Learning at the Edge: Building Intelligence into the Industrial IoT Endpoint
The Covid-19 pandemic, the proliferation of 5G networks, and a shortage of skilled manufacturing workers. What do these have in common? They are three macroeconomic drivers accelerating the growth of the Industrial Internet of Things (IIoT). According to research firm Statista, the installed base of IIoT-connected devices is projected to explode from 16.4 billion this year to nearly 31 billion in 2025 as the world seizes on high-speed wireless technology and plugs into the cloud to automate everything from farming and smart cities to the factory floor of the future.
This wave is already breaking in two directions, with manufacturers simultaneously driving their workstreams into the data center and out to the edge of the IIoT network. The latter trend is particularly interesting as these IIoT endpoint devices aren’t just growing in number, they’re becoming increasingly intelligent. Why is that? In short, low-latency requirements, significant coMPUting and AI capabilities at very low-power and cost at the end-point, privacy, and minimal bandwidth needs.
Having stuck their toe in the proverbial water, manufacturers across every industry have come to realize the potential of IIoT to provide predictive maintenance notifications that eliminate surprise equipment failures, incorporate machine learning to improve productivity and defect detection – even enable passport biometric recognition systems to accelerate airport screening and boarding. Some applications are well served by a heavy reliance on the cloud. Weather forecasting, financial services, and actuarial sciences, for instance, are all fields that collect, process, and distribute enormous data sets and where the data center is the logical epicenter for transacting massive computing tasks.
There are a host of other applications, however, for which local data capture and execution are necessary. These require near-real-time decision-making without porting workloads to and from the cloud. Amazon’s Alexa virtual assistant was an early example of a device with an instantaneous feedback loop. A blood glucose monitor that controls a body-worn insulin pump is another instance where actionable information must be conveyed immediately. These use cases are bounded by latency and the need to actuate locally at the sensor node without data traveling to the network endpoint. This is especially true as IoT moves increasingly to processing in the areas of voice and video.
There is a lot of innovation happening in the Industrial IoT area, especially at the foundational access layer, which includes smart sensors, actuators, MCUs, MPUs, ASICs, and I/O. The access layer connects the sensor network to the overall control plane, and because it sits closest to the network endpoint it benefits disproportionately from advanced control, monitoring, and analysis capabilities.
Early Industrial IoT applications at this layer typically ran on an ASIC or on an MCU that performed simpler tasks. That is evolving as designers incorporate more advanced MCUs, MPUs, and Neural Processing Units (NPUs) capable of running artificial intelligence algorithms and complex compute functions. Even so, these single-core processors were only able to perform jobs sequentially, first sensing the data, and then processing it before sending an instruction to the actuator. The future of IIoT will evolve into multi-core CPUs, multi-threaded neural processing units, and even low-power, cost-efficient FPGAs driving parallel operations to multiple sensors and actuators. This is the intelligence that’s moving toward the IIoT endpoint. This is what will enable automated systems to locally handle most AI-centric workloads below 10 Tera Operations Per Second (TOPS).
With endpoint data creation growth expected to increase at a CAGR of 85 percent from 2017 through 2025, RENESAS expects the trend of driving intelligence from the cloud to the Industrial IoT edge will become increasingly common among customers as hardware and software continue to mature. In the end, however, moving intelligence from the cloud to the IIoT endpoint is only possible if we do so power efficiently and sustainably with a goal to extend battery life and improve product reliability. This is part of the Renesas "transformation by design" I referenced in my last blog and is an important differentiator as we seek to help the customers with addressing their market needs.
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本文由JWM转载自Renesas，原文标题为:Learning at the Edge: Building Intelligence into the Industrial IoT Endpoint，本站所有转载文章系出于传递更多信息之目的，且明确注明来源，不希望被转载的媒体或个人可与我们联系，我们将立即进行删除处理。
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Renesas（瑞萨）电机控制微控制器（MCU）选型指南
目录- 电机MCU路线图 电机驱动推荐微控制器 16位RL78电机控制MCU RX-T电机控制MCU RA-T电机控制MCU RA-T系列主要特性 RISC-V电机专用MCU 电机控制解决方案
型号- RX200,RX6XT,RX23T,RX71M,RX2XT,RA6T3 GROUP,RISC-V-MC,RA-T,RA-T系列,RX600,RX6XX,RX63T,RX66T,RA4T1,RA6T2,RX66N,RA6T1,RX26T,RA8T2,RA6T3,RA8T1,RX62G,RA4T1 GROUP,RX-T,RA,MCK-XXXXX,RL78/G14,RA6T1 GROUP,RL78,RX74T,RX62T,RX65X,RX13T,RX7XT,RX,RX100,RISC-V,RL78/G1F,RL78/G1G,RX1XT,RL78/G24,RX7XX,RA6T2 GROUP,RX24T,RX72M,RX24U,RX72N,RA2,RA4,RXV2,RXV3,RA6,RXV1,RA8,RA-T 系列,RX23X,RX72T
【选型】Renesas（瑞萨电子）MCU新产品型号速查手册（2018.3）
目录- 用于中国的MCU RL78系列MCU RX系列MCU
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32-BIT MCU RENESAS RA FAMILY SHORT INTRODUCTION
型号- FPB-RA2E2,FPB-RA2E1,RSSK-RA2L1,FPB-RA6E2,FPB-RA6E1,FPB-RA4E2,FPB-RA4E1,RSSK-RA6T1,RA4M1,RA6M1,RA4M3,RA4M2,RA6M3,RA6M2,RA6M5,RA2E1,RA6M4,RA4E1,RA2E2,RA6E1,RA2A1,RA4E2,RA6E2,RA4T1,RA6T2,RA6T1,RA6T3,RA2L1,RSSK-RA6M2,EK-RA2L1,EK-RA6M3G,MCK-RA4T1,MCK-RA6T3,MCK-RA6T2,EK-RA4M1,EK-RA4M2,EK-RA4M3,EK-RA6M1,EK-RA6M2,EK-RA6M3,EK-RA6M4,EK-RA2E1,EK-RA6M5,EK-RA2E2,EK-RA4E2,EK-RA2A1,EK-RA6E2,RA2,RA4,RA6,RA8,EK-RA4W1,RA2 SERIES,RA4W1,RA FAMILY
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【选型】Renesas（瑞萨电子） RL78系列16位MCU选型指南
目录- RL78家族特点 通用型MCU LCD MCU ASSP 智能模拟 汽车 开发环境&开发工具 解决方案 产品一览表 封装
型号- R5F104PFAFA,R5F101PHAFB,R5F104PFAFB,R5F10BAFLSP,R5F101PHAFA,R5F113TJLFB,R5F110MEAFB,R5F10JGCAFB,R5F10AACLSP,R5F10AGCLNA,R5F111MHAFB,R5F10WMGAFA,R5F10WMGAFB,R5F101ACASP,R5F104JHAFA,R5F101JJAFA,R5F104BDANA,R5F101BFANA,R5F10PADLSP,R5F1006EASP,R5F101FDAFP,R5F100LJAFA,R5F100LJAFB,R5F100JGAFA,R5F101LCABG,R5F104CFALA,R5F1018CALA,R5F100BCANA,R5F10Y14ASP,R5F100FLAFP,RL78-S2,R5F100EHANA,R5F11MMDAFB,R5F10PGFLFB,R5F100MKAFB,R5F100MKAFA,R5F100CEALA,R5F10BLELFB,R5F100FAAFP,R5F104AAASP,R5F100SJAFB,RL78/F1X,R5F113GLLFB,R5F10BGFLNA,R5F10WLEAFB,R5F104GCAFB,R5F10KGCANA,R5F10WLEAFA,R5F101GCANA,R5F110PJAFB,R5F11BGEAFB,R5F10369ASP,R5F10BMFLFB,R5F100EGANA,R5F113MKLFB,R5F104LJAFP,R5F100GJANA,R5F10278ANA,R5F100MLAFB,R5F1176AGSP,R5F11FLLANA,R5F100FKAFP,R5F100CFALA,R5F10AGELFB,R5F111NGALA,R5F104LJAFA,R5F104LJAFB,R5F10JBCANA,R5F104LHALA,R5F100MLAFA,R5F101SLAFB,R5F101GFAFB,R5F10ALCLFB,R5F10WLFAFB,R5F104BFAFP,R5F104GDAFB,R5F10WLFAFA,R5F11EF8AFP,R5F10PPHLFB,R5F104GLANA,R5F10BGGLNA,R5F1017AANA,R5F10AADLSP,R5F10RFCAFP,R5F110MFAFB,R5F101LLAFA,R5F104JGAFA,R5F104BCANA,R5F1006DASP,R5F10NLE/G,R5F1008AALA,R5F101FEAFP,R5F110NEALA,R5F100AAASP,R5F104GAANA,R5F10RF8AFP,R5F11EAAASP,R5F100JHAFA,R5F10MPEDFB,R5F100BDANA,R5F104CEALA,R5F104MKAFA,R5F10MPGDFB,R5F104MKAFB,R5F10PGELFB,R5F113GKLNA,R5F11MMEAFB,R5F100GLANA,R5F10367ASP,R5F100MJAFA,R5F100MJAFB,R5F10AGGLFB,R5F117BAGFP,R5F10NPJDFB,R5F100LJABG,R5F100GDAFB,R5F104LLAFB,R5F104LLAFA,R5F104LJALA,R5F100SKAFB,R5F101GDANA,R5F10PPJLFB,R5F101PGAFA,R5F10277ANA,R5F10BAELSP,R5F113TKLFB,R5F101PGAFB,R5F101LEABG,R5F10AGDLNA,R5F100GAANA,R5F10NMJ/G,R5F107AEMSP,RL78/G10,R5F101BEANA,RL78/G11,R5F10PMFLFB,RL78/G12,RL78/G13,RL78/G14,R5F101GGAFB,R5F104BEAFP,R5F104FCAFP,R5F101CGALA,R5F100JFAFA,R5F113TLLFB,R5F101LDABG,R5F10BADLSP,R5F11BLCAFB,RL78/G1A,RL78/G1C,RL78/G1D,RL78/G1E,RL78/G1F,RL78/G1G,RL78/G1H,R5F117GAGFB,R5F10BLFLFB,R5F101AAASP,R5F10PMELFB,R5F101BDANA,R5F10RLAAFB,R5F101FFAFP,R5F10AAELSP,R5F10EGAAFB,R5F100BEANA,R5F101CFALA,R5F104FDAFP,R5F10RLAAFA,R5F10Y16ASP,R5F104CDALA,R5F10368ASP,R5F10PGDLFB,R5F104MLAFB,R5F10BMGLFB,R5F11MMFAFB,R5F100GKANA,R5F104MLAFA,R5F101JKAFA,R5F101LCAFA,R5F11768GSP,R5F101LCAFB,R5F100CGALA,R5F10AGFLFB,R5F111NHALA,R5F101GEANA,R5F110PHAFB,R5F100GCAFB,R5F104LKAFB,RL78/F12,RL78/F13,R5F101SKAFB,R5F11B7CANA,R5F11CBCGNA,RL78/F14,R5F104LKAFA,RL78/F15,R5F100SLAFB,R5F1018DALA,R5F104GEAFB,RL78/G1X,R5F10WLGAFA,R5F10WLGAFB,R5F11BGCAFB,R5F101EHANA,R5F101LFABG,R5F104LHAFP,R5F10FMCAFB,R5F10Y46ASP,R5F11BLEAFB,R5F100LCABG,R5F104BGANA,R5F10AGCLFB,R5F10JGCANA,R5F104JEAFA,R5F110PGAFB,R5F104LHAFB,R5F104LHAFA,R5F100PHAFA,R5F100PHAFB,R5F101GHAFB,R5F104LFALA,R5F10PPFLFB,R5F10268ASP,R5F113TGLFB,R5F10BGCLNA,R5F104FJAFP,R5F100JJAFA,R5F113GLLNA,R5F104MJAFA,R5F100ACASP,R5F104MJAFB,R5F10ABDLNA,R5F102A8ASP,R5F1016EASP,R5F101LEAFB,R5F101LEAFA,R5F101PKAFA,R5F101PKAFB,R5F100FDAFP,R5F111NEALA,R5F10PGFLNA,R5F101FGAFP,R5F100GEAFB,R5F10BGFLFB,R5F101MFAFA,R5F104EFANA,R5F101MFAFB,R5F11MPFAFB,R5F100BFANA,R5F104GKAFB,R5F10E8DALA,R5F10AAALSP,RL78/I1A,RL78/I1B,RL78/I1C,RL78/I1D,R5F101LDAFA,RL78/I1E,R5F104ACASP,R5F101LDAFB,R5F101JLAFA,R5F101GFANA,R5F101EGANA,R5F11MPEAFB,R5F104GLAFB,R5F104GAAFB,R5F104LGAFP,R5F10RBAAFP,R5F10WLCAFA,R5F10WLCAFB,R5F111MEAFB,R5F10PGHLFB,R5F113LLLFB,R5F101BCANA,R5F104LGAFB,R5F107ACMSP,R5F104BFANA,R5F10WMDAFB,R5F11CBCMNA,R5F100FCAFP,R5F104LGAFA,R5F10WMDAFA,R5F100PGAFA,R5F100SHAFB,R5F104LEALA,R5F100PGAFB,R5F10PPELFB,R5F101CEALA,R5F10BGDLNA,R5F113THLFB,RL78/I1X,R5F100ADASP,R5F10ABELNA,R5F10WLDAFB,RL78/L1A,R5F100GDANA,R5F11FLJANA,R5F101LFAFB,RL78/L1C,R5F100FEAFP,R5F100EAANA,R5F101LFAFA,R5F10PGELNA,R5F101FHAFP,R5F10BGGLFB,R5F117BAGNA,R5F101CDALA,R5F11MPGAFB,R5F10RLCAFA,R5F104EGANA,R5F10RLCAFB,R5F10WLDAFA,R5F100BGANA,R5F11EFAAFP,R5F100LKAFA,R5F11EA8ASP,R5F111MGAFB,R5F104GJANA,R5F10AGDLFB,R5F10EGCAFB,R5F10WMFAFA,R5F10WMFAFB,RL78/L1E,R5F10MMEDFB,R5F10BLDLFB,R5F111NFALA,R5F101GGANA,R5F11BCEALA,R5F104LGALA,R5F1007EANA,R5F10267ASP,R5F100LKAFB,R5F110PFAFB,R5F104CGALA,R5F10BMELFB,R5F10PPGLFB,RL78/L1X,R5F101EFANA,R5F10PAELSP,R5F100LLAFB,R5F10AGALNA,R5F10PGGLFB,R5F111MFAFB,R5F100LLAFA,R5F104EHANA,R5F104GKANA,R5F102A9ASP,R5F113LKLFB,RY7011A0000DZ00,R5F10EGDAFB,R5F101PJAFA,R5F101PJAFB,R5F10A6ALSP,R5F10KBCAFP,R5F10WMEAFA,R5F104JFAFA,R5F10BLCLFB,R5F117BCGFP,R5F104BEANA,R5F1006CASP,R5F100GFAFB,R5F101GJAFB,R5F10WMEAFB,R5F100PFAFB,R5F101MGAFB,R5F10BGELNA,R5F100PFAFA,R5F10266ASP,R5F10RLAANB,R5F110PEAFB,R5F1018AALA,R5F101MGAFA,R5F100AEASP,R5F10EGAANA,R5F101LGABG,R5F10E8EALA,R5F10FMDAFB,R5F10Y47ASP,R5F104BGAFP,R5F10279ANA,R5F10BAGLSP,R5F113MLLFB,R5F10PGDLNA,R5F100GCANA,R5F111PJAFB,R5F11FLKANA,R5F11BBEAFP,R5F101JCAFA,R5F1026AASP,R5F10RJAAFA,R5F104FAAFP,R5F10NMJDFB,R5F107DEMSP,R5F110NJALA,R5F100MFAFB,R5F100MFAFA,R5F1037AANA,R5F1007CANA,R5F111PGAFB,R5F10A6CLSP,R5F10PMJLFB,R5F100GHAFB,R5F10BBDLNA,R5F10BGCLFB,R5F104GFANA,R5F100LFABG,R5F104MGAFB,R5F104MGAFA,R5F101GHANA,R5F104ECANA,R5F104LEAFP,R5F101EEANA,R5F10RBCAFP,R5F104AFASP,R5F104PKAFB,R5F101BAANA,R5F100GEANA,R5F104LEAFA,RL78/G1,R5F104LEAFB,R5F104FGAFP,R5F101GKAFB,R5F101JEAFA,R5F11BBCAFP,R5
【经验】瑞萨MPU RZ/T1使用中断方式DMA传输的方法介绍
瑞萨（Renesas）MPU RZ/T1系列可以用于工业通信，伺服等领域项目中，这些领域往往需要主控与外设进行大量数据的交互，当我们使用RZ/T1的DMA中断传输功能接收大量数据时，在程序及配置中具体我们该怎么操作呢，本文主要介绍中断方式操作DMA传输的方法。
设计经验 发布时间 : 2022-06-26
瑞萨MCU全览
型号- RX200,RX14X,RA4M1,RA6M1,RA4M3,RA4M2,RA6M3,RA8M1,RA6M2,RA6M5,RA2E1,RA6M4,RA4E1,RA2E3,RA2E2,RX23E-B,RA6E1,RA2A1,RA4E2,RA6E2,RX600,RX6XX,RX66X,RA4T1,RA6T2,RA6T1,RX26T,RA6T3,RA2L1,RA,RE,RA8D1,RL78,RX65X,RX,RX100,RX64X,RX72X,RX24X,RX700,RX7XX,RA2,RA4,RA6,RA8,RX系列,RX71X,RH850,RX23X,RX67X,RA4W1
Renesas（瑞萨电子）RZ系列64位/32位基于Arm的微处理器(MPU)选型指南
目录- RZ Series MPU RZ/A Series MPU RZ/G Series MPU RZ/T Series MPU RZ/N Series MPU RZ Family MPU Package overview
型号- RZ/A1M,RZ/A1L,RZ/N1D,RZ/G1M,RZ/G1N,RZ/A1H,R8A774BX,RZ/A1LU,RZ/G1C,RZ/G1E,RZ/G1H,RZ/A1,RZ/A,RZ/G2,RZ/N,RZ/A2M,RZ/G2M,RZ/G2N,RZ/G2M 96,R8A774EX,RZ/G,RZ/N1,RZ/G2E 96,RZ/A1LC,RZ/T1,RZ/G2E,RZ/T,RZ/G2H,R8A774C0,RZ/N1S,RZ FAMILY,R8A774AX,RZ/G2M-96CE,RZ/N1L
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可定制显示屏的尺寸0.96”~15.6”，分辨率80*160~3840*2160，TN/IPS视角，支持RGB、MCU、SPI、MIPI、LVDS、HDMI接口，配套定制玻璃、背光、FPCA/PCBA。
最小起订量： 1000 提交需求>
可烧录IC封装SOP/MSOP/SSOP/TSOP/TSSOP/PLCC/QFP/QFN/MLP/MLF/BGA/CSP/SOT/DFN；IC包装Tray/Tube/Tape；IC厂商不限，交期1-3天。支持IC测试（FT/SLT），管装、托盘装、卷带装包装转换，IC打印标记加工。
最小起订量： 1pcs 提交需求>
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授权代理品牌：接插件及结构件
授权代理品牌：部件、组件及配件
授权代理品牌：电源及模块
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授权代理品牌：仪器仪表及测试配组件
授权代理品牌：电工工具及材料
授权代理品牌：机械电子元件
授权代理品牌：加工与定制
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