U2P1 Warming up

基于鲁棒性主成分分析的低照度图像增强算法
胡乘其;王书朋;王瑜婧
【期刊名称】《计算机应用与软件》
【年(卷),期】2024(41)2
【摘要】由于低照度图像对比度和信噪比低,传统图像增强算法在提高图像对比度的同时容易造成噪声放大。

针对该问题,提出基于鲁棒性主成分分析(RPCA)的低照度图像增强算法。

算法依据Retinex理论将图像分解为照度分量和反射分量,使用伽马矫正对照度分量进行增强。

将增强后的照度分量与反射分量合成为最终的增强图像。

其中图像分解采用RPCA方法实现,因为该方法可以有效地将照度信息与噪声分离,从而避免增强照度分量时放大噪声。

为了提高计算效率,算法采用非精确增广拉格朗日乘子法(Inexect-ALM,IALM)求解RPCA分解问题。

实验结果表明,该算法在增强图像对比度的同时避免了放大噪声,其主观评价与客观指标都优于几种经典的图像增强算法,有较好的视觉效果和较低的计算复杂度。

【总页数】6页(P244-249)
【作者】胡乘其;王书朋;王瑜婧
【作者单位】西安科技大学通信与信息工程学院
【正文语种】中文
【中图分类】TP391.41
【相关文献】
1.基于快速稀疏低秩和鲁棒主成分分析的图像处理算法的研究
2.基于视觉特性低照度水下图像增强算法研究
3.一种基于Retinex理论改进的低照度图像增强算法
4.基于自适应截断模拟曝光和无监督融合的低照度真彩色图像增强算法
5.基于多尺度深度可分离卷积的低照度图像增强算法
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指望(U3P2) expert /9eksp%:t/ n.专家(U3P2) point /pOInt/ n.点，意义(U3P2)favorite pastime 喜欢的消遣(U3P1)Portugal /9pO:tjUg@l/ n.葡萄牙(U3P2)feel free to 随便，可以随时…(U3P1)preflight /9pri:flaIt/ a.起飞前的，fly headfirst 头朝下飞(U3P1)做起飞准备的(U3P2)folk /f@Uk/ n.人们，老乡(U3P1) put up 举起，竖起，张贴(U3P1)gem /dZem/ n.宝石；珍品(U3P1) rail /reIl/ n.铁轨，铁栏杆(U3P2)go out of business 停业，歇业(U3P2) reception /rI9sepSFn/ n.接待(U3L)headfirst /8hed9f%:st/ ad.头朝下；向前(U3P1) resort /rI9zO:t/ v.度假胜地(U3P1)heaven /9hevFn/ n.天堂(U3P1) round-way /raUndweI/ a.往返的(U3P2)hell /hel/ n.地狱(U3P1) sales manager 销售部经理(U3S)human resources 人力资源(U3S) serve as 充当，用作，当作(U3P1)illustration /8Il@9streISFn/ n.图示(U3P1) share … with 与…分享(U3P1)instead of 而不是，取而代之(U3P2) short-term /8SO:t 9t%:m/ a.短期的(U3P2)interstate /9Int@steIt/ v.州际公路(U3P2) site /saIt/ n.场所(U3P2)a. 州际的souvenir /8su:v@9nI@/ n.纪念品(U3P1)3 Unit词汇表.indd 315/9/18 下午3:04New Practical Englishstick /stIk/ v.粘贴，刺入，伸出(U3P1) event /I9vent/ n.事件(U4P2) straightforward /8streIt9fO:w@d/ find out 找出，查明，弄清楚(U4P2)a. 直白易懂的(U3P1) firm /f%:m/ a.坚实的(U4P1)suburb /9s b%:b/ n.郊区(U3P2) n. 公司，商号the point of 问题要点是(U3P2) get ahead (with) 取得成功，取得进展(U4P1) time-efficient way of doing sth. get lost 迷路(U4P2)做某事的省时方法(U3P2) get on one’s nerves 令某人心烦(U4P2) traffic light 交通灯，红绿灯(U3S) have to do with 与…有关(U4P1) transfer /tr{ns9f%:/ v.转车，转移(U3L) hey /heI/ int.嘿(U4P2) trolley /9tr^li/ n.无轨电车，购物车(U3P2) host /h@Ust/ n.主人(U4P2) underground /9 nd@graUnd/ n.地铁(U3P2) v. 主持unintentionally /8 nIn9tenSFn@li/ impolite /8Imp@9laIt/ a.不礼貌的(U4P2) ad. 无意地(U3P1) in advance 提前(U4P1) up to (数目) 高达，(时间) 直到，in-person /In9p%:sFn/ a.亲自(U4P1) (程度) 达到(U3P2) insult /In9s lt/ v.侮辱(U4P2) upstairs /8 p9ste@z/ ad.在/往楼上(U3S) log /l^g/ n.记录，登录(U4P1)major /9meIdZ@/ a.主要的(U4P2)Unit 4n. 主修专业/课absolutely /9{bs@lu:tli/ ad.绝对地(U4P2)make sure 务必，保证(U4P2) American-style /@9merIk@nstaIl/make time 腾出时间(U4P1)a. 美国式的(U4P1)message /9mesIdZ/ n.信息(U4P1)annoy /@9nOI/ v.惹怒，烦扰(U4P1)mishap /9mIsh{p/ n.小事故(U4P2) appointment /@9pOIntm@nt/ n.约定，约会 (U4P1)never ever 从未，从不(U4P2) as a whole 总体上，总体来讲(U4P1)on the basis of 在…的基础上(U4P1) at (the) most 至多，最多(U4P1)or so 大约，左右(U4P2) at hand 在手边，在近处(U4P1)otherwise /9 D@waIz/ ad.相反地，否则(U4P2) attitude /9{tKtju:d/ n.态度(U4P1)overseas /8@Uv@9si:z/ ad./a. (在) 海外(U4P1) avoid /@9vOId/ v.避免，避开(U4P1)punctual /9p ~ktSu@l/ a.准时的(U4P1) be new to 对…很陌生，不熟悉(U4P1)punctuality /8p ~ktSu9{lKti/ n.守时(U4P1) Brazilian /br@9zIli@n/ n.巴西人(U4P2)really work 真的起作用(U4P2)a. 巴西(人)的re-schedule /8ri:9Sedju:l/ v.重新安排时间 (U4P1)by American standards 按照美国标准(U4P2)run late 要迟到(U4P1) case /keIs/ n.事例，情形(U4P2)secret /9si:krKt/ n.秘密(U4P2) colleague /9k^li:g/ n.同事(U4P1) serious /9sI@rI@s/ a.认真的(U4P1) community /k@9mju:nKti/ n.社区(U4P1) show up 出现(U4P1) consider /k@n9sId@/ v.认为(U4P2) shut down 关闭，倒闭(U4P2) cultural /9k ltSFr@l/ a.文化的(U4P2) somehow /9s mhaU/ ad.不知何故(U4P1) date /deIt/ v.约会(U4P2) stand /st{nd/ v.忍受(U4P2) n. 约会，日期standard /9st{nd@d/ n.标准(U4P2) etiquette /9etIket/ n.礼仪，礼节(U4P2)4Unit词汇表.indd 415/9/18 下午3:04Vocabularystart with 从…开始(U4P1) for a while 一会儿(U5P1)supposed /s@9p@Uzd/ a.被认为是应该的(U4P2) for the worse 变得更坏(U5P2)well-kept /8wel 9kept/ a.严格遵守的(U4P1) gentle /9dZentl/ a.轻柔的(U5S)global warming 全球变暖(U5P1)Unit 5golfer /9g^lf@/ n.高尔夫球员(U5P2) absorb /@b9sO:b/ v.吸收(U5P1)greenhouse gases 温室气体(U5P1)achieve /@9tSi:v/ v.达到，取得(U5P2)head for 走向(U5P2)adapt /@9d{pt/ v.适应(U5P2)head on 迎面地(U5P2)adapt to 适应(U5P2)landfill /9l{ndfIl/ n.垃圾填埋场(U5P1)agreeable /@9gri:@bFl/ a.宜人的(U5S)laugh to the last 笑到最后(U5P2)aluminum /@9lu:mKn@m/ n.铝(U5P1)look forward to 期待(U5P2)awful /9O:fFl/ a.糟糕的(U5S)lousy /9laUzi/ a.恶劣的，糟糕的(U5P2)be smart about 聪明地/巧妙地(干某事)(U5P1)make a difference 有影响，使…改变(U5P1)be through with 用/干完(U5P1)meet the challenge 迎接挑战(U5P2)br ing out the best 使展现最好的一面/membership /9memb@SIp/ n.会员(U5P1) 充分发挥长处(U5P2)mild /maIld/ a.温和的，暖和的(U5L) can /k@n; k{n/ n.罐头盒/瓶(U5P1)on stand-by 待命，待机(U5P1) v. 装灌pouring /9pO:rI~/ a.倾泻而下的(U5P2) carbon /9kA:b@n/ n.碳(U5P1)profession /pr@9feSFn/ n.职业(U5P2)care about 关心(U5P1)put … into the air/atmosphere 排放…carpooling /9kA:pu:lI~/ n.拼车(U5P1)到空气/大气中(U5P1)cause /kO:z/ n.原因(U5P1)recycle /8ri:9saIkFl/ v.废物回收(U5P1) v. 引起resource /rI9zO:s/ n.资源(U5P1) challenge /9tS{lKndZ/ v./n.挑战(U5P2) restart /8ri:9stA:t/ v.重启(U5P1)choose /tSu:z/ v.选择(U5P2) round /raUnd/ n.一局 (轮) (比赛) (U5P2)climate /9klaImKt/ n.气候(U5P1) seasoned /9si:zFnd/ a.久经磨练的(U5P2)club /kl b/ n. (高尔夫) 球杆(U5P2) shot /S^t/ v./n.击球，投射(U5P2)compete /k@m9pi:t/ v.竞争(U5P2) soar /sO:/ v.猛增，高飞(U5P2)crisis /9kraIsIs/ n.危机(U5P1) speak up 大声讲出来(U5P1)critic /9krItIk/ n.评论家(U5P1) stand-by /9st{ndbaI/ n.待机 (状态) (U5P1)dioxide /daI9^ksaId/ n.二氧化碳(U5P1) stretch /stretS/ v.延伸，拉伸(U5P2)do one’s part 尽自己的一份力量(U5P1)n. 延伸drop /dr^p/ v.下降(U5S) stuff /st f/ n.东西(U5P1)el ement /9elKm@nt/ n.元素，(复数) stuffy /9st fi/ a.闷人的(U5S) (风雨雷电等) 天气因素(U5P1) sunbathe /9s nbeID/ n.日光浴(U5S) electricity /I8lek9trIsKti/ n.电(U5P1) swell /swel/ v.膨胀(U5P1)eliminate /I9lImKneIt/ v.淘汰，去除(U5P2) take action 采取行动(U5P1)fair /fe@/ a.晴朗的，合理的(U5P2) take advantage of 利用(U5P2)fairly /9fe@li/ ad.相当地，很好地(U5L) tournament /9tU@n@m@nt/ n.锦标赛(U5P2)5 Unit词汇表.indd 515/9/18 下午3:04New Practical Englishtrap /tr{p/ n.陷阱(U5P1) Olympiad /@9lImpi-{d/ n.奥林匹克运动会 (U6P2) v. 困住，陷入困境Olympic spirit 奥运精神(U6P2) trash /tr{S/ n.垃圾(U5P1) Paralympic /8p{r@9lImpIk/ a.残奥会(U6P2)turn off (lights) 关(灯) (U5P1) passion /9p{SFn/ n.热情(U6P1)unexpected /8 nIk9spektKd/ a.想不到的(U5P2) praise /preIz/ v.夸奖(U6P1)present /9prezFnt/ v.呈送给(U6P1)Unit 6progress /9pr@Ugres/ n./v.进步(U6P1) accordance /@9kO:dFns/ n.根据(U6P2)promise /9pr^mKs/ n./v.承诺(U6P1)achievements /@9tSi:vm@nts/ n.成就(U6P2)pulse /p ls/ n.脉搏(U6P1)assemble /@9sembFl/ v.集合，装配(U6P2)represent /8reprI9zent/ v.代表(U6P1)athlete /9{Tli:t/ n.运动员(U6P2)rival /9raIvFl/ n.对手(U6P2)awe /O:/ v.使敬畏(U6P2)role model 楷模(U6P2)BOCOG n.奥运会北京组委会(U6P2)seal /si:l/ n.印章(U6P1)call upon 呼唤(U6P1)slogan /9sl@Ug@n/ n.口号(U6P1)competitive /k@m9petKtIv/ a.竞争的(U6P2) stand for 代表(U6P1)conflict /9k^nflIkt/ v.冲突(U6P2) symbol /9sImbFl/ n.标志(U6P1)dazzling /9d{zFlI~/ a.令人目眩的(U6P2) symbolize /9sImb@laIz/ v.象征(U6P1)earn medals 赢得奖牌(U6P1)talent /9t{l@nt/ n.才华，天赋(U6P2)exceptional /Ik9sepSFn@l/ a.出色的(U6P2) th e International Olympic Committee(IOC)four years from now 四年后(U6P2)国际奥林匹克委员会(U6P1)give … high praise 给予…高度赞扬(U6P1) the Holy Fire 圣火(U6P1)glorious /9glO:ri@s/ a.辉煌的(U6P2) the host city 主办城市(U6P1)heritage /9herKtIdZ/ n.遗产(U6P1) the Olympic Movement 奥林匹克运动(U6P1)historical /hI9st^rIkFl/ a.历史的(U6P1) unify /9ju:nKfaI/ v.团结，联合(U6P2)hospitality /8h^spK9t{lKti/ a.热情好客(U6P1) venue /9venju:/ n.场馆(U6P2)in accordance with 按照(U6P2) vitality /vaI9t{lKti/ n.活力(U6P1)in conflict 处于争斗中(U6P2) wish the best for 为…送上最美好的祝福 (U6P2)inspire /In9spaI@/ v.激励(U6P2) witness /9wItnKs/ n./v.目睹(U6P2)intensively /In9tensIvli/ ad.集中地(U6P1)keep … alive 保持活力(U6P2) Unit 7learn about 了解(U6P2) a large choice of 很多可供选择的(U7P1)long for 渴望(U6P1) act as 充当(U7P2)make a commitment to 向…承诺(U6P1) arrive on schedule 按时到达(U7P2)mankind /8m{n9kaInd/ n.人类(U6P1) assume /@9sju:m/ v.设想(U7P1)marvel /9mA:vFl/ v.惊奇(U6P2) blessed /9blesKd/ a.赐福的(U7P1)marvel at 惊叹于(U6P2) candle /9k{ndl/ n.蜡烛(U7P1)modernization /8m^d@naI9zeISFn/ n.现代化(U6P1)carol /9k{r@l/ n.圣诞颂歌(U7P1)movement /9mu:vm@nt/ n.运动(U6P1) celebrate /9selKbreIt/ v.庆祝(U7P1)National Olympic Committee 国家奥委会 (U6P2) champagne /S{m9peIn/ n.香槟酒(U7P1) 6Unit词汇表.indd 615/9/18 下午3:04VocabularyChildren’s Day 儿童节(U7L)modest /9m^dKst/ a.谦逊的，简陋的(U7P2)chimney /9tSImnI/ n.烟囱(U7P1) Muslim /9mUzlKm/ n.穆斯林(U7P1)Christian /9krIstSFn/ n.基督教徒(U7P1) observe /@b9z%:v/ v.庆祝，遵守(U7S)Christmas Eve 圣诞前夜(U7S)occupy /9^kjMpaI/ v.占领，占据 (有) (U7P2)crush /kr S/ v.积压，压碎(U7P2) on a … scale 以…的规模(U7P1)delicious /dI9lIS@s/ a.鲜美的(U7L) picnic /9pIknIk/ n.野餐(U7L)delivery /dI9lIvFri/ n.送递(U7P1) pie /paI/ n.馅饼(U7P1)disappointment /8dIs@9pOIntm@nt/ n.失望(U7P2) Professional College 职业学院(U7S)Dragon Boat Festival 端午节 (龙舟节)(U7S)promote /pr@9m@Ut/ v.促销(U7P1)each other 相互(U7P1)public holiday 公共假日(U7P1)elaborate /I9l{bFrKt/ a.精心制作的(U7P2) pudding /9pUdI~/ n.布丁(U7P1) v. 详尽说明put out 摆设(U7P1) emotion /I9m@USFn/ n.情感(U7P2) regard sth. as a memento 看作纪念品(U7P2)exciting /Ik9saItI~/ a.令人激动的(U7L) remind /rI9maInd/ v.提醒(U7P2)fashion /9f{SFn/ n.时装，时尚(U7L) remind sb. of 使想起，提醒(U7P2)fashion show 时装表演(U7L)repeatedly /rI9pi:tKdli/ ad.再三地(U7P2)feature /9fi:tS@/ n.特色(U7P2) reunion /ri:9ju:nj@n/ n.团圆(U7P2) v. 体现特征roast /r@Ust/ v.烤(U7P1) feel at home 感到自在，舒服(U7P2)scale /skeIl/ n.规模(U7P1)festive /9festIv/ a.节日的(U7P1) seasoning /9si:zFnI~/ n.调味品，调料(U7P2)fishing tackle 钓具(U7S)secretary /9sekrKtFri/ n.秘书(U7P2)friendship /9frendSIp/ n.友谊(U7P2) service /9s%:vKs/ n.服务(U7P1)global /9gl@UbFl/ a.地球的，全球的(U7P1) set up 挂上(U7P1)go to work 上班(U7P1) short of 缺少(U7P2)Jesus /9dZi:z@s/ n.耶稣(U7P1) special /9speSFl/ a.特殊的(U7S)joyful /9dZOIfFl/ a.愉悦的(U7P1) speech contest /spi:tS 9k^ntest/ n.演讲比赛 (U7L)learn more about 更多地了解(U7P2) speech contest 演讲比赛(U7L)lock oneself in one’s loneliness St saint /seInt/ n.圣徒(U7P1) 闭门自己承受孤单(U7P2) Student Union/Club 学生会/俱乐部(U7S) lock /l^k/ n./v.锁(U7P2) Sweden /9swi:dFn/ n.瑞典(U7P1)loneliness /9l@UnlinKs/ n.寂寞(U7P2) temporary /9tempFr@ri/ a.暂时的(U7P2)Mexican-American /9meksIk@n@9merIk@n/the majority of 大多数(U7P1) n. 墨裔美国人(U7P2) the way of (做…) 的方式(U7P1) majority /m@9dZ^rKti/ n.大部分(U7P1) tie-clasp /taIklA:sp/ n.领带扣(U7P2)make-believe /9meIk bK8li:v/ a.虚构的(U7P1) tradition /tr@9dISFn/ n.传统(U7P1)Malaysia /m@9leIzI@/ n.马来西亚(U7P1) traditional /tr@9dISFn@l/ a.传统的(U7L)memento /mK9ment@U/ n.纪念物 (品) (U7P2) traditional 传统的(U7L)merry /9meri/ a.欢乐的(U7P1) turkey /9t%:ki/ n.火鸡(U7P1)mince /9mIns/ n.碎果馅(U7P1) typical /9tipikFl/ a.典型的(U7S)7 Unit词汇表.indd 715/9/18 下午3:04New Practical Englishvary /9ve@ri/ v.有异(U7P1) expense /Ik9spens/ n.费用(U8P1)with high spirits 热情高涨地(U7P1) fail to 未能(U8P1)fall into 陷入(U8P2)Unit 8fatal /9feItl/ a.致命的(U8P1) abuse /@9bju:s/ v.滥用，虐待(U8P1)flu /flu:/ n.流感(U8L)accident /9{ksKdFnt/ n.意外事故(U8P2)follow through 完成，进行到底(U8P1)accordingly /@9kO:dI~li/ ad.相应地(U8P1)funeral /9fju:nFr@l/ n.葬礼(U8P2)after all 毕竟(U8P1)granted /9grA:ntKd/ a.理所当然的(U8P1)alcoholism /9{lk@h^lIzFm/ n.酗酒(U8P1)harshly /9hA:Sli/ ad.粗暴地(U8P1)ask for 索求(U8P1)hate /heIt/ v.憎恨，不喜欢(U8S)awareness /@9we@nKs/ n.意识(U8P1)headache /9hedeIk/ n.头痛(U8S)be determined to 决心…(U8P2)health /helT/ n.健康(U8S)be donated to 被捐赠给(U8P2)hug /h g/ v./n.拥抱(U8P2)be in danger/despair 处于危险，绝望之中 (U8P2)hydrate /9haIdreIt/ v.补给水分(U8P1)be open about sth. 对于…看法很开放(U8P2)impact /9Imp{kt/ v./n.影响(U8P1)bleed /bli:d/ v.出血(U8L)impact on 对…的影响(U8P1)bond /b^nd/ n.连结，联系(U8P2)in one’s own self-interestbut /b@t; b t/ conj.仅仅(U8P1)为(某人) 自己的利益(U8P1)but one/two 只有1/2个(U8P1)in the media 在媒体上(U8P1)check /tSek/ n./v.检查(U8S) incredible /In9kredKbFl/ a.难以置信的(U8P1)chest /tSest/ n.胸(U8P2) intention /In9tenSFn/ n.愿望(U8P1)choke /tS@Uk/ v.哽咽，窒息(U8P2) license /9laIsFns/ n.执照(U8P2)coma /9k@Um@/ n.昏迷(U8P2) v. 发执照concern /k@n9s%:n/ v./n.关怀(U8S) lie down 躺下(U8L)conform /k@n9fO:m/ v.符合(U8P1) lifestyle /9laIfstaIl/ n.生活方式(U8P1)conform to 符合(U8P1)limit /9lImKt/ n.限制(U8P1)constant /9k^nst@nt/ a.经常的，不停的(U8P2) make sure 确保(U8P2)constructive /k@n9str ktIv/ a.建设性的(U8P1) match /m{tS/ n./v.比赛，匹配(U8P2)dental /9dentl/ a.牙齿的，牙科的(U8S) matter /9m{t@/ n.事情，问题(U8S)devoted /dI9v@UtKd/ a.忠诚的，献身的(U8P2) medical /9medIkFl/ a.医疗的(U8S)disciplined /9dIsKplKnd/ a.强制的(U8P1) medicine /9medsFn/ n.医药，药品(U8S)dizzy /9dIzi/ a.头晕(U8L) million /9mIlj@n/ n.百万(U8P2)donate /d@U9neIt/ v.捐赠(U8P2) mindfully /9maIndfFli/ ad.考虑周到地(U8P1)done /d n/ a.完结(U8P1) miracle /9mIr@kFl/ n.奇迹(U8P2)donor /9d@Un@/ n.捐赠者(U8P2) negative /9neg@tIv/ a.负面的(U8P1)drill /drIl/ v.钻，训练(U8S) nonstop /8n^n9st^p/ a.不间断的(U8P1)excess /Ik9ses/ n.超过，多余量(U8P1) nutrient /9nju:tri@nt/ n.营养(U8P1)excessive /Ik9sesIv/ a.过度的(U8P1) overeating /8@Uv@r9i:tI~/ a.贪吃的(U8P1)exhausted /Ig9zO:stKd/ a.耗竭的，疲劳的 (U8P1)patient /9peISFnt/ n.病人(U8S) 8Unit词汇表.indd 815/9/18 下午3:04Vocabularypay back 偿还，报复(U8P2) sob /s^b/ v.啜泣(U8P2)positive /9p^zKtIv/ a.积极的，正面的(U8P1) spirit /9spIrIt/ n.精神(U8P1)possession /p@9zeSFn/ n.财产(U8P1) spray /spreI/ v./n.喷雾，喷雾剂(U8P2)pray /preI/ n. v.祈祷(U8P2) stick sth. to 把…钉/贴到(U8P2)premature /9prem@tS@/ a.过早的，stretch into 延伸到(U8P2) 不成熟的(U8P1) take sth. for granted 认为理所当然(U8P1) prescription /prI9skrIpSFn/ n.处方(U8S) terrible /9terKbFl/ a.糟糕的，可怕的(U8S)prized /praIzd/ a.珍贵的(U8P1) tired /taI@d/ a.疲劳的(U8L)rather than 而非(U8P1) transplant /tr{ns9plA:nt/ v.移植(U8P2)recreation /8rekri9eISFn/ n.娱乐(U8P1) treatment /9tri:tm@nt/ n.治疗(U8L)resiliency /rI9zIli@nsi/ v.弹性(U8P1) trouble /9tr bFl/ n.麻烦(U8S)respond to 回应(U8P1) turn out as expected 结果和预期相同(U8P2)reward /rI9wO:d/ n.奖励，褒奖(U8P1) type /taIp/ n.类型(U8P2)schedule /9Sedju:l/ n./v.计划安排(U8P1) workaholic /8w%:k@9h^lIk/ n.工作狂(U8P1)self-repair /selfrI9pe@/ v.自我修复(U8P1)9 Unit词汇表.indd 915/9/18 下午3:04。

改进布谷鸟算法优化极限学习机的网络入侵检测
李新磊
【期刊名称】《激光杂志》
【年(卷),期】2015(36)1
【摘要】为了保证网络的安全,针对极限学习机在网络入侵检测过程中参数优化的难题,提出一种改进布谷鸟搜索算法优化极限学习机的网络入侵检测模型。

首先将极限学习机参数编码为布谷鸟巢位置,并以网络入侵检测正确率作为ELM参数优化目标,然后通过模拟布谷鸟繁育行为找到极限学习机的最优参数,建立网络入侵检测分类器,最后在Matlab 2012平台上采用KDD99数据集进行仿真实验。

结果表明,MCS-ELM提高了网络入侵检测正确率,可以满足网络入侵检测在线检测要求。

【总页数】4页(P105-108)
【关键词】网络入侵;布谷鸟搜索算法;极限学习机;检测正确率
【作者】李新磊
【作者单位】河南师范大学
【正文语种】中文
【中图分类】TN911
【相关文献】
1.改进布谷鸟算法优化正则极限学习机的空气质量预警模型 [J], 郗君甫
2.基于改进遗传算法优化极限学习机的短期电力负荷预测 [J], 律方成;刘怡;亓彦珣;燕跃豪;张建涛;谢庆
3.基于改进差分进化算法优化极限学习机的短期负荷预测 [J], 胡函武;施伟;陈桥;李凯
4.采用改进的布谷鸟算法优化极限学习机 [J], 赵坤;覃锡忠;贾振红
5.基于灰狼算法优化核极限学习机的网络入侵检测研究 [J], 段兴林
因版权原因，仅展示原文概要，查看原文内容请购买。

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T U901227104140 11025938996530072976 SB/SS FRONT PANEL V2 N/S/SCR.MYB9 A SSY .FROM S/N TU90122710414111013277996530006719 BLACK FRONT PANEL N/S/SCREEN MYB9 A SSY .UP TO S/N.9009SA4029891611023522996530007634 BLK FRONTAL PANEL V2 S/SCREEN MYB9 A SSY .FROM S/N.9009SA4029891711013298996530006732 WHITE FRONT PANEL N/S/SCREEN MYB9 A SSY .UP TO S/N.9009SA4029891611023523996530007635 WHT FRONTAL PANEL V2 S/SCREEN MYB9 A SSY .FROM S/N.9009SA4029891711023319 996530007615 SM/SS FRONTAL PANEL V2 MYB9 A SSY . ID02 11011406 996530006054 ADHES.SILVER PLATE LOGO SAECO P005703 11022725 996530007418 ADHES.SILVER PLATE LOGO XELSIS04 11021449996530007103 CHROM.CONNECT .CAP F OR C ARAFE M YB9 A SSY .UP TO S/N.9009SA4029891611024247996530066715 CHROM.CONNEC.CAP F OR C ARAFE V 2 M YB9 A SSYFROM S/N.9009SA4029891705 12001369 996530008039 SCREW TSP TORX 10 5X35 PLAST.SS06 17000215 996530070073 BLACK DRIP T RAY SUPPORT V2 MYB9/H-­P A SSY 17000223 996530070223 BLACK DRIP TRAY SUPPORT V2 MYB9/T A SSY .07 11013143996530006649 CHROM.ZAMA FRONT FRAME MYB9UP TO S/N.9009SA4029891608 11001624 996530000929 BLACK STEAM TUBE WASHER P004909 NF11.084996530059199 PHOSPH/STEEL FOLK SPRINGUP TO S/N.9010SA4003648010 9011.144 996530048885 SS FORK FOR TUBE D=411 140328059996530013564 OR 2015 SILICONE PTFE/FDAUP TO S/N.9009SA4029891612 11013244 996530006708 TF/CHROM.-­ CHROM.STEAM TUBE MYB9 A SSY .13 11013215 996530006694 DOOR UPPER HINGE MYB914 11022860996530007469 BLACK CONNECTOR V2 FOR CARAFE MYB9UP TO S/N.9009SA402989161512001430996530008051SCREW TCBR TORX 20 4X10 PLAST.SS16 129573221 996530012922 SCREW TCB PH/TT 4X8 UNI 8112 SS17 11022870996530007476 STEEL S PRING F OR C ARAFE C ONNECTOR M YB9UP TO S/N.9009SA4029891618 11022853996530007466 BRASS I NSERT F OR S PRING C ARAFE C ONN.MYB9UP TO S/N.9009SA4029891619 12000450 996530007819 SCREW TCBR TORX 10 3,5X12 PLAST.ZN-­N 20 11014015996530006967 BLK C ARAFFE B OARD S UPPORT G EN.MYB9 A SSY .UP TO S/N.9009SA4029891621 12001431 996530008052 SCREW TCB TORX 10 3X12 PLAST.SS22 11013784 996530006855 BLACK TEFLON TUBES SUPPORT COVER MYB923 11013785 996530006856 STEEL T EFLON T UBES SUPPORT SPRING MYB924 11021692996530007111 PREFORMED T EFLON T UBES S UPPORT M YB9 A SSYUP TO S/N.9009SA4029891625 11013216 996530006695 DOOR LOWER HINGE MYB926 20006820 996530010248 KIT SPARES FRONT PLATE DISPLAY MYB9/H-­T 27 12001261 996530008018 DISPLAY 320x240 N O T OUCH B RIGHTNESS+MYB928 11013226 996530006702 BLACK DISPLAY SEAL MYB9/H-­T 29 11012889 996530006568 BLACK DISPLAY SUPPORT MYB9/H-­T 30 129913202 996530013156 SCREW TCB TORX 10 3X8 PLAST.ZN-­B 31 149450588 996530018311 65SH SILICONE BOILER SEALING VALVE 32 11012377996530006381 BLACK CPU BOARD COVER MYB9/H-­TUP TO S/N.9009SA4029891617000014996530009564 BLACK CPU BOARD COVER V2 MYB9/H-­TFROM S/N.9009SA4029891733 11014215 996530007042 BLACK BUTTON FOR DOOR RELEASE MYB934 11021976 996530007207 STEEL PLATE FOR DOOR CLOSURE MYB935 11024441996530067552 CPU+SW MYB9/H PSA A SSY .UP TO S/N TU901150186483 11026862996530070332 CPU+SW MYB9/H SLIM A SSY .FROM S/N TU901150186484 11024443996530067563 CPU+SW MYB9/T PSA A SSY .IDUP TO S/N TU901150186483 11026860996530070331 CPU+SW MYB9/T SLIM A SSY . IDFROM S/N TU90115018648436 11000651 996530000425 WATER LEVEL SENSOR BOARD P1243711001339996530000763TRANSP .INFRAREDS PLATE P0049Cod.10003050-­51-­52-­53-­3250-­51-­52Cod.10003278-­79-­3314-­3450-­70-­71Cod.10003501-­3663-­3730-­31-­32-­33SUP038SUP038ZRI9943/11-­21-­41-­43RI9944/01-­04-­41-­43RI9946/01-­47POS POS CODE CODE DESCRIPTIONDESCRIPTIONNOTENOTE12NC 12NC 38 11022583996530007412 BLK I NSIDE C OVER F RON.PANEL S /SCR.MYB9/HUP TO S/N.9009SA4029891617000021996530009568 BLK I NSIDE C OVER F RON.PANEL V 2 S /S.MYB9HFROM S/N.9009SA4029891739 129912521 996530013148 SCREW TCBR TORX 10 3,5X14 PLAST.SS 40 11014218 996530007043 BLACK C OVER B UTTON F OR D OOR R ELEASE M YB941 11021747 996530007128 SPRING FOR DOOR RELEASE BUTTON MYB942 128310402 996530012341 GALV.WASHER UNI 8842 A 443 11023393996530007625 CHROM.ZAMA FRONT FRAME V2 MYB9FROM S/N.9009SA4029891744 17000006996530009559 TWO W A Y T EFLON T UBES S UPPORT S PRING M YB9FROM S/N.9009SA4029891745 11023352996530066675 WHT P REFORM.TEFLON T UBES S UPP .MYB9 A SSY .FROM S/N.9009SA4029891746 11023251996530007606 BLACK FRONTAL PANEL INSERT MYB9FROM S/N.9009SA4029891747 11023423996530066676 BLK C ARAFFE B OARD S UPP .GEN.V2 M YB9 A SSY .FROM S/N.9009SA4029891748 12001330 996530008026 TRANSP .ROUND A DHESIVE FOOT SJ-­538249 17000055996530072431 GALVAN/STEEL FOLK SPRING W/FASTONFROM S/N. 9010SA4003648150 11006740996530003793 BRONZE SPRING FOR FRONT CASING G0053FROM S/N. 9010SA4003648151 17001306996530070328 BLACK FINGER PRINT COVER V2 MYB9/T ID52PARTICULAR NOT A VAILABLEID (SEE P ART .N°59)53 17000074 996530066729 BLK L OWER F INGERPRINT S ENS.SEAL V2 M YB9/T ID 54 11013309 996530006739 BLACK FINGER PRINT SUPPORT MYB9/T 55 129913702 996530013162 SCREW TCB TORX10 2,5X8 PLAST.ZN-­B 56 17001078996530070329 BLACK V 3 F INGERPRINT S ENSOR S EAL M YB9/T ID57PARTICULAR NOT A VAILABLEID (SEE P ART .N°59)58 17000022 996530009569 BLK I NSIDE C OVER F RON.PANEL V 2 S /S.MYB9T ID 59 20006871996530066745 KIT SPARES FINGERPRINT SENSOR MYB9/T IDWITH PART . N°31-­51-­52-­53-­54-­55-­56-­5760 11023238 996530007602 AS.SUPP .SCHEDA CARAF.V4 MYB9 NER.61 11013368 996530006754 MILKCARAFFE BOARD V2 MYB962 17000002 996530009555 BLACK CARAFE MICRO INSERT V2 MYB96317000019996530009566SS CARAFE MICRO INSERT SPRING MYB964 11013328 996530006745 BLACK CARAFFE BOARD COVER MYB965 17000045 996530009578 BLK P RESENCE C ARAFE M ICRO I NSERT V 2 M YB966 12000895 996530007951 SCREW TSP TORX 10 3X10 PLAST.SS67110131279965300066412POLES C ONNECT .SENSOR R EED D OOR M YB9 U LCod.10003050-­51-­52-­53-­3250-­51-­52Cod.10003278-­79-­3314-­3450-­70-­71Cod.10003501-­3663-­3730-­31-­32-­33SUP038SUP038ZRI9943/11-­21-­41-­43RI9944/01-­04-­41-­43RI9946/01-­4721POS POSCODE CODEDESCRIPTIONDESCRIPTIONNOTENOTE12NC 12NC01 11027228996530070234 CHROM.COFFEE DISPENSER V2 MYB9 A SSY . WITH PART . N° 02 -­ 03 -­ 04 -­ 05 -­ 06 -­ 0702 129570721 996530012907 SCREW TCB TORX 10 M3X8 A UTOFORMING SS 03 11013001 996530006579 BLACK REAR COVER COFFEE DISPENSER MYB904 11013003 996530006582 BLACK COFFEE DISPENSER INNER BODY MYB905 11013085 996530006614 WHITE COFFEE DISPENSER SLIDER MYB906 11013002 996530006581 BLACK C OF .DISPENSER E XT .MOBILE P ART M YB907 11013222996530006699 CHROM.FRONT C OFFEE D ISPENSER C OVER M YB9 UP TO S/N TU90112107104011027227996530070327 CHROM.FRONT C OFF .DISPENSER C OVER V 2 M YB9 FROM S/N TU90112107104108 11022128 996530007237 C HROM.CREAM A DJUSTMENT K NOB S /SCR.MYB909 126772518 996530011711 SS COFF .CREAM A DJUSTMENT SHAFT SPRING 10 11013324 996530006743 BLACK CREAM A DJUSTMENT KNOB RING MYB911 140326661 996530013546 OR ORM 0040-­20 BLACK EPDM12 140640200 996530013621 WHITE COFFEE CREAM A DJUSTMENT SHAFT 13 11013323 996530006742 CHROM.COFFEE DISPENSER SUPPORT MYB914 12000897 996530007953 SCREW TCB TORX 10 3,5X20 PLAST.SS 15 11013072 996530006604 BLACK SEAL FOR COFFEE DISPENSER MYB916 11013013 996530006585 BLACK COFFEE DISPENSER TUBE MYB917 12000070 996530007732 OR ORM 0060-­15 SILICONE18 12000450 996530007819 SCREW TCBR TORX 10 3,5X12 PLAST.ZN-­N 19 149360200 996530018269 SILICONE TUBE 5X8 70SR IN ROLL20 11013364 996530006752 BLACK DISPENSER COFF .INLET CONNECT .MYB92111012926996530006575 BLACK COFFEE DISPENSER CONNECTOR MYB9Cod.10003050-­51-­52-­53-­3250-­51-­52Cod.10003278-­79-­3314-­3450-­70-­71Cod.10003501-­3663-­3730-­31-­32-­33SUP038SUP038ZRI9943/11-­21-­41-­43RI9944/01-­04-­41-­43RI9946/01-­47POS POS CODE CODE DESCRIPTIONDESCRIPTIONNOTENOTE12NC 12NC 01 11013212 996530006692 NAT/GREY WATER CONTAINER MYB9 A SSY .02 11012738 996530006509 BLACK HANDLE WATER CONTAINER LID MYB903 140328461 996530013571 OR ORM 0190-­10 EPDM04 224640200 996530029115 WHITE WATER CONTAINER EXT.FILTER A SSY .05 140324362 996530013507 OR ORM 0060-­30 SILICONE06 126764718 996530011626 SS WATER CONTAINER VALVE SPRING 07 147660562 996530016894 GREY PISTON FOR WATER CONTAINER VALVE 0811012736996530006507NAT/GREY WATER CONTAINER LID MYB909 0701.031.150 996530044417 GREY WATER VALVE GACO DIM 14 SEAL COVER 10145842900996530015823NBR WATER CONT.VALVE GACO DIM14 SEAL 11 0701.014.150 996530044404 GREY WATER VALVE GACO DIM 14 SEAL CONT .12 140320461 996530013446 OR ORM 0080-­20 TERMOIL13 129535721 996530012898 SCREW TSP TORX 10 A B 3,5X9,5 SHEET SS 14 20006842996530066742 SPARES KIT BEAN COFFEE CONT .LID V2 MYB9UP TO S/N.9010SA4012016517000202996530066734 NAT/GREY BEAN COFF .CONT .LID V2 MYB9 A SSYFROM S/N.9010SA4012016615 149213059 996530018116 GREY CAP FOR KNOBS BEAN CONTAINER 16 129913902 996530013164 SCREW TCB TORX 10 3X12 PLAST.ZN-­B 17 20006843996530066743 SPARES K IT B EAN C OFFEE C ONTAINER V 2 M YB9UP TO S/N.9010SA4012016517000194996530066733 BLACK BEAN CONTAINER V2 MYB9FROM S/N.9010SA4012016618 11012852 996530006551 BLACK GRIND.ADJUSTMENT KNOB MBY919 11022528 996530007398 GREY G RIND.ADJUSTMENT K NOB W ASHER M YB920 145897300 996530016123 BLK I NSERT G RIND.ADJUSTMENT K NOB S MART121 11022803 996530007445 SS DRIP TRAY GRATE V2 MYB9/H-­P 11022385 996530007345 SS DRIP TRAY GRATE MYB9/TID22 17000147 996530066732 BLACK GRATE SEAL V3 MYB9/H-­P 23 11022802 996530007444 BLACK DRIP TRAY COVER V2 MYB9/H-­P 11022384 996530007344 BLACK DRIP TRAY COVER MYB9/TID24 11005388 996530002866 RED FLOAT FOR DRIP TRAY P124 17000001 996530009554 RED FLOAT FOR DRIP TRAY MDSID25 17800061 996530066741 5POLES C ONNECTOR M C S ENSORS V 2 M YB9 U L 26 11013214996530006693 SB/SS-­BLACK DRIP TRAY MYB9/H-­P A SSY .UP TO S/N. TU90122710414026 11025971996530072666 SB/SS-­BLACK DRIP TRAY MYB9/H-­P A SSY .FROM S/N TU90122710414111013281 996530006723 BLACK/BLACK DRIP TRAY MYB9/H-­P A SSY . 11013300 996530006734 WHITE/BLACK DRIP TRAY MYB9/H-­P A SSY .11022389996530007348SM/SS-­BLACK DRIP TRAY MYB9/T A SSY .IDCod.10003050-­51-­52-­53-­3250-­51-­52Cod.10003278-­79-­3314-­3450-­70-­71Cod.10003501-­3663-­3730-­31-­32-­33SUP038SUP038ZRI9943/11-­21-­41-­43RI9944/01-­04-­41-­43RI9946/01-­47POS POSCODE CODEDESCRIPTIONDESCRIPTIONNOTENOTE12NC 12NC01 11012845996530006545 TRANSP/CHROM.GEN.CARAFE M YB9 S AE A SSY .UP TO S/N.9009SA4029891602 11021984996530007208 CHROM.CARAFE C APP .COVER S /SC.MYB9 A SSY .UP TO S/N.9009SA4029891603 11022498 996530007389 CHR.CARAFE U PPER D ISPEN.SUPP .V2 S /S.MYB904 11012812 996530006527 VENTURI TUBE FOR CAPPUCCINATORE MYB905 11012678 996530006463 BLACK CARAFE MILK DISPENSER TUBE MYB906 11013163 996530006668 BLACK UPPER TUBE CARAFE CONNECT .MYB907 11022496 996530007388 CHRO.CARAFE L OWER D ISPENSER S UPP .V2 M YB908 11012816 996530006531 BLACK UPPER COVER PART CARAFE MYB909 12000550 996530007838 SCREW TCB TORX 10 3X25 PLAST.SS 10 11021893 996530007192 BLACK L OWER C OVER P ART C ARAFE M YB9 A SSY .11 11013466 996530006784 CHROM.CARAFE REAR PART HANDLE MYB912 11023158 996530007588 CHROM.CARAFE F RONT P ART H ANDLE V 2 M YB913 149360200 996530018269 SILICONE TUBE 5X8 70SRIN ROLL14 129911721 996530013137 SCREW TSP TORX 4X16 PLAST STEEL 15 11013164 996530006669 BLACK LOWER TUBE CARAFE CONNECT .MYB916 129910921 996530013128 SCREW TCB TORX 10 3X10 SS 17 9161.111 996530050555 MAGNET FOR FLOAT SUPERAUT.18 11014016 996530006968 SS.INSERT FOR MAGNET MYB919 12000895 996530007951 SCREW TSP TORX 10 3X10 PLAST.SS 20 11024104 996530007705 TRANSP .CARAFE V3 S/SCREEN MYB921 11012677996530006462 BLACK C ARAFE C APPUCCINA TORE C ASING M YB9UP TO S/N.9009SA4029891622 11026779 996530067887 WHITE MILK TUBE CONNECTOR V2 MYB923 11012814 996530067584 SILICONE TUBE 3,5X6 L=140 MM24 11013765 996530006849 STEEL SPRING FOR CARAFE LEVER MYB925 11022522 996530007393 BLACK CAM FOR CARAFE LEVERS V2 MYB926 11013832 996530006873 CARAFE SPRING WITH INSERT MYB9 A SSY .27 17000131 996530067459 BLACK LEVER FOR CARAFE CAM V3 MYB928 17000004996530009557 BLK C ARAFE C APPUCCIN.CASING W /CAPS M YB9FROM S/N.9009SA4029891729 11023235996530007599 CHR.CARAFE C APP .COVER V 2 S /SC.MYB9 A SSY .FROM S/N.9009SA4029891730 11023236996530007601 TRANSP/CHROM.GEN.CARAFE V 3 M YB9 S AE A SSYFROM S/N.9009SA4029891711023077996530067527TRANSP/CHROM.GEN.CARAFE M YB9/MDS A SSY . ONLY BRASILCod.10003050-­51-­52-­53-­3250-­51-­52Cod.10003278-­79-­3314-­3450-­70-­71Cod.10003501-­3663-­3730-­31-­32-­33SUP038SUP038ZRI9943/11-­21-­41-­43RI9944/01-­04-­41-­43RI9946/01-­47POS POS CODE CODE DESCRIPTIONDESCRIPTIONNOTENOTE 12NC 12NC 01 11012205 996530006316 BLACK COMPONENTS SUPPORT MYB902 11012412 996530006399 BLACK SOCKET-­SWITCH SUPPORT MYB9 11023406 996530007626 BLACK SOCKET-­SWITCH SUPPORT MYB9 UL 03 12001645 996530069782 CUP SOCKET V2 EN 60320 C 1304 NE03.038 996530058836 BIPOLAR SWITCH FUSIT C1250AR05 12000450 996530007819 SCREW TCBR TORX 10 3,5X12 PLAST.ZN-­N 06 12001212 996530008003 ULKA PUMP MF 230V-­50HZ 230V-­50HZ 12001346 996530008028 ULKA PUMP MF 120V-­60HZ 120V-­60HZ 12001348 996530008031 ULKA PUMP MF 220V-­50/60HZ 220V-­50/60HZ 12001347 996530008029 ULKA PUMP MF 100V-­50/60HZ100V-­50/60HZ07 11012194 996530006315 BLACK/SBR ULKA MF PUMP SUPPORT 08 11013116 996530006631 2POLES CONNECTOR STEAM PUMP MYB9 UL 09 11012193 996530006314 90° INLET CONNECTOR FOR PUMP ULKA MF 10 147920300 996530017351 TRANS.CONNECTOR D=8 A RT .80.26.047 KA.46111 JS01.022 996530057357 SILICONE TUBE 5X10 60SH IN ROLL IN ROLL 12 147920150 996530017348 90° INLET PUMP CONNECTOR 13 12000140 996530007753 ULKA PUMP EP5/S GW 230V-­50HZ 230V-­50HZ 12000142 996530007754 ULKA PUMP EAP5/S 120V-­60HZ 120V-­60HZ 12000182 996530007782 ULKA PUMP EP5/S GW 220V-­60HZ220V-­60HZ 12000130 996530007749 ULKA PUMP EP5/S GW 100V-­50/60HZ 100V-­50/60HZ14 11013076 996530006607 2POLES CONNECTOR COFFEE PUMP MYB9 UL 15 11022857 996530007468 BLACK PUMP SUPPORT GMYB 16 140321961 996530013471 O-­RING 2031 TERMOIL17 11001054 996530000624 BLK PUMP OUTLET 90°CONNECTOR P0049/B 18 12000781 996530007887 TURBINE D=1,2 932-­8521/90 A SSY .19 11013122 996530006635 6POLES CONNECTOR FLOWMETER MYB9 UL 20 11011341 996530006025 V4 TUB.BOILER 1300W 230V A SSY . 230V-­1300W 11011342 996530006026 V4 TUB.BOILER 1300W 120V A SSY . 120V-­1300W 11011346 996530006031 V4 TUB.BOILER 1100W 100V A SSY .100V -­1100W21 11007907996530004626 TUB.BOILER V5 SIDE THERMOS.FIXING SPRINGUP TO S/N.9009SA4026565711010164996530005641 TUB.BOILER V6 SIDE THERMOS.FIXING SPRINGFROM S/N.9009SA4026565822 12001715 996530069758 SCREW T CB T ORX 20 M 4X8 A UTOFORMING Z N-­B 23 190800100 996530026997 TEMPERATURE SENSOR NTC UL L=280MM 24 189428600996530026958 THERMOSTAT 175° 1NT-­08L-­5125UP TO S/N.9009SA40265657 12001034996530007974 THERMOSTAT ONE SHOT 175°FROM S/N.9009SA402656582512000892996530007947OETIKER CLAMP D=9,5 1670000426 16000380 996530009505 5X8,9 SILICONE TUBE IN ROLLIN ROLL27 11013034 996530006589 STEEL TUB.BOILER SUPPORT MYB928 11012214 996530006322 BLACK TUB.BOILERS SUPPORT MYB929 12001280 996530008024 SCREW TSP TORX 10 5X20 PLAST.ZN-­B 30 20006558 996530010201 BLOWDOWN VALVE CASING MYB9 A SSY .31129914302 996530013168 SCREW TORX M4X10 TESTA D=8X1,5 GALV 32 11022428 996530007366 BLK COF .BOILER INSULATING COVER MYB9/H-­T 33 184320200 996530025907 SPRING HOSE CLAMP D=9,5MM34 11012206 996530006317 BLACK BLOWDOWN VALVE SUPPORT MYB935 129913902 996530013164 SCREW TCB TORX 10 3X12 PLAST.ZN-­B 36 11013711 996530006834 BLACK VALVE FIXING FLANGE MYB937 11013165 996530006671 DIFFUSER VALVE MYB9 A SSY .38 11013528 996530006802 BLACK DIFFUSER PROTECT .VALVE MYB9 A SSY .3911021841 996530007157 SOLENOID VALVE CONNECT .INSUL.PLATE MYB940 11021842 996530007158 SOLENOID V AL VE C ONNECT .INSUL.WASHER M YB94120000590 996530009859 BLOWDOWN VALVE COIL P0049 230V A SSY . 230V 20000680 996530009874 BLOWDOWN VALVE COIL P0049 120V A SSY . 120V 20000920 996530009914 BLOWDOWN VALVE COIL P0049 220V-­60HZ A SSY 220V-­60HZ20000681 996530009875 BLOWDOWN VALVE COIL P0049 100V A SSY . 100V42 11007565 996530004421 BLACK B LOWDOWN V AL VE C ONNECTOR V 2 P 004943 11005096 996530002744 SS F ORK S PRING F OR B LOWDOWN V ALVE P 004944 12000620 996530007856 OR ORM 0130-­20 EPDM45 11021450 996530007104 TUB.BOILER STD C1 INSULATING46 144650300 996530015428 ASPIRATION FILTER GAUZE NET 500 (NEW)11006995996530003974 BLOWDOWN VALVE V2 MYB9 230V A SSY . 230VWITH PART . N°30-­41-­42-­43-­4411022038996530007215 BLOWDOWN VALVE V2 MYB9 120V A SSY . 120VWITH PART . N°30-­41-­42-­43-­4411021989996530007212 BLOWDOWN VALVE V2 MYB9 220V-­60HZ A SSY . 220V-­60HZWITH PART . N°30-­41-­42-­43-­4411022037996530066669 BLOWDOWN VALVE V2 MYB9 100V A SSY . 100VWITH PART . N°30-­41-­42-­43-­4411009776996530005509 TUB.BOILER STD C1 1300W 230V A SSY .WITH PART . N°20-­21-­22-­23-­2411009778996530005511 TUB.BOILER STD C1 1300W 120V A SSY .WITH PART . N°20-­21-­22-­23-­2411012032996530066667 TUB.BOILER STD C1 1100W 100V A SSWITH PART . N°20-­21-­22-­23-­24Cod.10003050-­51-­52-­53-­3250-­51-­52Cod.10003278-­79-­3314-­3450-­70-­71Cod.10003501-­3663-­3730-­31-­32-­33SUP038SUP038ZRI9943/11-­21-­41-­43RI9944/01-­04-­41-­43RI9946/01-­47916171810POS POSCODE CODEDESCRIPTIONDESCRIPTIONNOTENOTE12NC 12NC01 11011205 996530005991 TEA ZAMA INCREASE SCREW GRINDER 02 149198250 996530017951 BLK U PPER C OFFEEGRINDER G RINDER S UPPORT 03 140328960 996530013577 OR ORM 0530-­15 NBR FDA 04 146520100 996530016342 BAKED CLAY GRINDER 48X2805 149198350 996530017952 BLK L OWER C OFFEEGRINDER G RINDER S UPPORT 06 123030300 996530011183 A XIAL BEARING EKKO 342.3525207 140360500 996530013597 FELT RING 45,4X39,4X408 12000450 996530007819 SCREW TCBR TORX 10 3,5X12 PLAST.ZN-­N 09 11026355 996530068049 BLK G ROUND C OFF .OUTLET C ONVEYOR V 4 A SSY .10 11030459 996530072511 GRY G ROUND C OFFEE C ONT .LOWER S EAL S MART111 11012856 996530006555 COFFEE G RINDER S OUNDPROOFING C OVER M YB912 226000300 996530029609 GEAR SX Z=38 FOR GRINDER MOTION A SSY .13 149214800 996530018139 MC V 3 M OD=1,25 W ORM S CREW C ENTRING C AP 14 129661702 996530012992 SCREW TCB TORX 3,5X30 PLAST.ZN-­B 15 128381902 996530012375 STEEL FLAT WASHER DI=4,3 DE=14 SP=1,516 129574802 996530012928 SCREW TCB TORX 20 M4X30 ZN-­B17 11000597 996530000376 COFFEE GRINDER SUPPORT SPRING P12418 128310402 996530012341 GALV.WASHER UNI 8842 A 419 11002873 996530001389 INSULATOR BUSH FOR GRINDER MOTOR P12420 149199050 996530017963 BLK S ENSOR S UPPORT F OR C OF .GRINDER M OTOR 11000513 996530000317 MOTOR COFFEEGRINDER V3.1 230V A SSY . 230V 11000511 996530000315 MOTOR COFFEEGRINDER V3.1 120V A SSY . 120V 11000512 996530000316 MOTOR COFFEEGRINDER V3.1 100V A SSY . 100V22 11013079 996530006611 2POLES C ONNECTOR G RINDER M OTOR M YB9 U L 23 11000194 996530000115 BLACK C OFFEEGRINDER M OTOR S UPPORT P 12424 181540900 996530022784 ELECTR.BOARD WITH SENSOR HAL506 SF-­K 25 123030200 996530011182 RADIAL BEARING 61900.2RS126 128381800 996530012374 STEEL CRINKLE WASHER 21,8X14X0,2527 142905450 996530015258 BLK U PPER B ODY W ITH C OFFEE G ROUND O UTLET 28 149199850 996530017976 LOWER G EAR S UPPORT C OFFEEGRINDER S MART 29 126772918 996530011715 SPRING FOR A DJUSTMENT GRINDING GEAR 30 146002150 996530016264 COFFEE GRINDING A DJUSTMENT GEAR SMART 31 149199750 996530017975 UPPER G EAR S UPPORT C OFFEEGRINDER S MART 32 129914002 996530013165 SCREW TCB TORX 10 3,5X16 PLAST.ZN-­B 33 17001921 996530072477 BLK WIRING FIX INSERT FOR GRINDER BOARD 11013147 996530006652 GEN.MOTOR C OFFEE G RINDER M YB9 230V A SSY . 230V 11022036 996530007214 GEN.MOTOR C OFFEE G RINDER M YB9 120V A SSY . 120V11022035996530066668 GENERAL MOTOR MC MYB9 100V A SSY .100V。