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SDR4IoT an Experiment Part of Fed4FIRE+ in w-iLab.t Testbeds - PowerPoint PPT Presentation

Mar 31, 2023 •136 likes •536 views

SDR4IoT an Experiment Part of Fed4FIRE+ in w-iLab.t Testbeds @alexis0duque #FOSDEM #FSR #SDR #IoT #ML @alexis0duque ` Who am I? Alexis DUQUE Director of Research & Development @alexis0duque alexisduque alexisd@rtone.fr

  1. SDR4IoT … an Experiment Part of Fed4FIRE+ in w-iLab.t Testbeds @alexis0duque #FOSDEM #FSR #SDR #IoT #ML @alexis0duque `

  2. Who am I? Alexis DUQUE Director of Research & Development • @alexis0duque • alexisduque • alexisd@rtone.fr • alexisduque.me • https://goo.gl/oNUWu6 #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  3. Outline • Motivation • Fed4FIRE+ H2020 project • Wireless testbeds w-iLab.t at iMEC • Accessing the testbed • Our experiment • Further Work #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  4. Motivation SDR hardware is popularizing Software library are maturing Lot of interest and work in academia So, lets embed & use SDR4IoT! 😅 Passive Localization Fingerprinting Authentication #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  5. Motivation #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  6. State of the Art R. C. Bunescu, “ Deep Learning Convolutional Neural Networks for Radio Identification. ”, 2018. S. Rajendran, W. Meert, D. Giustiniano, V. Lenders, and S. Pollin, “ Deep Learning Models for Wireless Signal Classification with Distributed Low-Cost Spectrum Sensors. ”, 2018. C. Morin, L. S. Cardoso, J. Hoydis, J.-M. Gorce, and T. Vial, “ Transmitter Classification with Supervised Deep Learning, ” in CROWNCOM’19, 2019. #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  7. SoA Limitation Not real-world IoT device Not conventional communication protocols Not reproducible Too small dataset : few devices, few RF traces, ... Nodes position do not change, ML doesn’t learn localization #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  8. Our Idea Use off the shelf emitter form true IoT nodes Widely used RF protocols in 2.4 GHz ISM band SDR -based receiver Collect and share a large dataset and reproducible RF fingerprints Further rely on Machine Learning for authentication and localization But we need extensive experiments -> large testbed #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  9. Fed4FIRE+ Fed4FIRE+ is a project under the EU pogramme H2020 , offering the largest federation worldwide of Next Generation Internet (NGI) testbed s, which provide open , accessible and reliable facilities supporting a wide variety of different research and innovation communities and initiatives in Europe, including the 5G PPP projects and initiatives. #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  10. Fed4FIRE+ SME Open Call #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  11. #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  12. IMEC w-iLab.t testbeds #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  13. IMEC w-iLab.t testbeds 2 testbed locations http://doc.ilabt.imec.be • w-iLab.1 : datacenter with 44 embedded PCs (WiFi and sensor nodes) • w-iLab.2 : industrial room with 100 fixed +15 mobile nodes (WiFi, sensor, LTE, SDR) Use cases: wireless, sensor, mobile, networking, SDR, 3rd party hardware #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  14. IMEC w-iLab.t testbeds - IoT Devices Zolertia Re-Mote • 2.4GHz / 868MHz • UWB-shield Zolertia Z1 RM090 Nordic Semiconductor nRF52 DK #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  15. IMEC w-iLab.t testbeds - SDR USRP B210 (x4) & B200 (x4) USRP N210 (x6) USRP x310 (x2) Xilinx ZedBoard Zync-7000 SoC (x1) ZC706 with Zync-7000 SoC (x3) #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  16. IMEC w-iLab.2 testbed #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  17. IMEC w-iLab.2 testbed #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  18. Our Experiment - Access Testbed First Time : Request an account at https://authority.ilabt.iminds.be/signup.php #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  19. #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  20. Our Experiment - Access Testbed First Time : Request an account at https://authority.ilabt.iminds.be/signup.php 1. Browse and reserve resources at http://inventory.wilab2.ilabt.iminds.be/. #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  21. #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  22. Our Experiment - Access Testbed First Time : Request an account at https://authority.ilabt.iminds.be/signup.php 1. Browse and reserve resources at http://inventory.wilab2.ilabt.iminds.be/. 2. Install jFed, start up jFed and login through the iLab.t #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  23. Our Experiment - jFed jFed Experimenter GUI and CLI allow end-users to provision and manage experiments https://jfed.ilabt.imec.be/downloads/ #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  24. Our Experiment - Access Testbed First Time : Request an account at https://authority.ilabt.iminds.be/signup.php 1. Browse and reserve resources at http://inventory.wilab2.ilabt.iminds.be/. 2. Install jFed, start up jFed and login through the iLab.t 3. Load/copy your experiments XML (.rspec) 4. Click Run and give your experiment a name. 5. Double click the nodes and you should have SSH access on the nodes. #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  25. #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  26. Our Experiment - Emission Huawai Nexus 6P • Custom Bluetooth Low Energy App • Advertising as a Bluetooth HRM Peripheral • 2.4 GHZ GFSK #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  27. Our Experiment - Reception USRP N210 • GNU Radio Compagnon • Output Raw I/Q data (PHY) • Decode Bluetooth Low Energy Packets rely on ble_dump 1 by drtyhlpr [1] https://github.com/drtyhlpr/ble_dump #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  28. #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  29. Our Experiment - Scenario Receiver (USRP) don’t move, emitters (smartphone) can move One emitters sequentially • same position • same receiver • different receivers • different positions N emitters at the same time #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  30. #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  31. #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  32. Our Experiment - Next steps Write documentation and open-source codes, scripts, and datasets Zenodo + Other RF and node types + Extensive use of robot for mobility #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  33. #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  34. Our Experiment - Next steps Write documentation and open-source codes, scripts, and datasets Zenodo VirtualWall for data science and machine learning • Fingerprinting with deep learning • Try different deep learning algorithm #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  35. Fed4FIRE+ SME Open Call #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  36. Thanks! w-iLab.t Team Brecht Vermeulen, Pieter Becue #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  37. INDOOR VERTICAL FARM ? MACHINE LEARNING? TENSORFLOW LITE? #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  38. References https://www.fed4fire.eu/ https://www.fed4fire.eu/event/continuous-call-sme-cascaded-experiments/ https://jfed.ilabt.imec.be/ https://doc.ilabt.imec.be/ilabt/wilab/ https://doc.ilabt.imec.be/ilabt/wilab/tutorials/lte.html#control-an-android-sma rphone-via-adb https://doc.ilabt.imec.be/ilabt/jupyter/index.html https://zenodo.org/ https://gnuradio-eu-20.sciencesconf.org/ https://www.tensorflow.org https://rtone.eu #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

  39. Our Experiment - Outputs 2 Distinct Datasets Further serialized with Pickle <Y,X,NodeTx,NodeRx,Timestamp, I,Q> <Y,X,NodeTx,NodeRx,Timestamp, packet> #FOSDEM #FSR #SDR #IoT #ML @alexis0duque

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