Pico-Second Workshop, Kansas City, September 2016

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Presentation transcript:

Pico-Second Workshop, Kansas City, September 2016 Digital SPAD Scintillation Detector Simulation Flow to Evaluate and Minimize Real-Time Requirements Marc-André Tétrault, Audrey Corbeil Therrien, William Lemaire, Réjean Fontaine, Jean-François Pratte Pico-Second Workshop, Kansas City, September 2016

Pico-Second Workshop, Kansas City, September 2016 Outline Overview for PET and time of flight PET Basic PET principles and why time-of-flight matters Review detector chain towards time of flight Precise timing resolution detector design Photodetector DAQ Compromises for real-time embedded microsystem Pico-Second Workshop, Kansas City, September 2016

Positron Emission Tomography Molecular Imaging Modality Tracer distribution (positron emitter) Hot spot on the left side Positron Annihilation Collinear 511 keV particles Line of response Why 10 ps TOF Near positron range limit No iterative reconstruction required Pico-Second Workshop, Kansas City, September 2016

Image Quality Figures of Merit Contrast to Noise Ratio from detector’s Spatial resolution Energy resolution Timing resolution Sensitivity or Noise Equivalent Counts Detector dead time Optimized with real-time processing Pico-Second Workshop, Kansas City, September 2016

Image improvement avenue Spatial resolution limit is positron range About 0.5 mm for mainstream tracers Improve contrast with time of flight 1.5 mm on the LOR needs 10 ps FWHM in coincidence Real time image reconstruction (no iterative engine required) Pico-Second Workshop, Kansas City, September 2016

Sensitivity Improvement with TOF Excerpt from Lecomte, "Evolution of Data Acquisition and Processing in Medical Imaging with Radiation“, Real Time Conference 2016 40 cm Object t = 600 ps 4 cm Object t = 60 ps Budinger TF. Time-of-Flight Positron Emission Tomography: Status Relative to Conventional PET. J Nucl Med 24(1):73-78, 1983. Pico-Second Workshop, Kansas City, September 2016

Crystal-based detectors flow chart Scintillator-based detectors Pico-Second Workshop, Kansas City, September 2016

Scintillation brief overview Factors affecting timing1,2 Light yield Trise, Tdecay Crystal size/length Fast TOF Scintillators3 LSO, LuAG, LuAP, LaBr3 With an ideal photodetector the 1st photon has best timing1 LSO 1st photon has theoretically ~35 ps FWHM in coincidence Weber et al, NIM 2004; Mikhailin et al, NIM 2002 1- Derenzo et al, PMB 2014 2- Gundacker et al, NIM 2016 3- Conti et al, TNS 2009 Pico-Second Workshop, Kansas City, September 2016

Pico-Second Workshop, Kansas City, September 2016 Photodetectors PMT  High gain, fast timing  block detector, many pixels, medium count rate  Bulky, sensitive to magnetic fields APD  High PDE, immune to magnetic fields  Pixelated detector, high count rate  noisy, limited gain, average timing SiPM (Geiger-mode APD, MPPC) Array of Single Photon Avalanche Diodes (SPAD)  High gain, very fast timing  Single photon sensitivity  Pixelated, high count rate, immune to magnetic fields www.fireflysci.com > 10 mm 8 x 8 array 10 mm 1 mm Pico-Second Workshop, Kansas City, September 2016

Pico-Second Workshop, Kansas City, September 2016 Timing performance Where are we? Experimental measurements with LYSO Systems Table setups PMT 473 ps FWHM (1) 234±20 ps rms (5) APD 6.6 ns FWHM (2) 1.9 ns FWHM (6) Analog SiPM 385 ps FWHM (3) 85±4 ps FWHM (7) Digital SiPM Frach et al, 2009 212 ps FWHM (4) 177 ps FWHM, (8) 120 ps FWHM, (9) 1- Wong et al, TNS 2015 5- Peng et al, TNS 2013 2- Bergeron et al, TNS 2009 6- Leroux et al, TNS 2009 3- Levin et al, TMI 2016 7- Nemallapudi et al, PMB 2015 4- Degenhardt et al, NSS-MIC 2012 8- Somlai-Schweiger et al, J. Inst. 2015 9- van Dam et al, PMB 2013 Pico-Second Workshop, Kansas City, September 2016

Pico-Second Workshop, Kansas City, September 2016 Analog Front End Analog front-end Adapted to photodetector Typically fast and low-noise preamplifiers Anghinolfi et al, TNS 2004 Olcott et al, TNS 2005 Callier et al, NSS-MIC 2009 Powolni et al, TNS 2011 De Medeiros Silva et al, TCS 2014 … and many more Pico-Second Workshop, Kansas City, September 2016

Pico-Second Workshop, Kansas City, September 2016 DAQ systems Real Time Data Acquisition Pulse systems : Lecomte et al, TNS 1990, Young et al, NSS-MIC 1999 Modern digital systems : Free running ADC : Streun et al, NIM 2002, Fontaine et al, NSS-MIC 2004 Hybrid ADC and TDC : Wang et al, Real Time 2009 Going forward, the key DAQ component for timing Time to Digital Converters (Henzler, S., Springer, 2010) Low power with 45 ps resolution  Perenzoni et al, Elec. Lett. 2015 Pico-Second Workshop, Kansas City, September 2016

Towards 10 ps time of flight 1.5 mm on the LOR needs 10 ps FWHM in coincidence Scint : High light yield, fast rise and decay times Opto : High photodetection efficiency DAQ : Single-shot timing with ps resolution and low jitter  σ(t) DSP : Individual photon distinction would enable better signal processing Excellent measurements with SiPM photodetector Why? Pico-Second Workshop, Kansas City, September 2016

Pico-Second Workshop, Kansas City, September 2016 SiPM principles With non-ideal detector, first few photons have best timing information SiPM can see that! Detection efficiency  Bias Noise  Bias Pico-Second Workshop, Kansas City, September 2016

Pico-Second Workshop, Kansas City, September 2016 Analog vs Digital SiPM Passive quench SiPM Active quench SiPM Digital SiPM Very simple Variable cell response Noise suppression Temp. invariant signal Uniform cell response No external analog front-end Generic devices, many companies Nolet et al, NSS-MIC 2014 For PET: Frach et al, 2009 Braga et al, 2014 Pico-Second Workshop, Kansas City, September 2016

Pico-Second Workshop, Kansas City, September 2016 Optical Fill Factor 35% fill factor Detection efficiency  Optical Fill Factor Analog or digital ? Same timing with same SPAD arrays for LYSO Gundacker et al, NIM 2015 53% fill factor Pico-Second Workshop, Kansas City, September 2016

Vertical Integration for Digital SiPM Back-side illumination Infra-red wavelengths Zou, Bronzi, 2014, SOI on CMOS Pavia et al, JSSC 2015, Dual-CMOS Front-side illumination Tétrault et al, TNS 2015 Test chip in assembly Prelim results at NSS-MIC 2016 Pico-Second Workshop, Kansas City, September 2016

Digital SiPM microsystem design Implementation boundaries 1 TDC per scintillator First observed photon to reach TDC No post-processing required, excellent real-time performance 1 TDC per cell (400 cells per mm²) Maximum Likelihood Estimator (MLE) Gundacker et al, 2013, van Dam et al, 2013, Venialgo et al, 2015 Is there a middle point providing the best of both worlds? Pico-Second Workshop, Kansas City, September 2016

Digital SiPM Microsystem Model Simulator will be officially released at NSS 2016! See talk N38-4 by A. C. Therrien Photon Statistics Light Transmission Efficiency Geant4 toolkit Special thanks to Marco Pizzichemi Fill factor Quantum efficiency Avalanche probability Noise not considered QC dead time QC jitter Therrien et al, TNS 2014 Skew and jitter for -Clock tree -Trigger tree *This work, Python models TDC LSB TDC Jitter TDC Sharing Single TDC Multi-TDC + MLE Light transmission efficiency Pico-Second Workshop, Kansas City, September 2016

Simulation parameters LYSO SPAD array TDC 40 000 / MeV 1.1 x 1.1 x 3 mm³ Trise = 70 ps Tdecay = 40 ns Effective PDE = 18% @ 420 nm 1.1 x 1.1 mm² 484 cells, 50 micron pitch Dalsa CMOS HV doping profile 20 ns quench/recharge dead time Programmable precision Programmable resolution Programmable SPAD:TDC ratio Many parameters to consider, needs deep knowledge of entire detector to fully configure Pico-Second Workshop, Kansas City, September 2016

Simulation Outcomes (LYSO) What is the coincidence timing resolution (CTR) lower limit? What is the performance gain between one and many TDCs? How many TDCs are actually needed? Will determine real-time load and silicon real-estate for TDCs Faster real time  lower dead time  better sensitivity Subset of full simulation results σ(t)Cell² = σ(t)SPTR² + σ(t)QRC² σ(t)Cell = 30 ps FWHM σ(t)TDC = 30 ps FWHM or variable TDC resolution : 1 to 50 ps LSB Figure of merit : coincidence timing resolution (CTR) Pico-Second Workshop, Kansas City, September 2016

Full TDC array LYSO results 1- Lower limit 2- Multi-TS improvement 5-35% Lower bound near experimental 85 ps, difference in scintillator, SiPM, operating point, etc can explain the difference ~90 ps FWHM Pico-Second Workshop, Kansas City, September 2016

Impact of sharing TDC LYSO How many TDC? 1:4 Ratio Small jitter = less improvement from MLE At these levels of jitter, Measurements can almost correctly capture photons in order. 1:1 Ratio Pico-Second Workshop, Kansas City, September 2016

Pico-Second Workshop, Kansas City, September 2016 LaBr3 Substituted LYSO parameters for Absorption Refraction Index Wavelength emission Light yield = 60 000 / MeV Rise time = 150 ps Decay time = 15 ns H. T. van Dam, S. Seifert et al, "Optical Absorption Length, Scattering Length, and Refractive Index of LaBr3:Ce3+", IEEE TNS, vol 59, no 3, 2012 J. Glodo, W. W. Moses et al., "Effects of Ce concentration on scintillation properties of LaBr3:Ce“, IEEE TNS, vol. 52, no. 5, 2005 Pico-Second Workshop, Kansas City, September 2016

Full TDC array LaBr3 results Geant4 model needs a review Should change SPAD profile for lower wavelength Pico-Second Workshop, Kansas City, September 2016

Pico-Second Workshop, Kansas City, September 2016 How to reach 10 ps? 10 ps beyond current scintillator limit Crystal designers have ideas Improve prompt photon yield Cherenkov Intra-band luminescence Nano crystals Cqwells Lecoq et al, TNS 2016 Expected light yield Unknown Model approximation Second scintillation component Light Yield = 1000 / MeV Trise = 0.1 ps Tdecay = 5 ps Observed time-stamped prompts About 25 in photopeak events Weber et al, NIM 2004; Mikhailin et al, NIM 2002 Pico-Second Workshop, Kansas City, September 2016

Simulation Outcomes (Prompts) What is the timing lower limit? What is the performance gain between one and many TDCs? How many TDCs are actually needed? Will determine real-time load and silicon real-estate for TDCs Faster real time  lower dead time  better sensitivity Subset of full simulation results σ(t)Cell² = σ(t)SPTR² + σ(t)QRC² σ(t)Cell = 15 ps FWHM σ(t)TDC = 10 ps FWHM or variable TDC resolution : 1 to 5 ps LSB Pico-Second Workshop, Kansas City, September 2016

Full TDC array Prompts results 1- Lower limit 2- Multi-TS improvement 60%-210% ~11-14 ps FWHM Pico-Second Workshop, Kansas City, September 2016

Shared TDC Prompts Results How many TDC? 1:4 Ratio 1:1 Ratio Pico-Second Workshop, Kansas City, September 2016

Pico-Second Workshop, Kansas City, September 2016 Outcomes Current Scintillators Future Detector Crystals Not likely to reach 10 ps FWHM CTR Moderate gain from multi-TDC MLE Need only a few TDCs to be effective Use real-estate to embed other real time tasks MLE calculation Energy discrimination Crystal identification Can theoretically reach 10 ps FWHM CTR Good gain from multi-TDC MLE Needs several TDCs for optimal timing Compromise between embedded real time features and number of TDCs Simulation flow can guide designers Pico-Second Workshop, Kansas City, September 2016

Pico-Second Workshop, Kansas City, September 2016 Where are we? Latest Sherbrooke TDC prototype in in 65 nm CMOS Vernier ring approach Better than 10 ps FWHM jitter / 10 ps LSB Less than 40 x 40 um² Low power Preliminary results presented at NSS-MIC 2016 SP2-4, J-F Pratte, "3D Digital SiPM for Precise Single Photon Timing Resolution" Pico-Second Workshop, Kansas City, September 2016

Pico-Second Workshop, Kansas City, September 2016 Conclusion To reach 10 ps timing resolution Crystal light output is a major player Jitter and precision are important, but not sufficient The number of TDCs per pixel also major player The real time microsystem complexity is dependant on the potentially reachable timing resolution The simulation tool can help predict the overdesign threshold Reduce un-needed real-time burden Dedicate otherwise redundant real-estate to other real-time tasks Pico-Second Workshop, Kansas City, September 2016