MAPS based vertex detector at STAR Michal Szelezniak 1 on behalf of: E. Anderssen 1, X. Dong 1, L. Greiner 1, J. Kapitan 2,S. Margetis 3, H. Matis 1, H.G.

Slides:



Advertisements
Similar presentations
L. Greiner 1IPHC meeting – September 5-6, 2011 STAR HFT LBNL Leo Greiner, Eric Anderssen, Thorsten Stezelberger, Joe Silber, Xiangming Sun, Michal Szelezniak,
Advertisements

LBNL PIXEL IPHC 2009_06_LG1 Flex Cable Development The development of the flex cable for sensor readout and control is envisioned as a 4 stage process.
H1 SILICON DETECTORS PRESENT STATUS By Wolfgang Lange, DESY Zeuthen.
HFT Technical Overview September 26, HFT 2013 TPC FGT 2011 STAR Detectors Fast and Full azimuthal particle identification EMC+EEMC+FMS (-1 ≤ 
STAR Heavy Flavor Tracker
HFT PXL Mechanical WBS 1.2 March 2010 Howard Wieman LBNL 1.
L. Greiner 1HFT PXL LBNL F2F – March 14, 2012 STAR HFT The STAR-PXL sensor and electronics Progress report for F2F.
M. Szelezniak1PXL Sensor and RDO review – 06/23/2010 STAR PXL Sensors Overview.
HFT PIXEL Mechanical Progress Strasbourg June-2009 Wieman 1.
PXL RDO System Requirements And meeting goals 11/12/2009BNL_CD-1_SENSOR_RDO - LG1.
Workshop on Silicon Detector Systems, April at GSI Darmstadt 1 STAR silicon tracking detectors SVT and SSD.
L. Greiner 1IPHC meeting – September 5-6, 2011 STAR HFT Plans for the next year A short report on review results and plans for TPC – Time Projection.
L. Greiner1SLAC Test Beam 03/17/2011 STAR LBNL Leo Greiner, Eric Anderssen, Howard Matis, Thorsten Stezelberger, Joe Silber, Xiangming Sun, Michal Szelezniak,
LBNL Michal Szelezniak, Eric Anderssen, Leo Greiner, Thorsten Stezelberger, Joe Silber, Xiangming Sun, Chinh Vu, Howard Wieman UTA Jerry Hoffman, Jo Schambach.
PXL Electronics Status update for HFT TC meeting on May 11, 2010 at LBNL 1HFT TC 05/11/ LG.
Research and Development for the HFT at STAR Leo Greiner BNL DAC 03/15/2006.
L. Greiner 1PXL BNL Safety Review– September 26, 2011 STAR HFT LBNL Leo Greiner, Eric Anderssen, Thorsten Stezelberger, Joe Silber, Xiangming Sun, Michal.
HFT PXL Mechanical July 2010 Howard Wieman LBNL 1.
L. Greiner1PXL Sensor and RDO review – 06/23/2010 STAR Heavy Flavor Tracker Overview With parameters pertinent to the PXL Sensor and RDO design.
SSD Operations Manual March 2014 SSD: 4 th layer of vertex detector Heavy Flavor Tracker Silicon Strip Detector – Operations Manual PXL Inserted from this.
HFT Project Overview CD0 Review H.G. Ritter LBNL.
Engineering Division 1 Mechanical and Integration CD0 Walkthru, 19-Dec, 2007 Eric Anderssen, LBNL.
L. Greiner1PXL Sensor and RDO review – 06/23/2010 STAR PXL System Hardware Architecture.
Better pointing with HFT PIXELS a focus on the mechanics 15-Jan-2009 Wieman.
STAR-PXL Mechanical Integration and Cooling St. Odile Ultra-Thin Vertex Detector Workshop 8-Sept-2011 Howard Wieman.
Leo Greiner IPHC testing Sensor and infrastructure testing at LBL. Capabilities and Plan.
M. Szelezniak1PXL Sensor and RDO review – 06/23/2010 STAR Hardware Prototyping Status.
X,Sun1USTC discussion, Oct 15, 2010 STAR STAR Heavy Flavor Tracker Upgrade --Status of PXL Detector Xiangming Sun Lawrence Berkeley National Lab L. Greiner,
H. Wieman1STAR HFT CD1 Review, BNL, November 2009 STAR HFT PIXEL Detector WBS 1.2 Howard Wieman LBNL.
X,Sun1STAR Regional Meeting, Oct 23, 2010, SDU STAR STAR Heavy Flavor Tracker Upgrade --Status of PXL Detector Xiangming Sun( 孙向明 ) Lawrence Berkeley National.
L. Greiner 1IPHC meeting – September 5-6, 2011 STAR HFT LBNL Leo Greiner, Eric Anderssen, Thorsten Stezelberger, Joe Silber, Xiangming Sun, Michal Szelezniak,
ILC Vertex Tracker Ladder Studies At LBNL M Battaglia, D Contarato, L Greiner, D Shuman LBNL, Berkeley.
HFT PIXEL Detector Pre-practice CDR-1 Review 3-Sept Wieman 1.
Leo Greiner IPHC meeting HFT PIXEL DAQ Prototype Testing.
L. Greiner 1IPHC meeting – May 7, 2012 STAR HFT Plans for the next year A short report on HFT/PXL plans for post May 2012 TPC – Time Projection Chamber.
1 PIXEL H. Wieman HFT CDO LBNL Feb topics  Pixel specifications and parameters  Pixel silicon  Pixel Readout uSTAR telescope tests 
Leo Greiner TC_Int1 Sensor and Readout Status of the PIXEL Detector.
STAR RHIC AGS users meeting, May 30, Star Inner Tracking upgrade F. Videbaek STAR collaboration for the HFT upgrade group.
CAARI 2008 August 10-15, 2008, Fort Worth, Texas, USA STAR Vertex Detector Upgrade – HFT PIXEL Development Outline: Heavy Flavor Tracker at STAR PIXEL.
Leo Greiner IPHC DAQ Readout for the PIXEL detector for the Heavy Flavor Tracker upgrade at STAR.
HFT PIXEL Detector Director’s review May-2009 Wieman 1.
Spiros Margetis (Kent State Univ.) for the STAR Collaboration STAR Heavy Flavor Tracker Bari, Italy 2014.
PXL Cable Options LG 1HFT Hardware Meeting 02/11/2010.
HFT PIXEL Mechanics HFT Review 25-Mar-2009 Wieman.
Michal Szelezniak – LBL-IPHC meeting – May 2007 Prototype HFT readout system Telescope prototype based on three Mimostar2 chips.
Leo Greiner PIXEL Hardware meeting HFT PIXEL detector LVDS Data Path Testing.
Xiangming Sun1PXL Sensor and RDO review – 06/23/2010 STAR XIANGMING SUN LAWRENCE BERKELEY NATIONAL LAB Firmware and Software Architecture for PIXEL L.
1 STAR HFT Pixel Detector Howard Wieman Lawrence Berkeley National Lab.
1 The STAR Pixel Upgrade H. Wieman Heavy Quark Workshop LBNL 1-Nov-2007.
L. Greiner 1IPHC meeting – May 7, 2012 STAR HFT Plans for the next year A short report on HFT/PXL plans for post May 2012 TPC – Time Projection Chamber.
L. Greiner 1FEE 2014 – STAR PXL Vertex Detector STAR HFT LBNL Leo Greiner, Eric Anderssen, Giacomo Contin, Thorsten Stezelberger, Joe Silber, Xiangming.
L. Greiner 1St. Odile CMOS Workshop – September 6-9, 2011 STAR HFT LBNL Leo Greiner, Eric Anderssen, Thorsten Stezelberger, Joe Silber, Xiangming Sun,
G. Contin | The STAR Heavy Flavor Tracker (HFT) and Upgrade Plan Quark Matter 2015 – Kobe, Japan Session : Future Experimental Facilities,
STAR HFT 1 Heavy Flavor Tracker Pixel Detector (HFT PXL) Howard Wieman LBNL for HFT collaboration First operational vertex detector based on Monolithic.
L. Greiner 1ATLAS Workshop LBL - September, 2013 STAR HFT LBNL Leo Greiner, Eric Anderssen, Giacomo Contin, Thorsten Stezelberger, Joe Silber, Xiangming.
Vertex 2008 July 28–August 1, 2008, Utö Island, Sweden CMOS pixel vertex detector at STAR Michal Szelezniak on behalf of: LBNL: E. Anderssen, L. Greiner,
On a eRHIC silicon detector: studies/ideas BNL EIC Task Force Meeting May 16 th 2013 Benedetto Di Ruzza.
Leo Greiner IPHC beam test Beam tests at the ALS and RHIC with a Mimostar-2 telescope.
ULTIMATE: a High Resolution CMOS Pixel Sensor for the STAR Vertex Detector Upgrade Christine Hu-Guo on behalf of the IPHC (Strasbourg) CMOS Sensors group.
Leo Greiner IPHC1 STAR Vertex Detector Environment with Implications for Design and Testing.
STAR Pixel Detector readout prototyping status. LBNL-IPHC-06/ LG22 Talk Outline Quick review of requirements and system design Status at last meeting.
X,Sun1CERN meeting, May 29, 2011 STAR STAR Heavy Flavor Tracker Upgrade --PXL Detector Xiangming Sun Lawrence Berkeley National Lab L. Greiner, H. Matis.
LBNL Eric Anderssen, Leo Greiner, Thorsten Stezelberger, Joe Silber, Xiangming Sun, Michal Szelezniak, Chinh Vu, Howard Wieman UTA Jerry Hoffman, Jo Schambach.
L. Greiner 1Project X Physics Study, Fermilab, June 18, 2011 STAR HFT LBNL Leo Greiner, Eric Anderssen, Thorsten Stezelberger, Joe Silber, Xiangming Sun,
1 PIXEL H. Wieman HFT CDO LBNL Feb topics  Pixel specifications and parameters  Pixel silicon  Pixel Readout uSTAR telescope tests 
Multiple Scattering and Sensor Thickness Preserving track extrapolation accuracy to bulk of particles at low momentum requires ultra-thin sensors and mechanical.
The STAR PXL detector cooling system LBNL: Eric Anderssen, Giacomo Contin, Leo Greiner, Joe Silber, Thorsten Stezelberger, Xiangming Sun, Michal Szelezniak,
Operational Experience with the STAR MAPS Vertex Detector
The STAR Heavy Flavor Tracker PXL detector readout electronics
Leo Greiner, Eric Anderssen, Howard Matis,
Presentation transcript:

MAPS based vertex detector at STAR Michal Szelezniak 1 on behalf of: E. Anderssen 1, X. Dong 1, L. Greiner 1, J. Kapitan 2,S. Margetis 3, H. Matis 1, H.G. Ritter 1, J. Silber 1, T. Stezelberger 1, X. Sun 1, F. Videbaek 4, Ch. Vu 1, H. Wieman 1, Y. Zhang 1 1 LBNL, 2 NPI ASCR, 3 KSU, 4 BNL Vertex th International Workshop on Vertex Detectors, 6-11 June 2010, Loch Lomond, Scotland

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 2 2 Outline STAR HFT Upgrade PIXEL (PXL) Requirements PIXEL Geometry PIXEL Development Path – Sensors – RDO electronics – Mechanical support – cooling tests – Readout cable development Summary and Outlook

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 3 3 STAR Heavy Flavor Tracker (HFT) Upgrade The HFT is a tracking upgrade to the STAR detector to identify mid rapidity Charm and Beauty mesons and baryons through direct reconstruction and measurement of the displaced vertex with excellent pointing resolution. Graded resolution: TPC→SSD → IST → PXL ~1mm ↘ ~300µm ↘ ~250µm ↘ <30µm TPC – Time Projection Chamber (main detector in STAR) HFT – Heavy Flavor Tracker SSD – Silicon Strip Detector IST – Inner Silicon Tracker PXL – Pixel Detector (PIXEL)

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 4 4 PIXEL Requirements Pointing resolution(12  19GeV/p  c)  m LayersLayer 1 at 2.5 cm radius Layer 2 at 8 cm radius Pixel size18.4  m X 18.4  m Hit resolution8  m Position stability6  m rms (20  m envelope) Radiation length per layerX/X 0 = 0.37% Number of pixels436 M Integration time (affects pileup) 0.2 ms Radiation requirement20 to 90 kRad 2*10 11 to MeV n eq/cm 2 Rapid detector replacement < 8 Hours critical and difficult

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 5 5 PIXEL Geometry 2.5 cm radius 8 cm radius Inner layer Outer layer End view One of two half cylinders 20 cm  coverage ±1 Total: 40 ladders The detector ladders are 50 µm thinned silicon, on a flex kapton/aluminum cable. Cantilevered support

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 6 6 PIXEL Prototype Development Path Sensor development Readout development Mechanical development Cable development Small scale prototypes Full – reticle prototypes Pre- production prototype ADC based readout Binary readout of all pixels Ladder readout Digital RDO + zero suppression Probe tests Cooling & vibration tests Ladder prototype Sector prototype Prototype detector

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 7 7 PIXEL Prototype Development Path Sensor development Readout development Mechanical development Cable development Small scale prototypes Full – reticle prototypes Pre- production prototype ADC based readout Binary readout of all pixels Ladder readout Digital RDO + zero suppression Probe tests Cooling & vibration tests Ladder prototype Sector prototype Prototype detector

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 8 8 MAPS Prototypes For PIXEL Designed by IPHC Phase-1 prototype Reticle size (~ 4 cm²) Pixel pitch 30 μm ~ 410 k pixels Column parallel readout Column discriminators Binary readout of all pixels Data multiplexed onto 4 LVDS 160 MHz Integration time 640 μs Functionality tests and yield look very good. Measured ENC is 15 e-. Beam test to measure MIP efficiency planned for Phase-2 prototype Small mask adjustments to improve discriminator threshold dispersion Design based on Mimosa26 architecture Reticle size (~ 4 cm²) Pixel pitch 20.7 μm (recent change) 890 k pixels Reduced power dissipation Vdd: 3.0 V Optimized pixel pitch vs. Non-ionising radiation tolerance Estimated power consumption ~134 mW/cm² Short integration time μs Improved pixel architecture Optimized discriminator timing Improved threshold uniformity on-chip zero suppression 2 LVDS data 160 MHz Current generation Next generation (in design) PIXEL benefits from the continuous MAPS development at IPHC.

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 9 9 Probe Tests Testing diced and thinned sensors to meet yield requirements for ladder assembly Initial testing with ~75 μm travel past touchdown 30 μm additional lowering of probe pins Phase-1 discriminator transfer functions ƒ(threshold voltage) observed on two of the probed sensors : We are considering possibility of using pad protection diodes to verify good contacts Vacuum chuck for probe testing 50 μm thick MAPS Sensors designed with dedicated probe pads in the sensor pad ring. Automated test system allows for a qualitative analysis of probed sensors.  Including identification of dead/stuck pixels 13 full-thickness, diced sensors probe tested. Results are very promising. Up to 3 probe tests on a sensor. We will begin testing thinned sensors within the next few days

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 10 PIXEL RDO Basic Unit 2 m (42 AWG TP) 6 m (24 AWG TP) 100 m (fiber optic) 4 ladders per sector 1 Mass Termination Board (MTB) per sector 1 sector per RDO board 10 RDO boards in the PIXEL system RDO motherboard + Xilinx Virtex-5 Dev Board RDO PC with DDL link to RDO board Mass termination board + latch up protected power daughtercard Measured BER (bit error rate) of < PIXEL RDO architecture validated with data path test ← Front Back ↓

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 11 PIXEL Mechanical Support A well controlled method for installation of the pixel detector has been developed with emphasis on ease of operation and avoidance of detector risk Insertion mechanism to guide detector around beam pipe and beam pipe support uses track and carriage with hinge and cam to guide into final docking position defined by locking kinematic mounts other requirements: Fast detector replacement capabilities Air cooling Mechanical stability within a 20 μm window is required.

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 12 PIXEL Thermal Analysis and Testing Silicon power: 100 raised to 170 mW/cm 2 (~ power of sunlight) 350 W total in the low mass region (Si + drivers) CFD computational fluid dynamics An air-flow based cooling system has been chosen for PIXEL to minimize material budget. Detector mockup to study cooling efficiency low mass region The large CTE difference between silicon and kapton is a potential source of thermal induced deformation.

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 13 Detector Mockup Driver section ~ 6 cm Sensor section ~20 cm Kapton cables with copper traces forming heaters allow us to dissipate the expected amount of power in the detector 6 thermistors on each ladder One of the sectors (sector 1) was equipped with 10 dummy silicon chips per ladder, with Pt heaters deposited on top of silicon Power ~340 W Airflow 10.1 m/s Thermal camera image of sector 1:

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 14 Cooling Tests at ~340 W Measurement results agree with simulations Air flow-induced vibrations < 10 m/s) are within required stability window unsuported end mid-section fixed end Solid – inner layer Open – outer layer

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 15 Sensor RDO Cable Development Side view (exaggerated vertical scale) Preliminary Design: Hybrid Copper / Aluminum conductor flex cable Low mass region calculated X/X 0 for Al conductor = % Low mass region calculated X/X 0 for Cu conductor = % PIXEL Cable development stages: 1.Infrastructure testing board 2.Prototype detector cable FR-4 with Cu traces 3.Prototype detector cable Kapton with Cu traces 4.Prototype detector cable Kapton with Al traces Al based cable is needed for low radiation length in the low mass region. A detailed description of the challenge is available at Driver regionLow mass Sensor region

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 16 Coupling mechanism is under investigation. Next board with 50 μm Phase-2 prototypes is being assembled. Infrastructure Test Board This is a ladder level system test – complete chain of RDO system that has never been fully tested (MTB, RDO, long cables) Multidrop clock working JTAG daisy chain working (with caveats) Just started taking data Ladder-like layout except for Power and GND Very preliminary results with full thickness Phase-1 prototypes: Noise One sensor at a time100 % All sensors on (high discriminator threshold → low switching/output activity) – expected running configuration Up to 125 % (122 % on average) All sensors on (low discriminator threshold → high switching/output activity) Up to 145 % (138 % on average)

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 17 Summary and Outlook Development of the detector’s mechanical support is well advanced – Very low mass detector support designs have passed multiple analysis tests and prototype tests addressing cooling and position stability. – Prototype tooling is in place and tested for sector/ladder production. – Concept designs for installation and insertion are well advanced. MAPS technology development at IPHC is well advanced and on schedule The RDO data path architecture has been validated and hardware prototypes have been produced – Testing of individual sensors works well. – We have just started reading out 10 sensor ladders. Test plans: – Beam test with Fermilab HFT is headed for CD2/3 in Q4 FY2010 HFT completion scheduled for Q3 FY 2013

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 18 Thank you for your attention!

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 19 backup

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 20 Vacuum chuck Vacuum chuck for probe testing 50 μm thick MAPS

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 21 Stability requirement drives design choices The detector ladders are thinned silicon, on a flex kapton/aluminum cable The large CTE difference between silicon and kapton is a potential source of thermal induced deformation even with modest deg C temperature swings Two methods of control – ALICE style carbon composite sector support beam with large moment of inertia – Soft decoupling adhesive bonding ladder layers

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 22 RDO requirements Triggered detector system fitting into existing STAR infrastructure (Trigger, DAQ, etc.) Deliver full frame events to STAR DAQ for event building at approximately the same rate as the TPC (1 kHz for DAQ1000). Have live time characteristics such that the Pixel detector is live whenever the TPC is live. Reduce the total data rate of the PXL detector to a manageable level (< TPC rate of ~1MB / event). Contain additional functionality for full sensor characterization including production probe testing.

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 23 Cooling Test Setup

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 24 Cooling Test Setup

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 25 HFT PXL status – fabrication and tooling

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 26 Monolithic Active Pixel Sensors Standard commercial CMOS technology Room temperature operation Sensor and signal processing are integrated in the same silicon wafer Signal is created in the low-doped epitaxial layer (typically ~10-15 μm) → MIP signal is limited to <1000 electrons Charge collection is mainly through thermal diffusion (~100 ns), reflective boundaries at p-well and substrate → cluster size is about ~10 pixels (20-30 μm pitch)‏ 100% fill-factor Fast readout Proven thinning to 50 micron MAPS pixel cross-section (not to scale)‏

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 27 Vibrations caused by airflow Sector 1, Ladder 2 Beginning of the driver section (Supported end) End of sensor section (Unsupported end) coupled means that the unsupported end is tied to sector 2 (coupled )

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 28 HFT PXL status – air flow vibration tests air velocity probe two positions shown capacitance vibration probe two positions shown carbon fiber sector beam adjustable wall for air turn around air in air out no reinforcement at the end 8 µm 3 µm 2 µm 11 µm 4 µm reinforced end

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 29 LVDS Data Path Testing at 160 MHz Data Path Architecture Validated Measured BER (bit error rate) of < ns eye pattern opening for 1 m 42 AWG cables at 200 MHz Ladder mock-up with 1-to-4 LVDS fanout buffers Mass termination board + LU monitoring 42 AWG wires 24 AWG wires Virtex-5 based RDO system with DDL link to PC

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 30 Sensor RDO Cable Development A detailed description of the challenge is available here A single sided test cable design has been produced for fabrication at Datex to assess capability and quality. Some delay due to material issues. It is difficult to find anyone willing to fabricate kapton/Al. We have located some 1 mil Al on 1 mil mylar and shipped it to Datex. They are evaluating the suitability. Datex is about to start first attempt at fabrication. Other vendors (SE SRTIIE, Kharkov,Ukraine and CERN?) will be contacted.

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 31 Project status CD-0 (Critical Decision-0, Mission Need) approved in Feb 2009 CD-1 review in Nov (“One of the alternatives proposed in the CD-0 is selected and a credible cost range is established”) – CD-1 homework sent to DOE, waiting for approval Ready for CD 2/3 in Q4FY10 (Performance Baseline / Start of Construction) – Next step in DOE approval process. HFT will become a full construction project and construction funds will be released upon successful completion. – Requires a significant amount of technical and management documentation to be generated. HFT completion scheduled for Q3 FY 2013 Formal Department of Energy (DOE) milestones:

Michal Szelezniak Vertex 2010, 6-11 June 2010, Loch Lomond, Scotland 32 NoiseFPN (~0.55 noise) One sensor at a time100 % All sensors on (high discriminator threshold → low switching/output activity) – expected running configuration Up to 125 % (122 % on average) Up to 140 % ( 128 % on average) All sensors on (low discriminator threshold → high switching/output activity) Up to 145 % (138 % on average) Up to 160 % (138 % on average)