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动态贝叶斯网络推理学习理论及应用-肖秦琨 高嵩 高晓光.pdf

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动态贝叶斯网络推理学习理论及应用;动态系统;可靠性评估;故障诊断;贝叶斯网络建模;DBN0212/642007动态贝叶斯网络推理学习理论及应用肖秦琨高嵩高晓光著所·萑宫散社北京图书在版编目(CP数据动态贝叶斯网络推理学习理论及应用/肖秦琨,高嵩,高晓光著.一北京:国防工业出版社,2007.10ISBN9787-11805323-4I.动.Ⅱ.①肖.②高.③高..Ⅲ.贝叶斯推断一研究Ⅳ.0212中国版本图书馆CIP数据核字(2007)第122784号※阍所·宫版社出版发行(北京市海淀区紫竹院南路23号邮政编码100044)京南印刷厂印刷新华书店经售开本850×1168132印张9字数233千字2007年10月第1版第1次印刷印數1-3000册定价20.00元(本书如有印装错误,我社负责调换国防书店:(010)68428422发行邮购:(010)68414474发行传真:(010)68411535发行业务:(010)68472764前言不确定性理论在人工智能、机器学习、自动控制领域已经得到越来越广泛的应用。本书以当前国际上不确定性研究领域的核心工具——动态贝叶斯网络为线索,进行了动态网络推理算法、平稳系统动态贝叶斯网络结构学习模型设计、非平稳系统动态网络变结构学习模型设计、基于概率模型进化算法的动态贝叶斯网络结构寻优算法的研究。推理算法以隐变量作为划分依据,讨论了离散、连续混合模型的推理算法,并进行了算法复杂度及应用领域的讨论;结构学习研究首先从度量体制入手,讨论了动态网络度量体制的可分解性,提出了平稳及非平稳系统网络结构学习模型,以及基于贪婪算法思想的遗传算法寻优思想;最终将推理及结构学习理论用于无人机路径规划、战场态势感知、动态数据挖掘、自主控制领域,并通过大量仿真检验。本书的研究工作得到了西安工业大学专著基金及国家自然科学基金重大研究计划(90205019)的资助。本书全面系统地介绍了动态贝叶斯网络的相关理论,重点介绍了动态网络的经典应用和国内外的新发展。全书共分9章。第1章概述了动态贝叶斯网络的产生与发展、基本操作及表达。第2章和第3章为本书的理论基础部分,首先从静态网络已经取得的理论成果及研究内容人手,由浅入深引出动态贝叶斯网络的基本概念及研究方向,确定本书将要解决的主要问题:DBN推理问题和连续变量的DBN结构学习问题。第4章在第3章基础上,详细讨论了三类动态贝叶斯网络的推理即隐变量离散、隐变量连续隐变量混合DBN推理;隐马尔科夫模型是所有离散动态网络的基础故首先介绍其表达及推理,由此派生出其他离散动态网络,并讨论了如何将复杂离散网络转化为简单HMM的方法,通过算法复杂度实验分析,明确了离散动态网络的相应属性,得出了相应结论,为合理选择DBN推理算法提供依据;在推理中,若系统参数未知或为时变系统,必然涉及参数学习,故在讨论三类网络的推理中亦涉及参数学习问题。第5章从静态网络结构度量机制入手,讨论并推导出动态贝叶斯网络结构用于网络结构度量的BC及BD度量机制;通过描述基于概率模型进化算法的构图基础,引出动态贝叶斯网络结构学习机制,即基于贝叶斯优化(BOA)的动态网络结构寻优算法,BOA算法的关键是根据优良解集学习得到动态贝叶斯网络,以及根据动态贝叶斯网络推理生成新个体,前者更为重要,按照本书提出的基于贪婪算法思想的遗传算法解决动态网络学习,然后应用动态贝叶斯网络前向模拟完成后一步。第6章在此基础上,刻画了基于BD度量体制的平稳动态系统DBN结构学习模型设计,并通过仿真验证了其有效性,针对非平稳随机系统DBN的结构学习模型,提出了一种自适应窗口法用于在线自适应学习变结构DEN结构,仿真结果可行。第7章在第4章DBN推理理论的基础上,从以往UCAV路径规划中使用的方法以及涉及的定义、术语等出发,讨论了静态路径规划、动态路进规划及空间路径规划三方面的基本问题,通过对原始 Voronoi图的改进,提出了平面改进型Voronoi图、空间改进型 Voronoi图的概念,以及平面及空间动态路径重规划区域原则等,为动态路径规划提供有力的整体构型支撑进而应用前几章理论基础,建立基于DBN的战场环境感知模型,仿真结果均表明了构图及动态决策模型的正确性。第8章在DN推理及结构学习的理论基础上,将其用于自主优化及动态数据挖掘。将BOA及基于概率模型的遗传算法的静态图形的优化机制进行推广,提出了一种动态优化的新方法,利用DBN作为t到t+1代转移网络,适时改变优化的基本条件,实时确立新的种群及优化的方向使得自主智能体在无人干预下顺利完成一系列复杂任务成为可能,将变结构DBN结构学习模型设计用于动态数据挖掘,实时确定个因素之间的关系。第9章通过两个典型的应Ⅳ用实例,将DBN推理学习理论进行融合,并用于实际模型。附录给出了与DBN结构度量相关定理、性质的证明,为读者进一步研究和学习动态贝叶斯网络提供参考。本书是作者近年来潜心学习和研究国内外不确定性算法理论、方法和应用成果的一个总结。在本书的编写过程中,得到了西安电子科技大学焦李成教授和清华大学戴琼海教授及英国BankUniversity陈大庆教授的热心指导和鼓励,新加坡南洋理工大学的王海芸博土后审阅了书稿,并提出了许多宝贵意见,特向他们表示衷心的感谢。由于涉及内容广泛及限于作者的学识水平,书中疏漏和不当之处在所难免,希望读者不吝赐教指正。作者目录第1章图模型与贝叶斯网络1.1图模型简介1.2动态贝叶斯网络…1.3动态贝叶斯网络应用研究1.3.1动态时序数据分析与挖掘157781.3.2无人机的态势感知与路径规划1.3.3.进化算法与动态贝叶斯网络混合优化………10第2章静态贝叶斯网络2.1静态贝叶斯置信网络2.2贝叶斯网络的特点与应用范围152.3贝叶斯网络的研究内容162.3.1计算复杂性162.3.2网络结构的确定问题…2.3.3已知结构的参数确定问题……182.3.4在给定结构上的概率计算…………192.3.5贝叶斯网络推理算法…19第3章动态贝叶斯网络基础283.1从静态网到动态网283.1.1概述·28Ⅵ3.1.2推导293.1.3动态贝叶斯网络表达………………313.2动态贝叶斯网络的研究内容353.2.1动态贝叶斯网络推理……………………363.2.2动态贝叶斯网络学习…39第4章动态贝叶斯网络推理…464.1隐变量离散动态网络推理……464.1.1模型数学描述464.1.2隐马尔科夫的研究内容484.1.3隐马尔科夫推理学习仿真…534.1.4隐马尔科夫其他拓扑形式…564.1.5一般离散动态网络和隐马尔科夫关系………………584.2动态贝叶斯网络推理算法性能分析604.2.1动态网络转化隐马尔科夫仿真…………614.2.2离散动态网络推理算法比较仿真…634.2.3连续动态网络推理比较仿真724.3模糊推理与隐马尔科夫结合炮火校射754.3.1概述………………………754.3.2模糊动态网络环境感知框架754.4隐变量连续动态网络推理794.4.1模型数学描述…………794.4.2卡尔曼滤波图模型推理………804.5混合隐状态动态贝叶斯网络…………834.5.1模型数学描述…834.5.2混合动态贝叶斯网络推理…864.5.3混合动态贝叶斯网络学习89第5章动态贝叶斯网络结构学习算法…………………915.1动态贝叶斯网络结构度量体制………915.1.1概述915.1.2动态网络的贝叶斯信息度量………935.1.3动态贝叶斯网络BD度量965.2动态贝叶斯网络度量分解性能分析985.3构建动态网络结构寻优算法1145.3.1基于概率模型的进化算法1155.3.2基于贝叶斯优化构造动态网络结构算法1165.3.3学习动态贝叶斯网络…1185.3.4动态臾叶斯网络推理…1275.4基于贝叶斯优化构建动态网络结构算法仿真………128第6章动态贝叶斯网络结构学习模型…1346.1平稳系统动态网络结构学习模型设计1346.1.1模型设计1356.1.2仿真试验1386.2变结构动态网络自适应结构学习模型设计………1446.2.1模糊自适应双尺度…1446.2.2动态系统非平稳程度和平稳性的测量……1516.3非平稳系统网络结构学习仿真试验153第7章基于动态贝叶斯网络的路径规划……1657.1无人机平面静态路径规划·…1657.1.1基本概念……1657.1.2基于相同威胁体的路径规划…166Ⅷ

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  • wifi 802.11n 协议标准
    wifi 802.11n 协议标准Contents2. Normative references ........................................................................................................................... 13. Definitions ...........................................................................................................EEE Std802.11n"-2009(Amendment to ieEE Std 802.11-2007as amended by ieee std 802. 11k-2008EEE Std80211r-2008, EE Std802.11y-2008,and IEEE Std 802. 11w-2009)EEE Standard forInformation technology-Telecommunications and informationexchange between systems-Local and metropolitan area networks-Specific requirementsPart 11: Wireless LAN Medium Access Control (MAC)and Physical Layer(PHY SpecificationsAmendment 5: Enhancements for HigherThroughputSponsorLANIMAN Standards committeeof theIEEE Computer SocietyApproved 11 September 2009IEEE-SA Standards boardAbstract: This amendment defines modifications to both the IEEE 802 1 1 physical layer(PHY)andthe IEEE 802 11 medium access control (MAC) sublayer so that modes of operation can be enabledthat are capable of much higher throughputs, with a maximum throughput of at least 100 Mb/s, asmeasured at the Mac data service access point (SAP)Keywords: high throughput, MAC, medium access control, MIMO, MIMO-OFDM, multiple inputmultiple output, PHY, physical layer, radio, wireless local area network, WLANThe Institute of Electrical and Electronics Engineers, Inc.3 Park Avenue New york NY 10016-5997 USACopyright@ 2009 by the Institute of Electrical and Electronics Engineers, IncAll rights reserved. Published 30 October 2009. Printed in the United States of AmericaIEEE is a registered trademark in the U.S. Patent Trademark Office, owned by the Institute of Electrical and ElectronicsEngineers, IncorporatedPDFSBN978-0-7381-60467STD95961Print:|SBN9780-7381-6047-4STDPD95961No part of this publication may be reproduced in any form, in an electronic retrieval system or otherwise, without the priorwritten permission of the publisherIEEE Standards documents are developed within the ieee Societies and the standards Coordinating Committees ofthe IEee Standards Association (IEEE-SA) Standards Board. The ieee develops its standards through a consensusdevelopment process, approved by the American National Standards Institute, which brings together volunteersrepresenting varied viewpoints and interests to achieve the final product. Volunteers are not necessarily members of theInstitute and serve without compensation. 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At lectures, symposia, seminars, or educational courses, anindividual presenting information on IEEE standards shall make it clear that his or her views should be considered thepersonal views of that individual rather than the formal position, explanation, or interpretation of the IeEeComments for revision of IEEE Standards are welcome from any interested party, regardless of membership affiliationwith IEEE. Suggestions for changes in documents should be in the form of a proposed change of text, together withappropriate supporting comments. Recommendations to change the status of a stabilized standard should include atonale as to why a revision or withdrawal is required. Comments on standards and requests for interpretations shouldbe submitted to the following addressSecretary, IEEE-SA Standards board445 Hoes lanePiscataway, NJ 08854USAAuthorization to photocopy portions of any individual standard for internal or personal use is granted by The Instituteof Electrical and Electronics Engineers, Inc, provided that the appropriate fee is paid to Copyright Clearance CenterTo arrange for payment of licensing fee, please contact Copyright Clearance Center, Customer Service, 222 RosewoodDrive, Danvers, MA 01923 USA; +1978750 8400 PerImission lo photocopy portions of any individual standard foreducational classroom use can also be obtained through the Copyright Clearance CenterIntroductionThis introduction is not part of IEee Std 802. 11n-2009, IEEE Standard for Information technology-Telecommunications and information exchange between systems--Local and metropolitan networks--Specifirequirements-Part 11: Wireless LAN Medium Access Control(MAC) and Physical Layer(PHY) SpecificationsAmendment 5: Enhancements for Higher ThroughputThis amendment specifies enhancements to IEEE 802. 11 physical layer(PHY)and medium access control(MAC) sublayer to provide modes of operation with useful data rates substantially higher than thosepreviously available. Significantly higher IEEE 802. 11 wireless local area network(WLAN) throughput isexpected to improve user experiences for current applications and to enable new applications and marketsegmentsNotice to usersLaws and requlationsUsers of these documents should consult all applicable laws and regulations. Compliance with theprovisions of this standard does not imply compliance to any applicable regulatory requirementsImplementers of the standard are responsible for observing or referring to the applicable regulatoryrequirements. iEEE does not, by the publication of its standards, intend to urge action that is not incompliance with applicable laws, and these documents may not be construed as doing so on that is not inCopyrightsThis document is copyrighted by the Ieee. It is made available for a wide variety of both public and privateuses.These include both use, by reference, in laws and regulations, and use in private self-regulationstandardization, and the promotion of engineering practices and methods. By making this documentavailable for use and adoption by public authorities and private users, the ieee does not waive any rights incopyright to this documentUpdating of IEEE documentsUsers of ieFF standards should be aware that these documents may be superseded at any time by theissuance of new editions or may be amended from time to time through the issuance of amendments,corrigenda, or errata. 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All rights reservedPatentsAttention is called to the possibility that implementation of this amendment may require use of subjectmatter covered by patent rights. By publication of this standard, no position is taken with respect to theexistence or validity of any patent rights in connection therewith. a patent holder or patent applicant hasfiled a statement of assurance that it will grant licenses under these rights without compensation or underreasonable rates, with reasonable terms and conditions that are demonstrably free of any unfairdiscrimination to applicants desiring to obtain such licenses. Other Essential Patent Claims may exist forwhich a statement of assurance has not been received. The Ieee is not responsible for identifying EssentialPatent Claims for which a license may be required, for conducting inquiries into the legal validity or scopeof Patents Claims, or determining whether any licensing terms or conditions are reasonable or nondiscriminatory. Users of this standard are expressly advised that determination of the validity of any patentrights, and the risk of infringement of such rights, is entirely their own responsibility. Further informationmay be obtained from the ieee Standards associationParticipantsWhen this amendment was sent to sponsor ballot, the IEEe 802. 11 Working Group had the followingofficersBruce P. Kraemer, ChairJon Walter Rosdahl, Vice Chair; Treasurer; and Chair, Task Group mbAdrian P. Stephens Vice chairStephen McCann, Secretary and Chair, Publicity standing Committee and Task group uTerry L. Cole, Technical Editor and Assigned Number AuthorityTeik-Kheong Tan, Chair, Wireless Next Generation Standing CommitteeDavid Bagby, Chair, Architecture Standing CommitteeBruce p. kraemer Co-Chair IMT-Advanced ad hoc commiteeLee armstrong, Chair, Task Group pDonald E Eastlake Ill, Chair;, Task Group sNeeraj Sharna, Chair, Task group lDorothy V. Stanley, Chair, Task Group v and IETF Ad hoc CommitteeJesse Walker, Chair. cTl Ad hoc committeePeter Ecclesine, Chair, Task group yMenzo Wentink, Chair, Task group zGancsh Venkatesan, Chair, Task Group aaEldad Perahia, Chair, Very High Throughput Study groupDarwin Enger, Co-Chair. IMT-Advanced ad hoc committeeWhen this amendment was sent to sponsor ballot, Task Group n had the following officersBruce P Kraemer. chairSILi. vice chairGarth Hillman and Jon Walter Rosdahl, SecretaryAdrian P. Stephens, Technical editorWhen this amendment was sent to sponsor ballot, the IEeE 802. 1l Working Group had the followingmembershiOsama S. aboulmagdMalik audchAmit bansalTomoko adachiCcrt A, awatoJohn. barrAlok aggarwalDavid bagbGal bassonCarlAldanaMichael bahrussa BavafaThomas AlexanderFan baiTuncer BaykasLee r. ArmstrongGabor BaikoJohn L. BenkoAlex ashleyDennis j. bakerMathilde benvenisteCopyright C 2009 IEEE. All rights reservedBiorn A. berkeRobert Y huangChiu ngoDaniel borgesDavid hunterEero nikulaAnthony braskichYasuhiko inoueRichardH. noensJoseph brennanAkio isoHideaki odagiriDavid britzJunghoon JeeJisung OhG. BumillerHongseok JeonChandra s. olsonNancy Cam-WingetYeonkwon JeongYouko omorNecati CanpolatJorjeta G JetchevaSatoshi oyamaJavier cardonaLusheng jiRichard H. PaineDouglas s ChanDaniel JiangAuld. palaniveluClint F. ChaplinPadam AflChangmin ParkCarl W. KainJungsoo parkMinho CheongNaveen K KakanMinyoung ParkMasato katoⅤ ijaykumar PatelNakjungDouglas KanBcminih. peirisLiwen chuRichard H. KennedyEldad perahiaTerry L. ColeJohn KenneJames e. petranovichRyon K. ColemanStuart 3. KerryAl PetrickCharles IJoonsuk kinFahd pirzadaTodor CooklevKyeongpyo KimJames d. portaroXavier p CostaSeong S. kimHenry s. PtasinskiDavid E CypherYongsan KimRene purnadiMarc de courvilleJarkko kneckChang w. PyoRolf J de vegtMark m. kobayashiEmily H QiTheodorus denteneerFumihide KojimaLuke QianJeremy de vriesTom KolzeHuyu QuSusan DickeyBruccp KJim e raabZhiming DingJohannes P KruysⅤ nuth raiYoshiharu doThomas KuehnelAli RaissiniaJohn dorseyThomas m. KuriharaHarish ramamurthyRoger P durandStephen G raymentSrinivasa duvvuriEdwin kwonLeonid razoumovDonald e. eastlakeZhou lanIvan reePeter Ecclesiaejeremy A landtEdward reussMichael ellisJoseph P. lauerAlex reznikStephen P. EmeottTae H. LeeRandal roebuckMarc emmelmannWooyoung leeJon walter rosdahlDarwin EngwerJoseph levyRichard royJoseph epsteinSheung liAlexander safonovⅤ inko ercegPaul linKazuyuki sakodaLars p. falkIlang liuHemanth sampathRobert fanfcllMichael livshitzKatsuyoshi SatoStefan fechterPeter LocHirokazu sawadaPaul h. feinberDaniel lubarDon schultzMatthew FischerAnthony f. maidaYongho SeokWayne k. FisherJakub majkowskiHuairong shaoRoberta fracchiAlastair MalarkyNeeraj sharmaRyuhei FundaJouni K. malinenStephen J ShellhammerMatthew gastAlexander maltsevlan SherlockJames p gilbBill marshallKai shiJeffrey gilbertRoman m. maslennikovShusaku shimadaReinhard GlogerSudheer mattaFrancois simonDavid goodallStephen Mc cannHarkirat SinghTugrul guenerJustin p mcnewGraham K. SmithJianlin gven meseckeMatt smithMark hamiltonRobert r. millerYoo-Seung SongC.J. HanseMichael monteKapil seBrian d. hartRajendra T. moortiVinay SridharaAmer A haHitoshi moriokaDorothy stanleⅤ egard hasselPeter MurrayAdrian P. StephensRobert f heileAndrew milesDavid S Stephenson〔 undo r. HertzRohit nabarCarl R. StevensonJunling hiJohn stineWendong huKengo nagataGuenaelt strutCopyright C 2009 IEEE. All rights reservedChin s SumGanesh VenkateHarry R. worstellEiji TakagiDalton t.Ⅴ ictorPengfei xiaMineo takaiGeorge A. vlantisAkira yamadaTcik-Khcong TanCssc r. walkerTakeshi yamamotoAllan thomsonunlWangmoya yamauraJerry thrasherngEric okuboCraig d. WarrenSu K. YongAlexander TolpinFujio WatanabeSeiji YoshioJason trachewskyPatrick WayeChristopher YoungSolomon b. traininMenzo m. wentinkArtur zaksRichard D. Van NeeFrank whettenHongyuan zhangAllert van zelstKyle williamsHuimin zhangMathieuⅤ arlet-AndmJames worshamJing zhiPrabodh varshneyJuan ZunigaContributions to this amendment was received from the following individualsBill ablⅵ inko ErcegPatrick labbeSantosh abrahamMustafa rozJoseph lauerTomoko adachiStefan fechterDongjun leeDmitry akhmetovPaul feinbergLin-Nan leeCarlos aldanaMatthew fischereeDave andrusGuido frederiksSok-kyu LeeMicha anholtTakashi FukagawaZhongding leiTsuguhide AokiPatrick FungJoseph levyYusuke asarEdoardo gallizioScott leyonhjelGeert awaterJames gardnerPen liDavid BaDevis gattSheung LiRaja banerjeaDavid HedbergYuan liKaberi banerieeGarth hillmanKevin liaoAmit bansalJin-Meng hoIsaac limGal bassonDale hocevarAlfred linAnui batraLouise hooAlbert liuJohn benkoMuhammad akramDer-Zheng liuMathilde benvenisteYasuhiko inoueMichael livshitzBjorn BjerkeKaz ishidaYufei BlakenshipTakashi ishidoshiroPeter LojkoDaniel borgesLakshmi lyerHui-Ling LouDouglas chanEric JacobsonAdina matacheJerry ChangYuh-Ren jauhLaurent mazetJohn ChangTaehyun JeonWilliam mcfarlandJeng-Hong ChenJari JokelaDarren mcnamaraStephen ChenVKJonesIrina medvedevYi-Ming ChenPadam AflArnaud meylanPei-ju ChiangNaveen KakaniMorgan mikFrancois chinSriniavs kandalaSeungwook minWoon Hau ChinAteet KapurPatrick mo上 mily chouAssaf KasherAndy molischLiwen chuMasato katoR. Tushar moortiKeith ChuggJohn KetchumMike moretonBrian ClassonJoonsuk KYuichi moriokaSean CoffeyPansop KimMarkus muckGabriella convertinoYoungsoo KimSyed Aon mujtabaMarc de courvilleGuenter KleindlAndrew mylesRolf de vegtKiyotaka KobayashiRohit nabarFranz dielacherCenk Koselhasa NagaiYoshiharu doiBruce p KraemerKengo NagataJohn deThomas KuehnelSeigo NakaodouglasTakushi KunihiroSanjiv nandaPeter ecclesiaeJoe KwakChiu nDarwin EngwerJoseph kwakAjit NimbalkerLeonid epsteinEdwin kwonGunnar NitscheCopyright C 2009 IEEE. All rights reservedHuaning NiuErik SchylanderRichard van neeIvan oakesMichael sealsNico van waesYoshihiro ohtanilual-Rong ShaoAllert van zelstEric OjardSuman sharmaAndres vila casadoTakeshi onizawaSteve shellhammerGeorgeⅵ lantisJob oostveenIan SherlockTimothy WakeleyFabio osnatoMasaaki shidaJesse walkerKafle padamTakashi shonoBrad wallacePratima paiSebastien SimoensMark wallaceArul palaniveluMassimiliano sitiRod waltonSubra parameswaraDoug SmithQi WThomas pareMatt smithXiaowen WangJean-Noel PatillonAmjadDeric WatersWei-Chung PengRobert staceyMark WebsterEldad perahiaAdrian P. StephensMenzo WentinkJim petranovichRichard WeseKrishna madhavan pillaiVictor StolpmanMike WilhoyteMadhavan pillaiSumei sunTimothy WongAngelo PoloniXiantao sunJames WoodyattNeeraj poojaryShravan surineniHenry ptasinskiIlan sutskoverAriton XhafaAleksandar PurkovicEiji Takagio xiaLuke oianMasahiro takasTomoya YamauraAli RaissiniaSeiichiro TakahashiEric YangSthanunathan ramakrishnanDaisuke takedaWen-Chang YehHarish RamamurthyTeik-Kheong TanChristopher YoungSridhar rameshYasuhiro TanakaHeejung YuRaffaele rivaStephan ten brinkArtur ZaksJon walter rosdahlGanesan ThiagarajanEldad zeiraStephanie Rouquette-LeveilEric OkuboHongyuan zhaMike rudeTim TowellJin ZhangJohn sadowskiJason trachewskyNing ZhangAtul salhotraSolomon traininQuan ZhouVincenzo scarpaDavid tungJohnny ZweigDonald schultzStefano valleJim syrenThe following members of the individual balloting committee voted on this amendment. Balloters may havevoted for approval, disapproval, or abstentionOsama aboulmagdBill cannonSouray duttaTomoko adachiJing CaoRichard eckardAlok AggarwalEdward CarlesCarl EklundThomas alexandeJames CarloStephen emeottRichard AlvinJuan CarreonMarc emmelmannEdward ChalfDarwin EngwcButch AntonDouglas s ChanJoseph epsteinDanilo antonelliKuor-Hsin ChangRobert fanfelleClint ChaplinShahin FarahaniDavid BagbyWei-Peng ChenShulan FengGabor BaikoYung-Mu ChenOddgeir FikstvedtMatthew ballHong ChengMatthew fischerRaja banerjeaAik ChindapoPrince francisVered BKeith ChowAvraham FreedmanJohn barrLiwen ChuDevon gaylePhilip beecherRyon ColemanMichael GeipelMathilde benvenisteCharles cookTheodore Georgantasharry bimsTodor CookiePieter -Paul giesbertsBjorn BjerkeHelge CowardJames gilbMonique brownJoseph decuirReinhard glogerRussell dietzMariana goldhamerWilliam byrdThomas dineenScrgiu gomaPctcr. calderonJohn dorseyDavid goodallCopyright C 2009 IEEE. All rights reserved
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