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JOINT SENSING RADAR AND SENSING USING RADAR
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JOINT SENSING RADAR AND SENSING USING RADAR
1.
IHP – Leibniz-Institut
für innovative Mikroelektronik Joint Communication and Sensing (JCAS) for 6G Wireless Systems Keynote Presentation Eckhard Grass, Lara Wimmer, Ekaterina Sedunova, Vladica Sark, Yanhua Zhao, Parmida Geranmayeh 10.05.2023
2.
www.ihp-microelectronics.com © IHP
all rights reserved About IHP: Profile and strengths of the IHP 10.05.2023 2 Vertical research concept from materials research and technology to circuits and systems International leadership and visibility in all research areas Unique selling point of a 200mm pilot line for state-of-the-art BiCMOS technologies, operated under industry-oriented conditions, 24/7, for the provision of prototypes and small batches Qualified technological platform with direct access for science and industry Bridging the gap between basic research and application through close cooperation with universities and industry Approx. 350 employees Institutional funding (2020): €33.5 million (of which €21 million operating budget, €12.5 million investment funds) Third-party funds (2020, without FMD): € 17. 3 million ITG-Fachtagung, Osnabrück
3.
www.ihp-microelectronics.com © IHP
all rights reserved Joint Communication and Sensing (JCAS) - Outline 10.05.2023 4 1. Introduction 2. Early Work (Ranging, Localization, …) 3. Potential Applications of JCAS 4. Some Info on JCAS – techniques 5. Selected Experimental Results 6. Conclusions ITG-Fachtagung, Osnabrück
4.
www.ihp-microelectronics.com © IHP
all rights reserved Introduction: RADAR – Communication – JCAS 10.05.2023 5 Differences between communication- and sensing signals Sensing signals: High localization and tracking accuracy Low peak-to-average power ratio (PAPR) Long Range operation Communication signals: Maximize information carrying capabilities High PAPR (e.g. OFDM) Packet based and modulated (time, frequency and spatial domain) Complex signal structure Categories of joint communications and sensing (JCAS) systems: Radar-centric Communication-centric Joint design ITG-Fachtagung, Osnabrück JCAS = JC&S = ICAS = JSAC = …
5.
www.ihp-microelectronics.com © IHP
all rights reserved JCAS – Early Work & State of the Art Use of communication systems for ranging such as two-way ranging (TWR) Use of communication systems for localization Use of communication system for synchronization Use of communications system for Line-of-Sight detection Ranging (time of flight) ToF: Δx = c * Δt c: speed of light t: time of flight x: distance Δt: inverse of sampling rate (of ADC) -> range binning 10.05.2023 6 ITG-Fachtagung, Osnabrück
6.
www.ihp-microelectronics.com © IHP
all rights reserved Two Way Ranging (TWR) TWR typically uses PN-Sequences TPB has to be know and stable Time critical tasks and precise time measurement is implemented on FPGA available in the SDR platform Non time critical tasks, e.g. distance estimation from obtained samples, is implemented in software on a host computer Localization is achieved by performing TWR with 3 anchor nodes + trilateration TWR is performed with each anchor node in a round robin fashion Using trilateration and the obtained distances, the position of the node is estimated 10.05.2023 7 ITG-Fachtagung, Osnabrück
7.
www.ihp-microelectronics.com © IHP
all rights reserved Two Way Ranging – using WiFi @ 5 GHz 10.05.2023 ITG-Fachtagung, Osnabrück 8 Ranging tested in a long and narrow hallway Bandwidth, carrier frequency, and modulation: 25 MHz @ 5.75 GHz; BPSK modulation Accuracy of 0.5-1 meter achieved
8.
www.ihp-microelectronics.com © IHP
all rights reserved Localization using n-Way Ranging @ 5 GHz 10.05.2023 ITG-Fachtagung, Osnabrück 9 Positioning area: 20x20 meters 3 anchor nodes Average positioning error 1-2 meters due to low number of anchor nodes
9.
www.ihp-microelectronics.com © IHP
all rights reserved Two Way Ranging @ 60 GHz (ca. 2 GHz Bandwidth) 10.05.2023 ITG-Fachtagung, Osnabrück 10 IHP-developed ‘DigibackBoard’ A system for wireless data transmission in the 60 GHz band Analog frontend 60 GHz SiversIMA Improved ranging precision – better than 1 centimeter
10.
www.ihp-microelectronics.com © IHP
all rights reserved Localization using n-Way Ranging @ 60 GHz 10.05.2023 ITG-Fachtagung, Osnabrück 11 First ranging experiments at 60 GHz • Results on the 60GHz localization • Setup with two anchor nodes (total 3 digibackBoards) • <5cm positioning error in the lab environment
11.
www.ihp-microelectronics.com © IHP
all rights reserved Cramer Rao Lower Bound (CRLB) c – speed of light r – distance estimation B – bandwidth Es/No – signal energy to noise density ratio -> Large bandwidth and high SNR needed for precise localization 10.05.2023 12 ITG-Fachtagung, Osnabrück
12.
www.ihp-microelectronics.com © IHP
all rights reserved Angle based positioning (1/2) 10.05.2023 13 MUSIC (MUltiple SIgnal Classification) ITG-Fachtagung, Osnabrück
13.
www.ihp-microelectronics.com © IHP
all rights reserved Angle based positioning (2/2) 10.05.2023 14 -80 -60 -40 -20 0 20 40 60 80 0 5 10 15 20 25 Gain (dB) Angle (degrees) = 0 deg = -22.5 deg = -45.0 deg = -67.5 deg = -90.0 deg = -112.5 deg = 22.5 deg = 45.0 deg = 67.5 deg = 90.0 deg = 112.5 deg -30 -25 -20 -15 -10 -5 0 -90 -75 -60 -45 -30 -15 0 15 30 45 60 75 90 -30 -25 -20 -15 -10 -5 0 = 0.0 = 22.5 = 45.0 = 67.5 = 90.0 = 112.5 = -22.5 = -45.0 = -67.5 = -90.0 =-112.5 -40 -30 -20 -10 0 10 20 30 40 -150 -120 -90 -60 -30 0 30 60 90 120 150 phase shift (deg) steering angle (deg) Theory Tx Rx ITG-Fachtagung, Osnabrück
14.
www.ihp-microelectronics.com © IHP
all rights reserved Combined High Speed Data Communication and High Precision Ranging in the 60 GHz Band 10.05.2023 15 Main focus: seamless data transmission and ranging Integration of data transmission and ranging performed on 60 GHz system Available standalone cores for data transmission and ranging Time division multiplexing (TDM) used to multiplex data transmission and ranging MAC schedules the time slots ITG-Fachtagung, Osnabrück
15.
www.ihp-microelectronics.com © IHP
all rights reserved Hardware/Technology Developments Supporting JCAS With higher frequencies (mmWave, sub-THz) RF becomes similar to LIDAR (pencil beams) High angular resolution of beams possible due to large number of elements Very high bandwidth allows good spatial resolution (Cramer-Rao lower bound) High sampling rates of Baseband signals reduce the issue of range-binning (high distance resolution possible) Full duplex/TDD – monostatic/bistatic (with full duplex transceivers a combination of monostatic and bistatic radar is possible) Systems with high quality broadband receivers allow for passive sensing functions (receiver only, backscatter receivers). 10.05.2023 16 ITG-Fachtagung, Osnabrück
16.
www.ihp-microelectronics.com © IHP
all rights reserved Applications Room reconstruction (E. Sedunova) “Mona Lisa Scenario” - Intrusion / Anomaly detection (L. Wimmer) Gesture recognition (Y. Zhao) Network Optimization (P. Geranmayeh) … also: Autonomous driving (Simultaneous Detection and Mapping – SLAM) Detection of radio transmitters Industrial automation – navigation, proximity/status detection Security and safety in various sectors … 10.05.2023 17 ITG-Fachtagung, Osnabrück
17.
www.ihp-microelectronics.com © IHP
all rights reserved Open 6G Hub: Industrial Application Scenario 10.05.2023 18 A resilient communication & sensing system with multi-technology nodes Self-awareness & awareness of local surrounding Dynamic nodes & dynamic environment Resilience by Design in all layers Funded by BMBF L. Wimmer ITG-Fachtagung, Osnabrück
18.
www.ihp-microelectronics.com © IHP
all rights reserved Room reconstruction in 3D 10.05.2023 20 Raytracing simulation (here: office room) to generate channel impulse responses. Simulation for comparison with reconstruction results. L. Wimmer ITG-Fachtagung, Osnabrück
19.
www.ihp-microelectronics.com © IHP
all rights reserved Room reconstruction in 3D: How to do it? 10.05.2023 21 Scan room in azimuth and elevation direction Classify multipath components as Line of Sight First reflection Higher order reflection Compute reflection point for first order reflections L. Wimmer ITG-Fachtagung, Osnabrück
20.
www.ihp-microelectronics.com © IHP
all rights reserved 22 Trade-off communication and sensing on physical layer: Both cannot be optimized simultaneously Option: Adaptive system Option: Time-division duplexing Option: Sensing beam & communication beam separately Monostanic radar: power used for sensing or communication Bistatic radar: multipath components as part of the channel impulse response appears energy efficient. Consider system view 10.05.2023 Physical Limitations of Joint Communication & Sensing L. Wimmer ITG-Fachtagung, Osnabrück
21.
www.ihp-microelectronics.com © IHP
all rights reserved 23 Scattering vs Reflection: Scattering: scattered signal independent from incident angle Reconstruction of scattering areas Reflection: incident angle = reflecting angle Reconstruction of reflection points Mixed case: „angle dependent scattering“ Object recognition & material characterization improved by dynamic Tx-Rx constellation 10.05.2023 Surface & material characterization using JCAS L. Wimmer ITG-Fachtagung, Osnabrück
22.
www.ihp-microelectronics.com © IHP
all rights reserved Mona-Lisa Scenario: Physical Unclonable Functions (PUF) 10.05.2023 25 U. Rührmair, L. Wimmer Superposition principle of electromagnetic waves: 𝑅 𝐶1 + 𝐶2 = 𝑅 𝐶1 + 𝑅 𝐶2 IB 1627 -01 EP (application submitted): Active targets alter the reflection characteristics of the room depending on the challenge characteristics ITG-Fachtagung, Osnabrück
23.
www.ihp-microelectronics.com © IHP
all rights reserved Optimisation Beam Patterns for Minimized Interference 10.05.2023 26 ITG-Fachtagung, Osnabrück Tx1 Tx2 Rx1 Rx2 Adjustment of beam patterns for all TX- and RX- beams such that SINR and total network capacity are maximized
24.
www.ihp-microelectronics.com © IHP
all rights reserved Hand Gesture Recognition - Synthetic Data Generator 10.05.2023 28 ITG-Fachtagung, Osnabrück
25.
www.ihp-microelectronics.com © IHP
all rights reserved Challenges for Joining Communications and Sensing Sampling rate limitations -> range binning Angular resolution of beams -> precision of object position Change / calibration / stability of antenna pattern Processing requirements / complexity / deployment of AI / power dissipation Availability of channel sounding data (traditional, statistical channel models are not suitable) Legal issues as well as security and privacy 10.05.2023 29 ITG-Fachtagung, Osnabrück
26.
www.ihp-microelectronics.com © IHP
all rights reserved Some Results of Experimental Work Room reconstruction (E. Sedunova, L. Wimmer) Gesture recognition (Y. Zhao) 10.05.2023 30 ITG-Fachtagung, Osnabrück
27.
www.ihp-microelectronics.com © IHP
all rights reserved Room Reconstruction Results from Experimental Data A B S B A S Setup 1 Setup 2 The figures show the results of different methods based on the two measurements setups in an anechoic chamber. The red and blue ellipses represent the power map and enhanced method [1] The area represented by shadows are based on the approach that is inspired by bistatic radars. [1] E. Sedunova, N. Maletic, L. Wimmer, D. Cvetkovski, E. Grass, and B. Lankl, “Utilizing Beamsteering at Millimeter Waves for Indoor Object and Room Geometry Detection,” 10.05.2023 31 ITG-Fachtagung, Osnabrück
28.
www.ihp-microelectronics.com © IHP
all rights reserved Simulation using Ray-Tracing Channel Model Simplified real lab room environment built using Autodesk Revit Measurements in the lab 10.05.2023 32 ITG-Fachtagung, Osnabrück
29.
www.ihp-microelectronics.com © IHP
all rights reserved Gesture Recognition – Low Complexity Approach 10.05.2023 33 Classifier SVM with linear kernel Scenario I A random selection of 2% of the real data as the training set and the rest of the real data are used as the test set. Scenario II Training set: Synthetic dataset; Test set: real dataset Scenario III 2% of the real data + synthetic data set as the training set The remaining 98% of the real data set as the test set. ITG-Fachtagung, Osnabrück
30.
www.ihp-microelectronics.com © IHP
all rights reserved Gesture Recognition – Experimental Results for Low Complexity Approach 10.05.2023 34 Accuracy of test set ITG-Fachtagung, Osnabrück
31.
www.ihp-microelectronics.com © IHP
all rights reserved Some Learnings 10.05.2023 35 1. Reconstructing basic features of a room is possible using angular resolved CIRs 2. The varying antenna patterns of beamsteering systems represent a significant additional challenge for processing the measurement data 3. Wide beams and complex antenna patterns can be compensated using deconvolution, if the angular step-size of the measured CIRs is small 4. The unavailabilty of suitable experimental channel sounding data is a significant obstacle for developing efficient algorithms 5. The unavailability of objective quality measures for the results of room reconstruction etc. is a major problem of optimising the algorithms 6. As yet, it is unclear if classical signal processing or AI techniques are best for processing the obtained CIRs (in terms of complexity and quality of results) ITG-Fachtagung, Osnabrück
32.
www.ihp-microelectronics.com © IHP
all rights reserved 6G-Technologies and their Potential (Very Personal!) 10.05.2023 36 - Reconfigurable Intelligent Surfaces (RIS, IRS) (0) - (sub-)THz Communications (+) - openRAN / disaggregated Architectures (0) - Joint Communication and Sensing (JCAS) (++) - Cell-free communication network (+) - Joint Access and Transport (+) - Quantum Communications (Security) (+) - Post-Shannon Communications (identification channel) (0) - ML and AI for PHY-Layer processing (0) - ML and AI in Network Control and Optimisation (includ. dig. Twin) (++) - Visible Light Communications / Free space optical comms. (0) - Orbital Angular Momentum Multiplexing (OAM) (+) - Backscatter Communications/sensing (using ambient RF signals) (+) ITG-Fachtagung, Osnabrück
33.
www.ihp-microelectronics.com © IHP
all rights reserved Future Work & Acknowledgments Room Reconstruction using deconvolution of the power maps for varying antenna patterns (as common for beamforming nodes) Based on the angular resolved CIRs, establishing a digital twin of a room using signal processing AND AI- methods Based on lateral movement of nodes and obtained CIRs, establishing a digital twin of a room using AI- methods Material characterisation based on the obtained CIRs Sensor fusion and collaborative sensing Investigation of potential security / privacy issues coming from JCAS (and mitigation techniques) Acknowledgements: 1) The authors acknowledge the financial support by the Federal Ministry of Education and Research of Germany in the project “Open6GHub” (grant number: 16KISK009). 2) Parts of this work is supported by the German Research Foundation (Deutsche Forschungsgemeinschaft, DFG) within the AgileHyBeams project № 673121) 10.05.2023 37 ITG-Fachtagung, Osnabrück
34.
IHP – Leibniz-Institut
für innovative Mikroelektronik Im Technologiepark 25 D – 15236 Frankfurt (Oder) www.ihp-microelectronics.com Phone: +49 (0) 335 5625 Fax: +49 (0) 335 5625 e-mail: Thank you for your attention! www.ihp-microelectronics.com Grass, Eckhard 731 grass@ihp-microelectronics.com 671
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