Based on the integration of fuzzy logic system and neural networks the thesis constructs a fuzzy neural network controller , which is used in ship course self - studying adaptive control system . because the fuzzy logic system is realized in neural network , the fuzzy neural network controller " s self - studying ability is raised greatly . substituting improved genetic algorithm for back propagation algorithm in fuzzy neural network controller ship course fuzzy neural network control system " s real - time ability is raised 针对模糊逻辑系统有很强的知识表达能力和逻辑推理能力,但自学习能力比较差,而人工神经网络在自学习和函数逼近方面又具有独特的优越性,将两者结合,用神经网络来实现模糊逻辑系统,构造了一个基于模糊神经网络控制武汉理工大学博士学位论文器的船舶航向自学习型自适应控制系统,提出用改进的遗传算法代替神经网络中经典的bp算法实现模糊神经网络的学习,综合船舶航向控制性能和节能要求,建立了系统的适应度函数。
For the planar gap and the tridimensional vertical bend of shielded cpw , fdtd simulations are carried out to produce training and testing samples and error - back propagation algorithm is used to train the multilayer perceptron neural networks ( mlpnns ) . rapid and accuracy cad models of these structures are successfully obtained for the first time 对于屏蔽cpw的间隙不连续性和垂直互连不连续性结构,采用fdtd方法获取训练和检测样本数据,用回传算法训练多层感知器,首次成功地获得了这些结构快速、准确的cad模型。
Based on the historical space forecast data and corresponding actual data provided by a global semiconductor assembly and test company , the uncertainty of space planning was defined . during this analysis process , linear regression , grey prediction , neural network back propagation algorithm and confidence interval were applied , respectively , to define the uncertainty . compared with those methods , the confidence interval of historical space forecast error , calculated by mathematical statistics , was the reasonable method to define the space forecasting uncertainty 本文从半导体工厂长期生产能力计划的顶层即厂房生产面积的计划展开,对一跨国半导体封装测试公司提供的厂房生产面积的长期历史预测数据以及对应的真实数据进行分析,采用线性回归,灰预测,神经网络bp算法,基于数理统计的置信区间的求解等方法分别定义厂房生产面积预测的不确定度,经多种方法的比较得出,基于数理统计方法求解出的生产面积历史预测误差置信区间能直观清楚地标定不确定度。
The simulation results indicate the capability of genetic algorithm in fast and steady learning of neural networks , guaranteeing a global convergence and overcoming some shortcomings of traditional error back propagation algorithms , meanwhile prove that this neural networks adaptive control structure is effective to many control problems and it is easy for us to programme and employ the method in the practical system 仿真结果表明遗传算法能够快速稳定地学习神经网络,保证全局收敛西安理工大学硕士学位论文并且能够克服传统误差反传算法的一些缺点,也证明了这种神经网络自适应控制结构可以有效解决系统中存在的控制难题,同时编程容易,便于在实际系统中应用。
Neural network control is an important mode of intelligent control , and it is widely used in branches of control science , , first , the architecture and the learning rule ( error back propagation algorithm ) of multiplayered neural network which is widely used in control system are presentedo especially , the paper refers to the architecture of diagonal recurrent neural network and its learning algorithm - - - - - recurrent prediction error algorithm because of its faster convergence with low computing costo next , before introducing the neural network control to the double close loop dc driver system , the controllers of current and velocity loop are designed using engineering design approach after analysis of the system , , simulation models of the system are created 神经网络控制是智能控制的重要方式之一,它广泛应用于自动控制学科各个领域。本文首先叙述了控制系统中常用的多层前馈网络结构及算法( bp算法) ,特别提及了能够较好描述系统动态性能的对角递归神经网络和在用递推预报误差算法训练drnn时取得了较快的收敛速度。其次,应用工程方法分析设计了tf - 1350糖分离机的电流、转速双闭环直流调速系统的控制器,作为引入神经网络控制的设计基础,并建立了系统的仿真模型。
back: n. 1.背,背部;背脊;背面,反面;背后,后部,后面, ...algorithm: n. 【数学】算法;规则系统;演段。 bpa back propagation algorithm: 反向传播算法error back propagation algorithm: 误差反传算法propagation algorithm: 繁衍算法back propagation: 后向传播,反向传播sequential propagation algorithm: 顺序繁衍算法b back propagation: 反向传播back propagation network: 反传网络back-propagation network: 倒传递网络; 反传网络back-propagation neutral network: 倒转神经网络bpn back propagation net: 误差逆传搬学习back track algorithm: 回溯算法back-track algorithm: 回溯算法fast-back algorithm: 快返回算法slow back algorithm: 慢返回算法slow-back algorithm: 慢返回算法binary exponential back-off algorithm: 截短二进制指数补偿算法propagation: 持续培养; 传播,宣传; 传播;繁殖;生长; 传波; 第八章繁殖技术; 繁殖;传送; 广传; 扩散; 乐殖; 散括; 增长; 增生; 增殖the algorithm: 算法at the back: 在后面at the back of: 在...的背后back: n. 1.背,背部;背脊;背面,反面;背后,后部,后面,里面。 2.(指)甲;(刀)背;(手)背;(书)背;(椅子)靠背;(山)脊;(船的)龙骨;衬垫,底座。 3.体力;力气。 4.【摔跤】仰面倒下。 5.【戏剧】(舞台的)背景。 6.足球后卫。 7.【语言学】舌根音[软口盖音]。 8.(pl. -s) 〔美国〕假钞票。 at the back of a house 房屋背后。 The back of the mouth 口腔深处。 Full back (足球的)后卫。 Half back 中卫。 Lazy back 椅子的靠背。 At sb.'s back 做某人的靠山。 At the back of 在…之后,在…背后 (at the back of one's mind 在心里,内心上;下意识)。 Back and belly 背与腹;衣食;腹背(都)。 Back and edge 尽力,拼命。 Back to back (with) 背对背。 Behind sb.'s back 在某人背后;背地里,暗中。 Break one's back 折断脊背骨;负担过重,承受不住。 Break the back of 1. 毁坏;伤其要害。 2. 克服某事最艰巨的部分;度过最困难的时刻。 Cast sth. Behind one's back 把某事置之脑后。 Get off sb.'s back 停止对某人攻击[责难]。 Get one's back up 发怒。 Get [put, set] sb.'s back up 〔口语〕触怒某人,惹恼〔由猫怒弓背而来〕。 Get the back of 绕至…的背后。 Give [make] a back (游戏)弯背作马状供人跳过。 Give the back to (转过身子)背向着,遗弃。 Have [with] one's back to the wall 陷入绝境。 Have sb. At one's back 以某人作靠山。 In back of 〔美口〕在…之后,在…的背面。 On one's back 仰向,朝天 (lie on one's back 仰卧。 Fall on one's back 仰面倒下;背,驮;逼近背后)。 On [upon] the back of 由…背后,紧靠…的后面,继续;此外,加之。 One's back is up (像猫发怒一样)耸着背 (His back was up. 他发怒了)。 Put one's back into (sth.) 努力干(某事)。 See the back of 赶走,撵走;摆脱某人。 Set one's back against the wall 以寡敌众,负隅顽抗。 Show the back to 逃出,逃离。 Slap sb. On the back 拍拍(某人)脊背〔表示赞成、鼓励〕。 The Backs 〔英口〕 (Cambridge 大学的)校后校园。 The back of beyond 偏僻之地,遥远的地方。 To the back 到骨髓,完全。 Turn the back 逃亡,败走。 Turn the [one's] back on 不理睬;丢弃;逃出。 adj. 1.后部的,背部的;后面的 (opp. Front) 内地的,偏僻的;〔美国〕边远的,边陲的。 2.(货物等)回程的;向后动的,逆的。 3.(思想)落后的。 4.〔美国〕未缴的,拖欠下的,未付的。 5.(杂志等)过了期的。 6.【语言学】舌根的。 a back street 〔美国〕背街。 A back door 后门。 Back teeth 大牙,槽牙。 A back settler 边疆居民,边疆移住民。 Back cargo 归程(载运的)货物。 A back current 逆流。 A back salary [rent] 欠薪[租]。 Give a back answer 回嘴;顶撞。 Take a back seat 坐末位,坐下席;谦下。 Take the back track 〔美国〕回去,退去。 adv. 1.向后,退,在后面,向背面,倒,回头,返,归,复;离开;隐匿。 2.压制着,勒,扣,阻碍。 3.以前,过去;从前。 answer back回嘴。 Pay back付还。 Send back送回。 What is the fare to London and back? 去伦敦来回要多少钱? A few pages back 两三页前。 For some time back 前些时以来。 Two years back 二年前。 vt. 【计算机】备份,把(文件等)备份(up)。 To back up tiles is tedious work.把文档备份是一项枯燥无味的工作。 ?B-! 回去! Back and forth 〔美国〕 1. 来来去去。 2. 翻来覆去。 Back of 〔美口〕在…的后部,在…的背后。 Be back 〔口语〕回家;回来 (I'll be back in a minute. 马上就回来)。 Come back = go back 回,归。 Go back from [(up) on] 抛弃,辜负;出卖(朋友) (He went back on his friends. 他背叛了朋友)。 Go back from one's word 违约,食言。 Keep back ! 不要过来!不要前进! Keep back (sth.) 阻止向前;忍住;勒住;扣下;隐匿[瞒] (keep back the truth 隐瞒真相)。 Look back 回顾。 Talk back 回嘴,还嘴;反复重说。 There and back = to and back 往返;来回。 vt. 1.裱(画);给…装背衬;装上(椅)背;作(风景等)的背景。 2.给…做后援,支持,资助;怂恿;下睹注于。 3.背书(支票等),落名(信后等)。 4.使后退,使折回。 5.乘,骑(马);〔口语〕背,驮。 6.〔美国〕位于…的背后。 back an automobile 倒车,退车。 Back a picture 裱画。 Back a check 背书支票,在支票背面签字。 vi. 退后,倒退,逆行;(风向)反(时针)转。 Back a sail 【航海】转帆使船缓进。 Back and fill 【航海】(风向紊乱时)看风使舵因势前进;〔美国〕逡巡,踌躇。 Back down 放弃权利等,撒手;打退堂鼓,取消前言。 Back off 退避;后退。 Back on to 〔美国〕背靠着。 Back out (of) 缩手(放弃某事),取消;扭松,旋出;逃避(责任等)。 Back the wrong horse 〔美口〕估计错;选错。 Back up 支持,为…撑腰;堵塞,拦(水);【棒球】抢救后方;【计算机】把(文件等备份)。 back in: 后内刃back into: 倒车撞上(某物); 用臂部或向后挪与对方接触