CHIME. Kendrick Smith on behalf of the CHIME collaboration Barcelona, September 2015

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Transcription:

CHIME Kendrick Smith on behalf of the CHIME collaboration Barcelona, September 2015

*Mandana*Amiri* *Philippe*Berger* *Kevin*Bandura* *Dick*Bond* *JeanEFrancois*Cliche* *Liam*Connor* *Meiling*Deng* *Nolan*Denman* *MaI*Dobbs* *Mateus*Fandino* *Kenneth*Gibbs* *Adam*Gilbert* *Deborah*Good* *Mark*Halpern* *David*Hanna* *Adam*Hincks* *Gary*Hinshaw* *Carolin*Hofer* *Gilbert*Hsyu* *Peter*Klages* *Tom*Landecker* *Kiyoshi*Masui* *Juan*Mena*Parra* *Laura*Newburgh* *Mike*Nolta* *Niels*Oppermann* *UeELi*Pen* *Jeff*Peterson* *Tristan*PinsonneaultEMarroIe* *Andre*Recnik* *Richard*Shaw* *Seth*Siegel* *Kris*Sigurdson* *Graeme*Smecher* *Rick*Smegal* *Kendrick*Smith* *Amy*(Qing*Yang)*Tang* *Keith*Vanderlinde* *Don*Wiebe* Dominion*Radio* University*of*Bri.sh*Columbia* Astrophysical*Observatory* University*of*Toronto* McGill*

21-cm emission as a tracer of large-scale structure Neutral hydrogen (HI) has a long-lived emission line at λ0=21cm 1s triplet 1s singlet

21-cm emission as a tracer of large-scale structure Neutral hydrogen (HI) has a long-lived emission line at λ0=21cm Intensity mapping: by observing the radio sky as a function of angle θ,φ and wavelength λ, make a 3D map of fluctuations in HI density (or HI thermal state). Chang et al 2008, Wyithe and Loeb 2008

Ciardi & Madau 2003 21-cm emission as a tracer of large-scale structure Neutral hydrogen (HI) has a long-lived emission line at λ0=21cm Intensity mapping: by observing the radio sky as a function of angle θ,φ and wavelength λ, make a 3D map of fluctuations in HI density (or HI thermal state). At high redshifts (5 z 12), HI fluctuations are mainly sourced by reionization bubbles; we get a map of patchy reionization.

21-cm emission as a tracer of large-scale structure Neutral hydrogen (HI) has a long-lived emission line at λ0=21cm Intensity mapping: by observing the radio sky as a function of angle θ,φ and wavelength λ, make a 3D map of fluctuations in HI density (or HI thermal state). At high redshifts (5 z 12), HI fluctuations are mainly sourced by reionization bubbles; we get a map of patchy reionization.! At low redshifts, hydrogen is mostly ionized. Some HI survives in self-shielding systems. (CHIME: 0.8 z 2.5)

21-cm emission as a tracer of large-scale structure Neutral hydrogen (HI) has a long-lived emission line at λ0=21cm Intensity mapping: by observing the radio sky as a function of angle θ,φ and wavelength λ, make a 3D map of fluctuations in HI density (or HI thermal state). At high redshifts (5 z 12), HI fluctuations are mainly sourced by reionization bubbles; we get a map of patchy reionization.! At low redshifts, hydrogen is mostly ionized. Some HI survives in self-shielding systems. (CHIME: 0.8 z 2.5) Since HI systems trace large-scale structure, we get a 3D map of the cosmological density field (individual HI systems unresolved)

21-cm emission as a tracer of large-scale structure Can use this 3D map to do large-scale structure: baryon acoustic oscillations, lensing, redshift-space distortions, etc.! Main goal of CHIME is to measure the BAO standard ruler D(z) H(z) SDSS (2012)

CHIME No moving parts, sky is surveyed via Earth rotation Frequency range 400-800 MHz (redshift 0.8 z 2.5) Pathfinder instrument running! (128 dual-pol feeds, 40x25 m 2 ) Full instrument under construction (1024 feeds, 80x100 m 2)

CHIME reflectors amplifiers, analog filters FPGA channelizer GPU correlator Disk Realtime backend

CHIME reflectors amplifiers, analog filters Reflectors: - instrumented with 1024 (4x256) feeds - each feed sees narrow primary beam - Earth rotation gives full sky coverage FPGA channelizer GPU correlator North-South: ~100 deg Disk Realtime backend East-West: ~1.3 deg

CHIME reflectors amplifiers, analog filters Analog chain: - amplifies signal and bandlimits to 400 < ν < 800 MHz. - output of this stage is two analog signals (polarizations) for each feed FPGA channelizer GPU correlator Disk Realtime backend

CHIME reflectors amplifiers, analog filters FPGA channelizer FPGA channelizer: - analog to digital conversion - digital channelization into 1024 frequency bands (Δν = 380 khz) - output of this stage is 1024 digital timestreams per polarization per feed GPU correlator Disk Realtime backend

CHIME reflectors amplifiers, analog filters FPGA channelizer GPU correlator: - correlates different feeds/polarizations in same frequency channel - output roughly consists of an I,Q,U,V measurement for every synthetic beam and frequency channel 1/3 deg GPU correlator Disk Realtime backend primary beam ~1000 synthetic beams

CHIME reflectors amplifiers, analog filters Realtime backend:! - Transient searches have data volumes too large to write to disk, must search in real time. FPGA channelizer GPU correlator!! - E.g. fast radio bursts: duration ~1 ms, data volume is ~1 petabyte/day! - Backend recently funded, currently in design stage Disk Realtime backend

BAO forecasts The CHIME pathfinder is an interesting BAO experiment, comparable to current surveys.! Full CHIME is a Stage-IV dark energy experiment! CHIME pathfinder Full CHIME

Foregrounds: the reason this is hard

Foregrounds: the reason this is hard Strategy: radio foregrounds are very spectrally smooth, whereas 21-cm anisotropy has small-scale power in the frequency (radial) direction.! So foregrounds and 21-cm can be separated by high-pass filtering along the frequency axis.

Foregrounds: the reason this is hard Problem: beam is frequency-dependent (diffractive) which leads to mode mixing. Naive high-pass filtering doesn t work.

Foregrounds: the reason this is hard Shaw et al 2013, 2014: can separate foregrounds and 21-cm by linear algebra tricks if the instrument is perfectly characterized. (Key idea: use block diagonality in m) Galaxy 21-cm S/F > 10

Foregrounds: the reason this is hard Instrument must be very well-characterized. From sims: - Calibration requirement (complex gains) ~1% - Beam modeling requirement ~0.1% Other ideas which filter more aggressively may also be useful: - Foreground wedge? - Delay-space filtering?

Fast radio bursts DM (pc cm FRB0102 375 ~0.3 FRB1102 944 ~0.81 FRB1106 723 ~0.61 FRB1107 1103 ~0.96 FRB1201 553 ~0.45 FRB1211 557 ~0.26 z

Pulsars?

CHIME is an enormous computation: - Total bandwidth 6.4 Tbps (global internet: ~250 Tbps!) - Correlator is ~7 petaflops (achieved by bit-packing tricks) - Reduced data is tens of TB per day Moore s law: key computing parameters (e.g. flops/watt, network speed, memory bandwidth) increase exponentially with doubling time TMoore ~ 24 months. Building an instrument like CHIME has just become possible (on a reasonable budget) recently: - cheap teraflop gaming GPU s - cheap 10Gbps ethernet

The 21cm (auto) power spectrum hasn t been detected yet, but we hope to measure it well enough to be a stage-iv dark energy experiment! (CMB analog: pre-cobe Planck in one experiment?) Great promise: if CHIME works well, cost of scaling up the collecting area A is either - proportional to A, or (e.g. reflector) - proportional to A exp(-t/tmoore)! (e.g. correlator) Most scalable way to measure more large-scale structure modes

A huge volume is potentially measurable! Can try to map (1) low-z (2) reionization (3) dark ages although foreground temperature varies as T ~ (1+z) 2.5 At high z, the power spectrum goes out to very high k, so there is essentially no fundamental limit on how many modes we might measure

Thanks!