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MATLAB DL工具箱 (deep learning toolbox)

于 2020-12-12 发布
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一直在看Deep Learning,我目前也没能力自己去写一个toolbox。后来发现了一个matlab的Deep Learning的toolbox,发现其代码很简单,感觉比较适合用来学习算法。matlab的实现可以省略掉很多数据结构的代码,使算法思路非常清晰。有SAE、NN、DBN、CNN、CAE。有栈式自编码实现、神经网络、深度置信网络、卷积神经网络等。

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The work of preparing International Standards is normally carried out through ISo technicalcommittees. Each member body interested in a subject for which a technical committee has been established hasthe right to be represented on that committee International organizations, governmental and non-governmental, inliaison with Iso, also take part in the work. Iso collaborates closely with the International ElectrotechnicalCommission(EC)on all matters of electrotechnical standardizationInternational Standards are drafted in accordance with the rules given in the iSo/EC Directives, Part 3Draft International Standards adopted by the technical committees are circulated to the member bodies for votingPublication as an International Standard requires approval by at least 75 of the member bodies casting a voteAttention is drawn to the possibility that some of the elements of this part of iso 15031 may be the subject of patentrights. ISo shall not be held responsible for identifying any or all such patent rightsInternational Standard ISo 15031-6 was prepared by Technical Committee ISo/C 22, Road vehiclesSubcommittee SC3, Electric and electronic eguipmentThis second edition cancels and replaces the first edition (1.DIs) dated June 2000 of which has been technicallyrevisedISo 15031 consists of the following parts, under the general title Road vehicles-Communication between vehicleand external test equipment for emissions-related diagnosticsPart 1: Genera/ informationPart 2: Terms, definitions, abbreviations, and acronymsPart 3: Diagnostic connector and related electrical circuits: specification and usePart 4: EXternal test equipment- Part 5: Emissions-related diagnostic servicesPart 6: Diagnostic trouble code definitionso Iso 2002- All rights reservedso/D|s15031-6.3IntroductionIso 15031 consists of a number of parts which taken together provides a coherent self consistent set ofspecifications to facilitate emissions-related diagnostics. Parts 2 through 7 are based on SAE recommendedracticesThis part is based on SAE J2012: MAR99(Recommended Practice for Diagnostic Trouble Code Definitions)ISo 15031-1 General information, provides an introduction to the standardMost automobile manufacturers are equipping at least a portion of their product line with some on-board diagnostic(OBD) capability. These systems provide an indication as to the general location of the diagnosed malfunction. Thisinformation is provided through an alphanumeric codeo ISo 2002- All rights reservedDRAFT INTERNATIONAL STANDARDlso/D|s150316.3Road vehicles -Communication between vehicle and externaltest equipment for emissions-related diagnostics- Part 6Diagnostic trouble code definitions1 ScopeThis part of iso 15031 provides some recommended uniformity for alphanumeric trouble codes. It further providesguidance for uniform messages associated with these codesIt specifies several sections addressing format, structure, messages, and a few examples, and is applicable toelectricallelectronic systems diagnostics of motor vehiclesAnnex A specifies the diagnostic trouble code naming guidelines for signals from componentsAnnex B specifies the actual code assignments and description for Powertrain system diagnostic trouble codesAnnex C specifies the actual code assignments and description for network communicationAdditional annexes for body systems and chassis systems are under preparation2 Normative referencesThe following normative documents contain provisions, which through reference in this text, constitute provisions ofthis part of iso 15031. For dated references, subsequent amendments to, or revisions of, any of these publicationsdo not apply. However, parties to agreements based on this part of iso 15031 are encouraged to investigate thepossibility of applying the most recent editions of the normative documents indicated below. For undatedreferences, the latest edition of the normative document referred to applies. Members of iso and IEC maintainregisters of currently valid International StandardsSo15031-2Road vehicles -Communication between vehicle and external equipment for emissionsrelated diagnostics- Part 2: Terms, definitions, abbreviations, and acronymsSO15031-5Road vehicles- Communication between vehicle and external equipment for emissionsrelated diagnostics- Part 5: Emissions-related diagnostic serviceso Iso 2002- All rights reservedso/D|s15031-6.33 Terms and definitionsFor the purpose of this part of Iso 15031, the following definitions apply. terms and definitions of iso 15031 -1 maybe used to hold definitions of terms used within more than one part of iso 15031. It is not intended to be used forterms and definitions of vehicle component terminology: these may appear in ISo 15031-23.1circuit/openfixed value or no response from the system where specific high or low detection is not feasible or can be used inconjunction with circuit low and high codes where all three circuit conditions can be detectedNOTEThe term"malfunction"has, in most cases, been deleted from the dtC description3.2range/performancecircuit is in the normal operating range, but not correct for current operating conditions, it may be used to indicatestuck or skewed values indicating poor performance of a circuit, component, or system3.3low inputcircuit voltage, frequency, or other characteristic measured at the control module input terminal or pin that is belowthe normal operating range3.4high inputcircuit voltage, frequency, or other characteristic measured at the control module input terminal or pin that is abovethe normal operating range3.5bankspecific group of cylinders sharing a common control sensor, bank 1 always contains cylinder number 1, bank 2 isthe opposite bankNOTE If there is only one bank, use bank #1 DTCs and the word bank may be omitted. With a single"bank"system usingmultiple sensors, use bank #13.6sensor locationlocation of a sensor in relation the engine air flow, starting from the fresh air intake through to the vehicle tailpipe orfuel flow from the fuel tank to the engine in order numbering 1, 2, 3 and so onNOTEsee figures 1-42o ISo 2002- All rights reservedso/Ds15031-63B1 S3B1 S1B1S2(wide range)(heated)CatalystCatalystTail PipeCyl.1 Cylinder Bank 1V6/8/V12 CylinderEngingCylinder Bank 2Exhaust Bank 2analystCatalystTail PipeB2 S12S2(Bank 2- Sensor 1) Bank 2-Sensor 2B2 S3(Bank 2-Sensor 3)Figure 1-V6/v8/12 Cylinder Engine with 2 exhaust banks and 4 Catalysts example1s1(Bank 1- Sensor 1)(Banκ1- Sensor2)CaiystExhaust bankB1 S3yC ylinder bank 1(heatedV6/V8/V12 CylinderCatalystTail PipeEngineC ylinder bank 2Exhaust Bank 2B2 S2(Bank 2- sensor 2)32S1heated(Bank2· sensor1)Figure 2-V6/8/V12 Cylinder Engine with 2 exhaust banks and 3 Catalysts exampleo Iso 2002- All rights reservedso/D|s15031-6.3B1 S3B1 S1B1 S2(Bank 1-Sensor 1)(Bank 1-Sensor 2)(Bank 1-Sensor 3(heated(wide range)(heated)兰∞Sx山CatalystCatalystTail PipeFigure 3-L4/L5/L6 Cylinder Engine with 1 exhaust bank and 2 Catalysts exampleB1 S1B1 S2(Bank 1- Sensor 1)(Bank 1-Sensor 2(wide range)(heated)=2CatalystTail Pipe834Figure 4-L4/L5/L6 Cylinder Engine with 1 exhaust bank and 1 Catalyst example3.7eft/right and front/rearcomponent identified by its position as if it can be viewed from the drivers seating position3.8ABwhere components are indicated by a letter (i.e., A,B, C, etc. this would be manufacturer defined, starting withcomponent A3.9intermittent/erraticthe signal is temporarily discontinuous, the duration of the fault is not sufficient to be considered an open or shortor the rate of change is excessiveo ISo 2002- All rights reserved
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