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Fundamentals of IoT - Data Science Africa 2018
1.
© 2018 Arm Limited Jan Jongboom, Arm 31 May 2018 Fundamentals of IoT
2.
© 2018 Arm Limited 2
3.
© 2018 Arm Limited 3 Data Scientists
4.
© 2018 Arm Limited 4 Playing with models
is fun... But data acquisition is even more important
5.
© 2018 Arm Limited 5 Internet of Things Adding digital inputs / outputs to physical things
6.
© 2018 Arm Limited 6 Internet of Things...
7.
© 2018 Arm Limited 7 Internet of Things...
8.
© 2018 Arm Limited 8 Internet of Things...
9.
© 2018 Arm Limited 9 Two forms Data collection ML Raw data Compute / ML on the Edge ML Conclusions
10.
© 2018 Arm Limited 10 Device Side Requirements Sensor Computer Connectivity Cheap & Low-Power preferred
Long-range preferred
11.
© 2018 Arm Limited Cheap and low-powered computers
12.
© 2018 Arm Limited 12 Microcontrollers Small (1cm²) Cheap (~1$) Efficient
(standby: 0.3 μA) Slow (max. 100 MHz) Limited memory (max. 256K RAM) Downsides 8 cm 12
13.
© 2018 Arm Limited 13 Many software parts Bootloader Asymmetric crypto Storage driver Resilient filesystem Advanced networking stack Radio drivers FlashIAP Update client
14.
© 2018 Arm Limited 14 Arm Mbed A free, open source Platform OS targeting IoT end node devices Mbed OS Cortex-M RTOS kernel Portable drivers Integrated security IoT connectivity Device management Development tools Developer community Partner ecosystem 150 development boards LoRa, BLE, Cellular, Wi-Fi, etc. 14
15.
© 2018 Arm Limited 15 Open source and community built 325,000 developers 70+ partners Apache 2.0 licensed https://os.mbed.com
16.
© 2018 Arm Limited 16 No soldering required... Computer (Processor + RAM + ROM) General Purpose Input/Output ports (GPIO)
17.
© 2018 Arm Limited 17 Connecting a moisture sensor Signal Power Ground A3 3.3V GND
18.
© 2018 Arm Limited 18 Reading from the moisture sensor AnalogIn moisture(A3); while (1)
{ float value = moisture.read(); printf("Moisture value is %fn", value); wait_ms(500); }
19.
© 2018 Arm Limited A low-power, long-range network
20.
© 2018 Arm Limited 20 The case for LoRa Powerconsumption/Bandwidth Range
21.
© 2018 Arm Limited 21 LoRa key use cases
22.
© 2018 Arm Limited LoRa PHYsics crash-course © 2017 Arm Limited
23.
© 2018 Arm Limited 23 High link budget RX Derived from work by Thomas Telkamp TX Power Connector loss Antenna gain Connector loss Antenna gain RX Power Path loss and fading Receiver sensitivity -137 dBm 14 dBm151 dBm link budget
24.
© 2018 Arm Limited 24 Link budget Wi-Fi Sub-GHz 6LoWPAN LoRa TX Power RX Sensitivity
Link budget 20 dBm -75 dBm 95 dBm 11 dBm -110 dBm 121 dBm 14 dBm -137 dBm 151 dBm
25.
© 2018 Arm Limited 25 Theoretical maximum in free space 2.4 GHz, with 95.5 dBm link budget: 550 meters 915 MHz, with 151 dBm link budget: 850,000 meters
26.
© 2018 Arm Limited 26
27.
© 2018 Arm Limited 27 Unfortunately... we don't live in free space Attenuation Reflection and
diffraction Fresnel zone
28.
© 2018 Arm Limited 28
29.
© 2018 Arm Limited 29
30.
© 2018 Arm Limited Based on Tokyo - model for calculating realistic path loss Picture by Moyan
Brenn: https://commons.wikimedia.org/wiki/File:Tokyo_(16043023330).jpg© 2017 Arm Limited Hata model Large city (250 bps) Large city (1,760 bps) Suburb (250 bps) TX height RX height Range 0.1 m 40 m 4 km 0.1 m 40 m 2.5 km 0.1 m 40 m 9 km Suburb (250 bps) 1 m 100 m 13 km
31.
© 2018 Arm Limited https://www.youtube.com/watch?v=dxYY097QNs0
32.
© 2018 Arm Limited What is LoRaWAN?
33.
© 2018 Arm Limited 33 Typical LoRaWAN Topology Network Session Key: Message Integrity Applicagon Session Key: Join, Encrypgon and Decrypgon Devices Gateways Network Server
User ApplicaYon (f.e. ML) ApplicaYon Server
34.
© 2018 Arm Limited 34
35.
© 2018 Arm Limited The Things Network
36.
© 2018 Arm Limited 36 The Things Network Mission Our mission is to build a decentralized, open and crowd sourced IoT data network Owned and operated by its users
37.
© 2018 Arm Limited 37 © 2017 Arm Limited Number of
Communities 623 Number of Countries 96 Number of Community Members 33633 Number of Gateways Active 3075 Number of Community Partners 492 The Things Network
38.
© 2018 Arm Limited 38 You are the network
39.
© 2018 Arm Limited Building something
40.
© 2018 Arm Limited 40 Picking a gateway Kerlink IoT station Multi-Tech
Conduit IMST iC880A Lorix One The Things Gateway Lorrier LR2 SX1301 + 2x SX1257
41.
© 2018 Arm Limited 41
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© 2018 Arm Limited 42 Usecase this afternoon Greenhouse monitoring Dev board + LoRa shield + battery Soil moisture sensor Temperature / humidity sensor
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© 2018 Arm Limited 43 Getting started quickly https://labs.mbed.com
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© 2018 Arm Limited 45 uTensor Deep learning for microcontrollers Runs in <256K RAM TensorFlow compatible Just does inference / prediction Open source, Apache 2.0 license http://utensor.ai uTensor
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© 2018 Arm Limited
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© 2018 Arm Limited 47 https://labs.mbed.com Slides: http://janjongboom.com Thank you!
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© 2018 Arm Limited http://bit.ly/dsa2018
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