信道模型
Pub Date : 2006-03-20 DOI: 10.1109/IEEEGCC.2006.5686175
T. Moazzeni
Deterministic channel modeling approaches are slow to run, require a detailed description of the environment (which is sometimes expensive or even impossible to obtain) and may be difficult to implement. A new approach for the modeling of wireless propagation in LOS environment is presented. We treat the meteorological conditions by weather variations through using neural networks. The aim of the paper is to propose a neural model for understanding the relation between the path loss, the propagation delay and the atmosphere parameters such as humidity, pressure, temperature. It is clarified the propagation factors affecting the wireless channel in the frequency range 300 MHz to 100 GHz. We use grey box approach based on fundamental principles of radio wave propagation physics and measurement data. To verify the accuracy of the model, evaluation and validation of the model are performed by simulating the channel using different sets of actual data from different situations. It is shown that this model can handle unusual atmosphere conditions and the model can be applied to better calculate the delay propagation.
确定性通道建模方法运行缓慢,需要对环境进行详细描述(有时成本很高,甚至无法获得),并且可能难以实现。提出了一种LOS环境下无线传播建模的新方法。我们利用神经网络对天气变化的气象条件进行处理。本文的目的是提出一个神经网络模型来理解路径损耗、传播延迟与大气参数(如湿度、压力、温度)之间的关系。阐明了在300 MHz ~ 100 GHz频率范围内影响无线信道的传播因素。我们根据无线电波传播的基本原理和测量数据,采用灰盒方法。为了验证模型的准确性,通过使用不同情况下的不同实际数据集模拟通道,对模型进行了评估和验证。结果表明,该模型能较好地处理异常大气条件,能较好地计算延迟传播。
{"title":"A wireless propagation channel model with meteorological quantities using neural networks","authors":"T. Moazzeni","doi":"10.1109/IEEEGCC.2006.5686175","DOIUrl":"https://doi.org/10.1109/IEEEGCC.2006.5686175","url":null,"abstract":"Deterministic channel modeling approaches are slow to run, require a detailed description of the environment (which is sometimes expensive or even impossible to obtain) and may be difficult to implement. A new approach for the modeling of wireless propagation in LOS environment is presented. We treat the meteorological conditions by weather variations through using neural networks. The aim of the paper is to propose a neural model for understanding the relation between the path loss, the propagation delay and the atmosphere parameters such as humidity, pressure, temperature. It is clarified the propagation factors affecting the wireless channel in the frequency range 300 MHz to 100 GHz. We use grey box approach based on fundamental principles of radio wave propagation physics and measurement data. To verify the accuracy of the model, evaluation and validation of the model are performed by simulating the channel using different sets of actual data from different situations. It is shown that this model can handle unusual atmosphere conditions and the model can be applied to better calculate the delay propagation.","PeriodicalId":433452,"journal":{"name":"2006 IEEE GCC Conference (GCC)","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2006-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115446910","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analytical modeling of call admission control schemes for multiclass traffic mobile wireless networks 多流量移动无线网络呼叫接纳控制方案的分析建模
Pub Date : 2006-03-20 DOI: 10.1109/IEEEGCC.2006.5686188
S. Alqahtani, A. Mahmoud
This paper studies and analyze two call admission control (CAC) schemes in multimedia cellular wireless networks. These call admission control algorithms are studied for different network configurations. These configurations include, employing the queuing techniques for voice handoff with finite lifetime, differentiating between voice and data calls in terms of the average channel holding time, data bandwidth requirements, and employing queuing techniques for voice handoff and data handoff calls with finite lifetime. The main contribution of this paper is the development of an analytical model for each of the two CAC algorithms specified in this study. In addition to the call blocking and termination probabilities which are usually cited as the performance metrics, in this work we derive and evaluate other metrics that have not be considered by previous work such as the average queue length, the average queue residency, and the time-out probability for handoff calls. We also develop a simulation tool to test and verify our results. Finally, we present numerical examples to demonstrate the performance of the proposed CAC algorithms and we show that analytical and simulation results are in total agreement.
本文研究和分析了多媒体蜂窝无线网络中的两种呼叫接纳控制(CAC)方案。研究了不同网络配置下的呼叫接纳控制算法。这些配置包括:为有限生命周期的语音切换使用排队技术;根据平均信道保持时间、数据带宽需求区分语音和数据呼叫;为有限生命周期的语音切换和数据切换使用排队技术。本文的主要贡献是开发了本研究中指定的两种CAC算法的分析模型。除了通常被引用为性能指标的呼叫阻塞和终止概率外,在本工作中,我们推导并评估了以前工作未考虑的其他指标,如平均队列长度,平均队列驻留时间和切换呼叫的超时概率。我们还开发了一个仿真工具来测试和验证我们的结果。最后,我们给出了数值例子来证明所提出的CAC算法的性能,并表明分析结果和仿真结果完全一致。
{"title":"Analytical modeling of call admission control schemes for multiclass traffic mobile wireless networks","authors":"S. Alqahtani, A. Mahmoud","doi":"10.1109/IEEEGCC.2006.5686188","DOIUrl":"https://doi.org/10.1109/IEEEGCC.2006.5686188","url":null,"abstract":"This paper studies and analyze two call admission control (CAC) schemes in multimedia cellular wireless networks. These call admission control algorithms are studied for different network configurations. These configurations include, employing the queuing techniques for voice handoff with finite lifetime, differentiating between voice and data calls in terms of the average channel holding time, data bandwidth requirements, and employing queuing techniques for voice handoff and data handoff calls with finite lifetime. The main contribution of this paper is the development of an analytical model for each of the two CAC algorithms specified in this study. In addition to the call blocking and termination probabilities which are usually cited as the performance metrics, in this work we derive and evaluate other metrics that have not be considered by previous work such as the average queue length, the average queue residency, and the time-out probability for handoff calls. We also develop a simulation tool to test and verify our results. Finally, we present numerical examples to demonstrate the performance of the proposed CAC algorithms and we show that analytical and simulation results are in total agreement.","PeriodicalId":433452,"journal":{"name":"2006 IEEE GCC Conference (GCC)","volume":"518 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2006-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123111751","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Energy and contingency reserves markets under restructured electricity environment 电力结构调整下的能源和应急储备市场
Pub Date : 2006-03-20 DOI: 10.1109/IEEEGCC.2006.5686226
M. Rashidinejad, A. Gharaveisi, M. Fotuhi-Firoozabad, M. Shojaee
Electricity industry is ongoing towards reregulation worldwide. Some new market issues that experienced in other commodities markets are suggested to be exercised in electricity markets. Electricity and ancillary services pricing under different schemes are such issues. Pricing mechanism can be applied via several sequential markets. A day-ahead market associated with joint energy and ancillary services dispatch is used as a benchmark for contingency reserves option pricing. This paper proposed a new methodology aimed to derive the option pricing for contingency reserves as a major part of ancillary services in restructured power systems.
世界范围内,电力行业正朝着重新监管的方向发展。建议在电力市场中运用在其他商品市场中出现的一些新的市场问题。不同方案下的电力和辅助服务定价就是这样的问题。定价机制可以通过几个顺序市场来应用。将能源与辅助服务联合调度的日前市场作为应急储备期权定价的基准。本文提出了一种新的方法,旨在推导电力系统重组辅助服务中应急储备的期权定价。
{"title":"Energy and contingency reserves markets under restructured electricity environment","authors":"M. Rashidinejad, A. Gharaveisi, M. Fotuhi-Firoozabad, M. Shojaee","doi":"10.1109/IEEEGCC.2006.5686226","DOIUrl":"https://doi.org/10.1109/IEEEGCC.2006.5686226","url":null,"abstract":"Electricity industry is ongoing towards reregulation worldwide. Some new market issues that experienced in other commodities markets are suggested to be exercised in electricity markets. Electricity and ancillary services pricing under different schemes are such issues. Pricing mechanism can be applied via several sequential markets. A day-ahead market associated with joint energy and ancillary services dispatch is used as a benchmark for contingency reserves option pricing. This paper proposed a new methodology aimed to derive the option pricing for contingency reserves as a major part of ancillary services in restructured power systems.","PeriodicalId":433452,"journal":{"name":"2006 IEEE GCC Conference (GCC)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2006-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130135474","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Combination of Wavelet and PCA for face recognition 小波与主成分分析相结合的人脸识别
Pub Date : 2006-03-20 DOI: 10.1109/IEEEGCC.2006.5686205
M. Mazloom, S. Kasaei
This work presents a method to increase the face recognition accuracy using a combination of Wavelet, PCA, and Neural Networks. Preprocessing, feature extraction and classification rules are three crucial issues for face recognition. This paper presents a hybrid approach to employ these issues. For preprocessing and feature extraction steps, we apply a combination of wavelet transform and PCA. During the classification stage, the Neural Network (MLP) is explored to achieve a robust decision in presence of wide facial variations. The computational load of the proposed method is greatly reduced as comparing with the original PCA based method on the Yale and ORL face databases. Moreover, the accuracy of the proposed method is improved.
本文提出了一种结合小波、主成分分析和神经网络来提高人脸识别精度的方法。预处理、特征提取和分类规则是人脸识别的三个关键问题。本文提出了一种混合方法来解决这些问题。在预处理和特征提取步骤中,我们将小波变换和主成分分析相结合。在分类阶段,探索神经网络(MLP)在存在广泛面部变化的情况下实现鲁棒决策。与基于耶鲁和ORL人脸数据库的PCA方法相比,该方法的计算量大大减少。此外,该方法的精度得到了提高。
{"title":"Combination of Wavelet and PCA for face recognition","authors":"M. Mazloom, S. Kasaei","doi":"10.1109/IEEEGCC.2006.5686205","DOIUrl":"https://doi.org/10.1109/IEEEGCC.2006.5686205","url":null,"abstract":"This work presents a method to increase the face recognition accuracy using a combination of Wavelet, PCA, and Neural Networks. Preprocessing, feature extraction and classification rules are three crucial issues for face recognition. This paper presents a hybrid approach to employ these issues. For preprocessing and feature extraction steps, we apply a combination of wavelet transform and PCA. During the classification stage, the Neural Network (MLP) is explored to achieve a robust decision in presence of wide facial variations. The computational load of the proposed method is greatly reduced as comparing with the original PCA based method on the Yale and ORL face databases. Moreover, the accuracy of the proposed method is improved.","PeriodicalId":433452,"journal":{"name":"2006 IEEE GCC Conference (GCC)","volume":"63 11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2006-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116444419","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
期刊
2006 IEEE GCC Conference (GCC)
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1