Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
TBD + update on FRATs WG activities
Search
transientskp
June 23, 2012
Science
0
110
TBD + update on FRATs WG activities
Sander ter Veen
LOFAR Transients Key Project Meeting, Meudon, December 2011
transientskp
June 23, 2012
Tweet
Share
More Decks by transientskp
See All by transientskp
Sourcefinding Strategy in MSSS, the first LOFAR survey
transientskp
0
150
A Modified Flagger for Transient Radio Signals
transientskp
0
170
Transient Detection and SQL
transientskp
0
220
The Trap: Now & Next
transientskp
0
130
Transients Database Performance
transientskp
0
190
Training the Trap
transientskp
1
160
AARTFAAC Status Update
transientskp
0
150
LOFAR + Gaia (+ X-ray) Transients
transientskp
0
230
Heterogeneous Telescope Networks
transientskp
0
160
Other Decks in Science
See All in Science
People who frequently use ChatGPT for writing tasks are accurate and robust detectors of AI-generated text
rudorudo11
0
170
機械学習 - K-means & 階層的クラスタリング
trycycle
PRO
0
1.2k
PPIのみを用いたAIによる薬剤–遺伝子–疾患 相互作用の同定
tagtag
0
120
機械学習 - ニューラルネットワーク入門
trycycle
PRO
0
910
A Guide to Academic Writing Using Generative AI - A Workshop
ks91
PRO
0
170
あなたに水耕栽培を愛していないとは言わせない
mutsumix
1
150
[Paper Introduction] From Bytes to Ideas:Language Modeling with Autoregressive U-Nets
haruumiomoto
0
180
データマイニング - グラフ埋め込み入門
trycycle
PRO
1
130
会社でMLモデルを作るとは @電気通信大学 データアントレプレナーフェロープログラム
yuto16
1
460
【論文紹介】Is CLIP ideal? No. Can we fix it?Yes! 第65回 コンピュータビジョン勉強会@関東
shun6211
5
2.2k
Hakonwa-Quaternion
hiranabe
1
170
なぜ21は素因数分解されないのか? - Shorのアルゴリズムの現在と壁
daimurat
0
240
Featured
See All Featured
From Legacy to Launchpad: Building Startup-Ready Communities
dugsong
0
120
Context Engineering - Making Every Token Count
addyosmani
9
560
Agile that works and the tools we love
rasmusluckow
331
21k
The Organizational Zoo: Understanding Human Behavior Agility Through Metaphoric Constructive Conversations (based on the works of Arthur Shelley, Ph.D)
kimpetersen
PRO
0
200
Designing for humans not robots
tammielis
254
26k
Rails Girls Zürich Keynote
gr2m
95
14k
Large-scale JavaScript Application Architecture
addyosmani
515
110k
The agentic SEO stack - context over prompts
schlessera
0
570
Why You Should Never Use an ORM
jnunemaker
PRO
61
9.7k
Leadership Guide Workshop - DevTernity 2021
reverentgeek
1
170
From π to Pie charts
rasagy
0
92
Odyssey Design
rkendrick25
PRO
0
440
Transcript
Progress on the TBB front: FRATS and Cosmic Rays Sander ter Veen For the FRATS working group and the Cosmic Ray KSP
Transient Buffer Board (TBB) Store the raw data of each dipole/1le signal in a RAM ring buffer
Taking TBB data Step 1: Step 2: Select dipoles/staEons Select 5 μs – >1.3s of data
Turn the LOFAR telescope ….
into the Virtual LOFAR telescope
High Eme resoluEon (5ns) Large bandwidth (100 MHz) Lightning flash recorded with TBBs
All/large sky coverage Lightning direc1on finding LBA all‐sky image with 1 sta1on
Near‐field imaging Cosmic Rays Pulsed RFI
Parallel system Imaging + Beamformed And TBB Cosmic Rays! Credit: George Heald and LOFAR Pulsar Working Group
Limited Eme • 1.3 s at full resoluEon • More Eme by: – Less bandwidth – 25s @ 5 MHz – Less elements – More memory (upgrade to 5.2 s?)
– 100s @ 5 MHz
Obtaining TBB data • Current framework: Python scripts – Trigger handling program listens for triggers (UDP packages) – If a trigger is received check if dumping is allowed: • Is there an observaEon running? • Does the current project allow dumping?
• Does the current observaEon allow dumping? • Is dumping allowed on all observaEons at this Eme? – Is the current observaEon excluded? • Wanted: key that tells if dumping is allowed – Execute ssh commands at the staEon to tell them to dump data
Official TBB Trigger handling framework • Triggerbox (astronomer program) sends requests (STOP, DUMP, RESTART) • Requests are handled by central system (MAC) • Central system checks if requests can be complied to
• Central system asks the staEons to send TBB data. • Coming soon…
TBB data writer • A new data writer is started on each storage node at every new observaEon • Part of the metadata is added to the previous observaEon by a separate program • ASTRON is working on a new official supported data writer including metadata
• Similar to beam‐formed HDF5 data writer. • New data writer should support subband data
Science cases • Fast Radio Transients (FRATs) • Very High Energy Cosmic Rays (VHECR) • Ultra High Energy Cosmic Rays (NuMoon)
Possible FRATs Sources Millisecond pulses from: Pulsars/ RRATs (exo) planets Flare stars
Other sparkers? Lorimer et al. 2007 Keane et al. 2011
DetecEon • Rare events – Cover large area: • Incoherent beam – Cover long duraEon: • Parallel observaEons • Dispersed events: – MulEple DM trials
• Source idenEficaEon: – Use Transient Buffer Boards
FRATS ObservaEon Diagram Transient Buffer Board Data storage LOFAR dipoles Trigger algorithm Dump request handler
“Transient detected” ObservaEon parameters BlueGene/P UV Data BF Data BF Data TBB Data
FRATS Real‐Eme detecEon. Dedispersion in mulEple frequency bands Coincidence requirement between the bands Image from TBB data Used to idenEfy source
MSSS + FRATS • Piggy‐back on MSSS observaEons • Add incoherent stokes to MSSS observaEon • Send incoherent stokes to separate node • Test observaEons showed no severe data loss on imaging data
• Test run last weekend (9‐11 december) – No imaging dataloss in all but 1 (Cal.) observaEon • Incoherent stokes can be added
Current Trigger algorithm issues • In progress: Allow for non‐conEnuous frequency axis (MSSS) • To Do: Smarter RFI checks – MulE‐beam anE‐coincidence – DM=0 veto with last N samples – Pelican rouEnes? •
To Do: Check if pulse is likely from a known pulsar (k3match)
To Do: TBB data reducEon • TBB data volume is very large ~ 2 TB • Data volume can be reduced in two ways: • “staEon beamforming” – Some dipoles to form a staEon beams – Factor 48 reducEon – But: Lose sensiEvity outside primary beam (RFI in sidelobes)
• Coherent dedispersion – Only keep a fracEon of the Emeseries – Factor 10‐100 – But: Unable to analyse for other DMs
Cosmic Rays Very High Energy Cosmic Rays
Why study Cosmic Rays? • Most energeEc parEcles • Origin: AGN ? • To determine – Chemical composiEon – DirecEon – Energy
• Radio emission – complementary probe – 100% duty cycle
Radia1on mechanisms • Two main coherent emission mechanisms: • Charge excess (Askaryan, NuMoon in air) • GeomagneEc effect
Why CR + LOFAR • Dense instrumentaEon (polarizaEon!) • Probe electromagneEc field at many points • Pin down emission processes • Derive the properEes of air showers through radio emission
• Measure spectrum and composiEon of CR from 1017 ‐1019 eV (transiEon GalacEc to extragalacEc origin)
Cosmic Ray Detec1on • Two methods: – Radio self‐trigger • Any LOFAR staEon (large area) • But also RFI triggers – LORA triggered • No false triggers • Small area (only CRs near Superterp) • Train radio‐only trigger
• Obtain 1‐5 ms of Transient Buffer Board data
Royal Fes1ve Intermezzo (RFI)
Effec1ve RFI excision
There is another way: • LOFAR Radboud air shower Array (LORA) • ScinEllator array on superterp detects electrons and muons. • Coincidence between the scinEllators are cosmic rays
• Trigger TBBs from LORA
ObservaEon Diagram Transient Buffer Board Data storage LOFAR dipoles Dump request handler ObservaEon parameters
BlueGene/P UV Data BF Data TBB Data LORA ParEcle detector “Cosmic Ray Detected”
Cosmic Ray Foot(finger) Print
The Virtual LOFAR telescope: TBB data + pycrtools (LUS)
Analysis pipeline
Calibra1on
Peak IdenEficaEon
Find delays between dipoles
DirecEon esEmaEon
Delay stability
Beamforming
Lateral DistribuEon FuncEon
Theory matches signal?
Where is the shower core?
Where is the shower core? LDF, LORA esEmated core
Where is the shower core? LDF, Core by LOFAR Barycenter
Where is the shower core? LDF, LOFAR ConEnuity requirement
NuMoon • CR and neutrino > 10^21 eV • Large surface: Moon • Nanosecond pulses • Skip 2nd PPF Works •
Invert staEon PPF • Correct for misalignment from clocks • Noise analysis on 5 min data chunks
Conclusion • TBBs are a very usefull addiEon to the system • First tests FRATs + MSSS succesful • LOFAR is a major facility for radio detecEon of cosmic rays • Cosmic Ray observaEons and analysis (almost)
automated – SEll manually set permissions – Manually start trigger system and datawriters on CEP once.