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支持向量机算法实现(Java、python、matlab)

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Java、python、matlab三种语言实现svm算法,可直接运行查看结果。

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  • 利用Hilbert变换提取信号瞬时特征的算法实现
    研究了在工程中如何通过算法来实现利用 Hilbert 变换提取信号的瞬时特征。深入地分析了如何利用数值微分法提高提取瞬时频率特征的精度。最后,给出了一种可行的算法,并通过实验验证了这种方法可以在工程中有效地提取信号的瞬时频率特征。84微机发展第13卷①H(x)=y;H(x)=y;(i=0,1,…n)(j=0,1(11)②在每个小区间/x1,x1+17i=0,1,…,n-1)上由相关定理知:当划分的小区间的长度趋于零时H(x)是三次多项式。s(x)及其一至三阶导数分别一致收敛到f(x)及其一至可以写出分段三次 Hermite插值函数的分段表达式:三阶导数。所以用三次样条插值函数去近似表达用离散值(x)=(1+2x-x过+)2v;+表示的原函数,具有较高的可靠性。3)两种插值的比较挨尔米特 Hermite插值较三次样I-i,1+2条插值具有较好的稳定性与收敛性,但它只能休让各段曲线在连接点上的连续性,而不能保证整条曲线在这些点上y+1Ditl的光滑性。而有时不仅要求曲线连续,而且要求曲线的曲X/(i=0,18)率也连续即要求分段插值函数具有连续的一阶导数,埃H(x)的导数为尔米特 Hermite插值此时就不能满足上述要求6次样条插值较埃尔米特 Hermite插值具有较好的H(x光滑程度,用三次样条插值函数求数值导数比用埃尔米特+2(x-x2(xHermite插值可靠性大,但计算比较复杂,二者的区别见图h2yV+17, h(i-0,12)三次样条插值。已知函数y=f(x)在区间/a,b上的n+1个节点上的值y=f(x;)(i=0,1,…m),求插值函数s(x),使(i=0,1图4 Hermite插值与三次样条插值的比较图2在每个小区间x,x+1(=0.1.…n-1)上利用埃尔米特 Hermite插值得到的2FSK信号的瞬时s(x是三次多项式,记为s(x频率见图5,利用二次样条插值得到的该信号的瞬时频率③3(x)在la,b/上二阶连续可徵。见图6。数s(x)称为f(x)的三次样条插值函数可以利用节点处的二阶导数值为参数,也可以利用节点处的导数值为参数求三次样条插值涵数的表达式。若利用节点处的一阶导数值为参数,求得的三次样条插值函数的表达式为(x)=M-1x-x-)36 h6 hMihi5 DEMeN5a亩pai66hx∈[x;,x+17,b-x+1-x,S"(x)=M图5由 Hermite插值提取图6由三次样条插值提取(j=0,1的2FSK信号的瞬时频率的2FSK信号的瞬时频率对s(x)进行求导,利用S(x)在节点处一阶导数连从图5、图6可以看出利用三次样条插值得到的瞬时续的性质结合边界条件求解出参数M,把求得的参数代频率可以准确反映出信号具有的的摒时频率特征而利用入公式(10),即得三次样条插值函数的s(x)分段表示式。埃尔米特 Hermite插值得到的瞬时频率与信号具有的瞬s;(x)的导数为时频率特征不符。这是因为利用数值微分法求瞬时频率插值以后喫进行求导。三次样条插值函数具有连续的二阶M2 hiM; 2 hj导数,因而具有较好的光滑程度,符合求导条件,所以可以J+1-h(M2+1-M/)准确求出信号的瞬时频率;而埃尔米特 Hernite插值.不够光滑,虽能保证插值多项式收敛于原函数,但不能保证插x Elx,x;+1 h,=xi+I-x, S(xj )=M;值多顷式的导数收敛于原函数的导数,所以求得的值与信o1994-2010ChinaAcademicJournalElectronicPublishingHouse.Allrightsreservedhttp://www.cnki.net第6期刘慧婷等:利用 Hilbert变提取信号瞵时特征的算法实现号实际的瞬时频率值不符。实验结果和理论分析结果是(1) Hilbert变换只能近似应用于窄带信号,即形如纹的(t)=a(1)cosu+6(1)),其中>>B(B为信号带2.3.3结论宽)的信号。但实际应用中,存在许多非窄带信号, Hilbcrt利用数值微分法求瞬时频率ω(t)的步骤可以归纳变换对这些信号无能为力为:首先通过三次样条插值得到分段多项式p(1),(2)对于任意给定时刻,通过 Hilbert变换运算后的结pp(抄);然后分别对分段多项式p(t),Pp()关于变量t果只能存在一个频率值,即只能处理任何时刻为单一频率进行求导,得到pd(,ppd(t);最后求出每一时刻t所对的信号。这显然不合理,因为在实东中同一信号会含有多应的导数值,即求得t(t,u(t)。再把求得的值代入公种频率成分式(6)就完成了提取瞬时频率ω(1)的过程。求解结果见(3)对信号进行 Hilbert变换时,信号的两端会出现严图7重的端点效应。提取某些信号瞬时特征所得的瞬时频率在局部出现了负数,端点效应是造成负频率的一个原因而端点效应可以通过利用特征波对原有数据序列进行延拓的方法来解决,具体解决办法将在今后讨论。尽管目前出现了EMD担论4,其目的是将不满足Hibt变换的信号进行分解得到若干个IMF( intrinsic mode function),然后进行 Hilbert运算,达到提取信号瞬时特征的目的。该理论开辟了信号处理的新空间。但它还不够成熟还需喫进一步的完善和研究图7利用数值微分法提取信号的瞬时频率特征参考文献从图7可以看出,以三次烊条指值进行的数值微分可[]黄长蓉. Hilbert变换及其应用[J].成都气象学院学报以准确岀提取岀信号的瞬时频率特征。199,14(3):273-276.[2]杨小牛,楼A义,徐建良.软件无线电原理与应用[M].北3结束语京:电子工业出版社,2001在工程中, Hilbert变换使得我们对短信号和复杂信号[3]丁丽妤.数值计算方法[M].北京:北京理工大学出版社,的摒时特征的提取成为可能特别是对瞬时频率特征提1997取,在工程中具有十公重要的意义。文中讨论的利用三次[4] Huang N e. The empirical mode decomposition and the hilbert样条插值进行数值徵分以提取瞬时特征的方法是可行的,spectrum for nonlinear and nor stationary time series anal ysis但还存在着如下问题。[].Proc.R.soc.Lond.A,1998,454:903-995(上接第81页)218994。例22(x)=(1-2siny=223101075一般的(A算法计算了120代,求到的最大值为454176.219。154370083改进的α算法计算了34代,求到的最大值为1048575.875。改进后的αA算法收敛速度(指迭代次数)比一般GA算法几乎快了一个数量级,精度也提高了不少,特别是例2的最大值提高一倍多,速度提高这么快是未曾料到的y=74958参考文献+4X Axl Thla[1]陈国良.遗传算法及其应用[M]·北京:人民邮电出版社,图2函数2的图像1996一般GA算法计算了20代,求到的最大值为[2]袁亚湘,孙文瑜.最优化理沦与方法[M]北京:科学出版社,19991.218983[3]张铃,张钹·遗传算法杋理的硏究[J]·软件学报,改进(A算法计算了5代,求到的最大值为2000,11(7):945952o1994-2010ChinaacAdemicJournalElectronicPublishingHouse.Allrightsreservedhttp://www.cnki.net
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    TFT/LCD驱动IC、手机显示屏驱动IC-NT35510,文档详细讲解了该芯片的接口定义,以及驱动显示屏的解决方案.NOVATEKPRELIMINARYNT355105.4.2 MDD/ Link Packet Descriptions by the NT355101625.4.3 Writing Video Data to Memory Sequence.......1725.44 Writing Register Sequence...….…,…1725.4.5 Reading video Data from Memory Sequence.7735.4.6 Reading Register Sequence………,…,…,…,…,…,…,…,…,…,…,…,…,…,…,…,…,………735.4.7 Hibernation Setting-..,.,…,…T745.4.8 MDD/ Deep Standby Mode Setting-……,……,…,…,…,…,…,…,………,…,…1755.5 INTERFACE PAUSE1775. 6 DATA TRANSFER BREAK AND RECOVERY.1785.7 DISPLAY MODULE DATA TRANSFER MODES,58RGB| NTERFACE,,nn,,…,…,,,……18158.1 Genera/ Description.…,.,.,…,…1815.8.2 RGB Interface Timing Chart1825.8.3 RGB Interface Mode Set.1835.8.4 RGB Interface Bus Width Set.18759 FRAME MEMORY,……,,,191591 Configuration…....…n1915.92 Address Counter….……………,7925.9.3 Interface to Memory Write Direction.........1935.9.4 Frame Memory to Display Address Mapping.......n…1945.10 TEARING EFFECT INFORMATION1955.10.1 Tearing Effect Output Line1955.10.2 Tearing Effect Bus Trigger..........面面面面面面面aa面面看日自DB自2005.11 CHECKSUM2125.12 POWER ON/OFF SEQUENCE2145. 12. 1 Case 1-REsX line is held High or Unstable by Host at Power On..................2155. 12.2 Case 2- ResX line is held Low by host at power on...e.2165.12.3 Uncontrolled power off2765.13 PoWER LEVEL MODES wmmmmmm2175.13.1 Definition2175.13.2 Power level Mode flow chartn2185.14 RESET FUNCTION…112205.14. 1 Register Default value2205.14.2 Output or Bi- directiona/{o)Pins………,,,…,……………,…,…,,…,…………,……,………2225.14.3 Input Pins………,…,,…,…2221028/20113Version o 8With respect to the information represented in this document, Novatek makes no warranty, expressed or implied, including the warranties of merchantabilityfitness for a particular purpose, non-infringement, or assumes any legal liability or responsibility for the accuracy, completeness, or usefulness of any suchinformationNOVATEKPRELIMINARYNT355105.15 SLEEP OUT-COMMAND AND SELF-DIAGNOSTIC FUNCTIONS OF THE DISPLAY MODULE2235. 15. 1 Register loading Detection.....2235.15.2 Functionality Detection2245.15.3 Chip Attachment Detection…….2255.16 DISPLAY PANEL COLOR CHARACTERISTICS mmmm 2265.17 GAMMA FUNCTI0N..…,………面国面面面国面2275.18 BASIC DISPLAY MODE■日量2285.19 NSTRUCTION SETTING SEQUENCE2295.19.1 Sleep In/Out Sequence…,…,…,…,…,…,…,…,…,…,,…,…,…,…,,…2295192 Deep Standby Mode Enter/ Exit Sequence……2305.20 INSTRUCTION SETUP FLOW2315. 20.1 Initializing with the Built-in Power Supply circuits2315. 20.2 Power OFF Sequence232521 MTP WRITE SEQUENCE…….2335.22 DYNAMIC BACKLIGHT CONTROL FUNCTION234522.1 PWM Control Architecture面面面面面面a面a面面2365. 22.2 Dimming Function for LABC and Manual Brightness Control6.22. 3 Dimming Function for CABC and Force PWM Function,2445.22.4 PWM Signal Setting for CABC and LABC2455.2.5 Content Adaptive Brightness Contro/CABC)………,2475.22.6 Ambient Light Sensor and Automatic Brightness Contro(LABC)…,…,…,…,…,…,…,…,…,………2485.23 COLUMN, 1-DOT, 2-DOT, 3-DOT AND 4-DOT INVERSION (VCOM DC DRIVE2556 COMMAND DESCRIPTIONS2566.1 USER COMMAND SET256NOP0000)....,.…260SWRESET: Software Reset (0100h ...267RDDID: Read Display ID(0400h-0402h)262RDNUMED: Read Number of Errors onRDDPM: Read Display Power Mode(0A00h)............264RDDMADCT: Read Display MAdo间0B0oh),…,265RDDCOLMOD: Read Display Pixel Format0cooh)………266RDDM: Read Display image Mode间 0D00h)……,…………………………………………………………267RDDSM: Read Display signa/Mode(0E00h)……................,…………………268RDDSDR: Read Display Self-Diagnostic Result(sLPN: Sleep In(1000h)-……2701028/20114Version o 8With respect to the information represented in this document, Novatek makes no warranty, expressed or implied, including the warranties of merchantabilityfitness for a particular purpose, non-infringement, or assumes any legal liability or responsibility for the accuracy, completeness, or usefulness of any suchinformationNOVATEKPRELIMINARYNT35510SLPOUT: Sleep Out(100h)……,…,…,…,…,…,…,…,…,……272PTLON: Partial Display Mode On(1200h).........274NORON: Norma| Display Mode On(1300h)...............………275INVOFF: Display Inversion Off (2000h)276yvoN: Display Inversion On(2100b)….......……量道量道面道量温量量量面量面面面面目面面277ALLPOFF: All Pixel Off(2200h)278ALLPON: All Pixel On(2300h280GAMSET: Gamma Set(2600h)…,,,,,,…,282DISPOFF: Display ofi(2800b)….……....,,…,…,…,…,……,283DISPON: Display On( 2900b)284CASET: Column address set(2A00h~2A03h).……,,…285RASET: Row Address Setn287RAMWR: Memory Write(2c00h)289RAMRD: Memory290PILAR: Partial Area(3000h-3003)....∴291TEOFF: Tearing Effect Line OFF (3400h)面面面面面a面面294TEON: Tearing Effect Line ON (3500h)295MADCTL: Memory data Access Control (3600h)..............................296DMOFF: dle mode o(3800……299IDMON: ldle Mode On (3900h).......300COLMOD: Interface Pixel Format 3A00h)302RAMWRC: Memory Write Continue(3c00h)…..........……303RAMRDC: Memory Read Continue(3E00h)……,…,,…,,,…,…304STESL: Set Tearing Effect Scan Line(4400h-4401)...........305GSL: Get Scan Line(4500h-4501h),.…,…,…,…,…,…,…,…,…,…,…,,…307DPCKRGB: Display Clock in RGB Interface(4A00h)308DSTBON: Deep Standby Mode On(4F00h)BIEaIESEBBSEBSEEEE309WRPFD: Write Profile value for Display (5000h-500Fh)........................310WRDISBV: Write Display Brightness(5100h)...………311RDDISBV: Read Display Brightness(5200h)…,…312WRCTRLD: Write CTRL Display(5300h)………313RDCTRLD: Read CTRL Display value(5400h)……,.....,…....……,…,…………315WRCABO: Write Content Adaptive Brightness Contro(5500h)…………………317RDCABO: Read Content Adaptive Brightness Control(5600h)…….…,…,…,…,…,……,…,…,……………………318NRHYSTE: Write3191028/20115Version o 8With respect to the information represented in this document, Novatek makes no warranty, expressed or implied, including the warranties of merchantabilityfitness for a particular purpose, non-infringement, or assumes any legal liability or responsibility for the accuracy, completeness, or usefulness of any suchinformationNOVATEKPRELIMINARYNT35510WRGAMMSET: Write Gamma Setting(5800h-5807h)..eec.321RDFSVM: Read Fs Value MSBs(5A00h)...........323RDFSVE: Read Fs value lsBs(5B0h)..............….……324RDMFFSVM Read Median Filter Fs value MSBs (cooh).325RDMFFSVL: Read Median Filter Fs value LSBs(5D00h)326WRCABCMB: Write CABC minimum brightness(5E00h).,…,…,…,………,,………327RDCABCMB: Read CABC minimum brightness(5Fooh).........328WRLSCO: Write Light Sensor Compensation Coefficient value(6500h~6501h)………,……………,…,…,…………329RDLSCCM: Read Light Sensor Compensation Coefficient Value MSBs(6600h )......,.........-. 330RDLSCCL: Read Light Sensor Compensation Coefficient Value LSBsRDBWLB: Read Black/White low Bits(7000h)332RDBkX: Read Bkx (7100h)333RDBky: Read Bky(7200h)334RDWX: Read Wx( 7300b)............. e..335RDWy: Read wy(7400h)…336RDRGLB: Read Red/Green Low Bits(7500h).......337RDRx: Read Rx(7600).……338RDRy: Read Ry(7700b)..........339RDGX: Read…,,,,,,,,340RDGy: Read Gy(7900h)....................n…341RDBALE: Read blue/ color low Bits(7A00h)……n,,342RDBx: Read Bx(7B00b)-..……,,,343RDBy: Read By(7c00b),,,,.,.,.,.,.,.,.,...,.,.,.,.,.,.,.,…,…344RDAx: Read ax(7D0oh)………,…345RDAy: Read Ay(7E00h)……,…,…,…346RDDDBS: Read DDB Start(A100h-A104h347RDDDBC: Read DDB Continue(A800h-A804h)349RDFCS: Read first checksum(AA0oh)……351RDCCS: Read Continue Checksum(AF00h)-.…………352RDID1: Read iD1 value(DAooh).ee..353RDD2: Read D2 Value(DB0oh)……354RDD3: Read D3vaue( COoh)……………,……………,…………………,…3557 SPECIFICATIONS…3567.1 ABSOLUTE MAXIMUM RATINGS.3567.2 ESD PROTECTION LEVEL3561028/20116Version o 8With respect to the information represented in this document, Novatek makes no warranty, expressed or implied, including the warranties of merchantabilityfitness for a particular purpose, non-infringement, or assumes any legal liability or responsibility for the accuracy, completeness, or usefulness of any suchinformationNOVATEKPRELIMINARYNT355107. 3 LATCH-UP PROTECTION LEVEL3567.4 LIGHT SENSITIVITY3567. 5 DC CHARACTERISTICS3577.5.1 Basic characteristics.357752MP/ Characteristics35975.3 MDD/ Characteristics wwwwwww 3617.5. 4 Current Consumption in Standby Mode and DSTB Mode..3627.6 AC CHARACTERISTICS3637.6.1 Parallel Interface Characteristics (80-Series McU)36376.2 SerialInterface Characteristicsaaaassaaaaussuaaaaaaaaaaaaaaaaaaaa3647.6.3 12C Bus Timing Characteristics36576.4 RGB Interface Characteristics3667.6.5 MIP/DS/ Timing Characteristics3677.6.6 MDD/ Timing Characteristics........3717.6.7 Reset Input Timing3728 REFERENCE APPLICATIONS. G.…3738.1 MICROPROCESSOR INTERFACE3738. 2 CONNECTIONS WITH PANEL. m..n..37810/28/2011Version o 8With respect to the information represented in this document, Novatek makes no warranty, expressed or implied, including the warranties of merchantabilityfitness for a particular purpose, non-infringement, or assumes any legal liability or responsibility for the accuracy, completeness, or usefulness of any suchinformationNOVATEKPRELIMINARYNT35510REVISION HISTORYPrepareChecked ApprovedVersionContentsDatebyy0.00OriginalKevinn swDennis2010/02/12Page 9, remove 32ORGB X 480Page 10, Features, remove 32ORGB X 480 and mux descriptionVGHO VGLO for gate control signals, remove VDDIM/SSIMPage11, update power voltage rangePage 12, Block diagramPage 13 to 22Add: VDD DET, DIOPWR, PSWAP, DSWAP, VGHO, VGLO, VRGHVREFCP, CSP, CSN, LVGL, C61P, C61N, VRGH, VREF, GOUT.Remove: VDDIMSSIM. VDDELUpdate: MVDDL,VGL,VGH, Test pinsPage23, update IF tablePage 51 to 66: update SPl, M3=1 setting in figurePage 102, 103, change DSIM, DSiG bit Reg to OXB 100Page 115, 124 Add WrPFD 50h on tablePage201, modified to 480X864 memoryPage202, Remove 320x480Page204, update whole Frame memory tablePage 205, TE map to 480 lines, DOPCTR change to B100hPage207, tvdI TBDPage225, 226, update VDD in figurePage227, Modes to 7Page232, Sout update to Gout0.01Page235, Add chip attachment Detection sectionKevinSWDens2010/03/17Page237, update Gamma StructurePage255, 270, update FOSC, ExamplePage266, update KB CLEDPage272, Add inversion sectionPage273, 274, Power ArchitecturePage275, update DIOPWRVREFCP, VGMP1,VGLOPage276, update C61P/N, LVGL, VGLO, VRGH,VREFCP, DIOPWR,VGMP 1/2VGMNVGSPVGSNPage291, change name to RAMKPPage306 to 312, remove 320x 480 resolution settingPage337, 5400h Cmd add a andg bitPage385, Absolute Max Rating for MV Hv, remove VDDIMPage 386, VDDIM removePage387, Vdev value modifiedPage402, 403, Remove MVDDI in notePage406, Remove 320 X 480, update 360X640 Sout sequencePage 173 to 181, MDDI windowless packetPage377, 379, A1, A8 cmd updatePage387 to 396, VDDI to 3.3VPage362 to 37670h to 7Eh cmd default valuePage28, 29, 30, 40, 41, 42 MPU figure updatePage 12, 274 Block and power architecture update10/28/20118Version o 8With respect to the information represented in this document, Novatek makes no warranty, expressed or implied, including the warranties of merchantabilityfitness for a particular purpose, non-infringement, or assumes any legal liability or responsibility for the accuracy, completeness, or usefulness of any suchinformationNOVATEKPRELIMINARYNT35510Page 10, remove 36ORGB X 640, Add 480RGBx720Page 11, update GPo[3: 01pdate VGHO, VGLOge 13, update Block DiagramPage 18, update IM, GPO, VSEL, and EXB1TPage 20, update VGLO, LVGLPage 21, update VGLX,VGL REG, Remove CP6 P/NPage 23, update VDD BCPage 24, update ContACT1-4, VSSIDUMPage 25, update iF description tablePage 207, update Address CounterKevinDennis2010/0406Page 235, update Resolution DataPage 252, remove CLED VOLPage 271, remove KB CLED_ VOLPage 277, add 4 dot inversionPage 306, 308, 313, 326 resolution update, remove nHD, add 480X720Page 384, update absolute voltagePage 385, update DC specPage 386, update Note3, Note5Page 405. update resolutionPage 406. update Alignment Mark-Page10,11205,206,234,305307,312,325404, update resolutionPage 13, update Block diagramPage 17-24, update pin description(MDDI not support DSWAPUpdate TEIR, TE_L, DSTB SEL, RESX, VSEL VREF PWR 12C_SDAremove VDD BD, ENDIOVPagB104121ric data type 0x24Page 134, update eotP optionPage 175, update MDDI support typPage 176, 177, update sub frame header, link shut down packetSWDennis2010/05/18Page 179, 180, update skew calibration packet, client capability packetPage 184, update packet type is 20Page 209, 214, update tE off, output is low, tering effect bus triggerPage 241, update gamma to 10 bits settingPage 276, update 3-dots inversionPage 384 update VIH, VIL, VoH,VOLPage 388, update hibernation wake upPage 390, 392 update Note2-Remove pad chapter to application note10/28/20119Version o 8With respect to the information represented in this document, Novatek makes no warranty, expressed or implied, including the warranties of merchantabilityfitness for a particular purpose, non-infringement, or assumes any legal liability or responsibility for the accuracy, completeness, or usefulness of any suchinformationNOVATEKPRELIMINARYNT35510Page 14, update block diagram of RGBBPPage 16, update WRX/SCL/2C SCL, sDI/2C SDAPage 19-25, update IM3 pin description, RGBBP(remove 12C SA1)OSC Test description, KBBC to test pinPage 21, update VREF PWr descriptionPage 26, update IM tablePage 42-44, update MPU read scriptionPage 49-52, update SPl+RGB or SPl+MDDI description0.04Page 60, update 12C AddressKevinSWDen201007/27Page 181, 182, update 16 bit SPI pause descriptionPage 187-189, update RGB figurePage 200, update TE waveform in RGB mode 2Page 237, MTP sequencePage 238-258, update one dimming control for LABC CABcremove KBBc function descriptionPage 260, update 0X04 Cmd, remove KBBC CmdPage 262, update 0XA 1,0xA8 CmdRemove all the KBBc related function registerPage11,12,190,191,219,284-287,291,304,376,remove 480RGBX 360Page 15, update MTP PWR application voltagePage 16, update CSX, RDX, DC/X, SDI, SDOPage 18, update DSWAPPage 19, correct typo for IM[3: 0]in MDDI+SCL(falling edge)Page 38&44, update typo for data format in table0.05Page 53, update read data 8-8-8-bit only in SPIKevinDenn2010/10/18Page 183, 184, update note for min porch of RGB interfacePage 232, update MTP sequence and MTP PWR voltagePage 235, 236, remove PWM ENH OE bit(keep x2Page 312, 314, update typo for BCTRL and BLPage 371, 372: update figuresPage 373: update figure, add RGB+l2CPage 374: update figures, IM settingPage 375: update figures, IM settingPage 15, update DVDD typicage 129, update typo in 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