Claire Juramy, Pierre Antilogus, Andrew Bradshaw, Craig Lage, Stuart Marshall, Andrew Rasmussen, Yousuke Utsumi LPNHE, Paris - SLAC - UC Davis ...
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Claire Juramy, Pierre Antilogus, Andrew Bradshaw, Craig Lage, Stuart Marshall, Andrew Rasmussen, Yousuke Utsumi LPNHE, Paris - SLAC - UC Davis DeMo2021 - 16th June 2021 1
§ LSST focal plane: rafts (9 CCDs): 13x T-e2v CCD250, 8x ITL STA3800C (+ 4x corner rafts = 3 ITL CCDs) § T-e2v CCD250 exhibit variety of «tearing» patterns in flat-field images: pollute corrections of Pixel Response Non-Uniformity, astrometric distortions § First tests with single-sensor test stand: understanding generation of tearing patterns, mitigation in unipolar mode and in bipolar mode § Modelling based on sensor physical analysis § Applied to full focal plane, limitations on voltage sets 2
§ T-e2v CCD250 baseline operation: unipolar mode, Back- Substrate Bias at -70V § 16 channels, 16 Mpix, 2s readout § Segmentation: ‘corner turn’ § Blooming stop implant § Operating in bipolar mode can have beneficial effects: serial CTE, dark current, full well § Concerns for sensor safety: BSS to -50V, Parallel Low clock voltage PL > - 6V § Parallel clock (P4) used as reset switch for second stage of output amplifier: ties parallel clock voltages to serial readout § Readout electronics: § Can drive CCDs with bipolar voltages § Cannot shift voltages between exposure and readout (ZTF) § Cannot set slopes on clock shifts (voltage-driven) 3
amplitude ~ 7 % Ø Effect from channel stops: isolated darker and lighter columns are paired, surrounded by excess/deficit respectively Ø Same mechanism as brighter-fatter, changing charge carriers and location 4
§ Skyline pattern: observed at high deltaP (> 9.5V), builds up from middle of sensor § Thin tearing: excess of charges comes before deficit in readout: not an issue with parallel transfer 5
§ Tearing boundaries: better uniformity inside § Outside: ‘divisadero’ appears at segment edges § Divisadero also appears in frames with no tearing patterns § Deficit of holes in the single channel stop between segments ~ 3% amplitude, symmetrical across segment edges, 5+ columns wide 6
§ Single sensor: operating in bipolar mode with PL < -6.5V removes the tearing and the divisadero § Raft (9 sensors): one sensor with a strong bright defect required an added ‘purge’ step to remove the tearing pattern. § All four phases of parallel clocks set to low at the same time § Right before each exposure § Similar operations in p-CCDs § In inversion: holes can circulate § ‘Purging’ (even with PL = 0V) = smoothing out hole distributions in channel stops § Test procedure: start with a ‘purge’ at -7V, then observe emergence of patterns purged at 0V purged at -7V S1+S2 high 7
Purge at -7V Bipolar read Unipolar read Unipolar read (no Unipolar clear(s) (no clear) clear), high PU and read Divisadero No distortions Read (no/fast clear) Read (no/fast clear) Read (no/fast clear) Unipolar clear(s) and read No distortions Divisadero Tearing pattern (large) Tearing pattern (thin) § Distortions in one frame depend on the readout mode in the previous frame, and on whether there is a clear, but not on the readout mode of the current frame § Incoming photoelectrons are affected by the hole densities fixed before exposure 8
§ Reverse clocking (1,000 rows) in unipolar mode, with high PU value (>9.5 V): reverse tearing pattern appears near edges of sensor § Pattern matches model that holes have been pushed away from the sensor edges 9
§ “Physical and electrical analysis of LSST sensors”, Lage, C., arXiv:1911.09577 § Based on SEM micrograph of deprocessed CCD, SIMS analysis § Channel stops: ‘dots’ of boron implants (not the case for ITL STA3800C) (before applying area factor) 10
§ Model: “Poisson_CCD: A dedicated simulator for modeling CCDs”, Lage, C., Bradshaw, A., Tyson, T., arXiv:1911.09038 § Solves Poisson equations numerically for potential and free carrier densities § Simulates photo-electron propagation § Can repeat simulation with different conditions to simulate CCD charge transport § Boron dots act as hole traps (depending on parallel clock voltages) 11
§ Poisson_CCD: compares PL = -6V and PL = -8V: hole density under clock low phases § With PU = + 3.5V, 10,000 e-, 190,600 h+ 12
§ Poisson_CCD: compares PL = -6V and PL = -8V: hole density during ‘purge’ phase § With PU = PL, 0 e-, 370,100 h+ 13
§ Unipolar mode: tearing, or divisadero only (with fast clear) § Bipolar mode: variety of structures depending on working conditions and sensor 14
§ Path for holes at segment edges, affected by level of serial clocks § Serial clock states during purge § Serial flush during exposure § Blooming stop § Depletion near sensor edges § Parallel clock propagation 15
§ Fractional displaced signal (per-row): fds = 4*(s-2+s+2-s-1-s+1)/(s-2+s-1+s1+s2) (from A. Rasmussen, 2014 JINST 9 C04027) 16
§ Parallel clock voltages: deltaP = 9.3 V § ‘Purge’ duration: 3 ms § No serial flush during exposure § Longer parallel transfer times (improved full well) § Tried other mitigations: reverse flush (issue with bright columns, amplifier boundaries, reverse tearing) 17
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§ Combination of divisadero and brighter-fatter § Shape and amplitude match 19
§ Early idea: holes generated and removed by parallel clocking § Simpler model: in unipolar mode, there is a number of holes confined to each channel stop. § After a purge at -7V, when shifting back to unipolar voltages, the holes come back/never really left, and are frozen into the channel stops with a uniform-looking distribution § Parallel clocking for clearing / readout can § In the other channel stops, holes move the holes in the same direction, with accumulate on the serial register side efficiency depending on exact parameters until the hole density reaches a limit. § In the channel stops at the segment edges, § These two effects cumulate to create the holes arriving at the serial register can the “divisadero” pattern. get out. 20
§ Transition from “rabbit ears” to tearing patterns: the clocking moves the holes efficiently enough along the channel stops to empty them, starting from the mid-line. § Wide tearing pattern: the edge of the hole density moves in the readout direction, until it is blocked by the accumulated holes, and the tearing pattern stabilizes. § Thin tearing pattern caused by clearing (and not readout): clearing sequence is more efficient at moving the holes. § Non-uniformity along columns: § Clocking in bipolar mode: holes can difference in total hole content or in move between channel stops, smooths hole capacity between channel stops. out distribution 21
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