Difference between revisions of "AGN paper LST1"

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(→‎Mrk 421)
(→‎Mrk 501)
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== Mrk 501 ==  
 
== Mrk 501 ==  
 +
'''Mrk501 coordinates''':
 +
 +
* RA = 16h 53m 52.21s
 +
* DEC = 39deg 45m 37.6s
 +
* z = 0.033640
  
 
=== Data available ===  
 
=== Data available ===  
 +
 +
=== Wobble observations ===
 +
 +
 +
{| class="wikitable"
 +
|-
 +
!colspan="3"| Mrk501 <br> Wobble observations
 +
|-
 +
| style="background-color: lightblue; text-align:center"|
 +
'''Date'''
 +
| style="background-color: lightblue;text-align:center"; style=max-width:8em|
 +
'''Runs, Zd < 30, 19.8 hrs'''
 +
| style="background-color: lightblue;text-align:center"; style=max-width:8em|
 +
'''Runs (Zd > 30, 5.24 hrs)'''
 +
|-
 +
! scope="row"| 20200710
 +
| 2177-2180
 +
|
 +
|-
 +
! scope="row"| 20200909
 +
|
 +
| 2606-2607
 +
|-
 +
! scope="row"| 20210317
 +
| 4139, 4140
 +
|
 +
|-
 +
! scope="row"| 20210319
 +
|
 +
| 4167-4170
 +
|-
 +
! scope="row"| 20210320
 +
| 4191-4193
 +
|
 +
|-
 +
! scope="row"| 20210321
 +
| 4212-4215
 +
|
 +
|-
 +
! scope="row"| 20210416
 +
| 4452, 4455
 +
|
 +
|-
 +
! scope="row"| 20210417
 +
| 4473-4476
 +
|
 +
|-
 +
! scope="row"| 20210418
 +
| 4480
 +
| 4483
 +
|-
 +
! scope="row"| 20210419
 +
| 4496-4498
 +
|
 +
|-
 +
! scope="row"| 20210503
 +
| 4586-4590
 +
|
 +
|-
 +
! scope="row"| 20210504
 +
| 4600-4602
 +
| 4597-4599
 +
|-
 +
! scope="row"| 20210506
 +
| 4625-4628
 +
|
 +
|-
 +
! scope="row"| 20210507
 +
| 4643-4645
 +
|
 +
|-
 +
! scope="row"| 20210508
 +
| 4656, 4657
 +
|
 +
|-
 +
! scope="row"| 20210509
 +
| 4673-4677
 +
| 4672
 +
|-
 +
! scope="row"| 20210605
 +
| 4921-4933
 +
| 4934
 +
|-
 +
! scope="row"| 20210606
 +
| 4944-4947
 +
|
 +
|-
 +
! scope="row"| 20210608
 +
| 4977
 +
|
 +
|-
 +
! scope="row"| 20210612
 +
| 5011
 +
|
 +
|-
 +
! scope="row"| 20210613
 +
| 5039, 5040
 +
| 5038
 +
|-
 +
! scope="row"| 20210702
 +
|
 +
| 5095-5096
 +
|-
 +
! scope="row"| 20210708
 +
| 5202-5205
 +
|
 +
|-
 +
! scope="row"| 20210710
 +
| 5227, 5228
 +
|
 +
|-
 +
! scope="row"| 20210801
 +
| 5438
 +
| 5439
 +
|-
 +
! scope="row"| 20210805
 +
| 5489, 5490
 +
|
 +
|-
 +
! scope="row"| 20210808
 +
| 5550
 +
| 5551
 +
|-
 +
! scope="row"| 20210906
 +
| 6076
 +
| 6077, 6078
 +
|-
 +
|}
 +
  
 
=== Data analysis ===  
 
=== Data analysis ===  
  
−
=== Main Results ===  
+
Analysis by Chaitanya Priyadarshi using v0.7.x data and MC. Using MC with 2 different sky pointing, where the RF model was trained using the corresponding MC DL1 files
 +
 
 +
* For zenith < 30 deg, MC (point-gamma, proton and electron) and RF models used -
 +
/fefs/aswg/data/mc/DL2/20200629_prod5_trans_80/gamma/zenith_20deg/south_pointing/20210923_v0.7.5_prod5_trans_80_dynamic_cleaning/
 +
/fefs/aswg/data/models/20200629_prod5_trans_80/zenith_20deg/south_pointing/20210923_v0.7.5_prod5_trans_80_dynamic_cleaning/
 +
 
 +
* For zenith > 30 deg, MC (point-gamma, proton and electron) and RF models used -
 +
/fefs/aswg/data/mc/DL2/20200629_prod5_trans_80/gamma/zenith_40deg/south_pointing/20210506_v0.7.3_prod5_trans_80_zen40deg_local_tailcut_8_4/
 +
/fefs/aswg/data/models/20200629_prod5_trans_80/zenith_40deg/south_pointing/20210506_v0.7.3_prod5_trans_80_zen40deg_local_tailcut_8_4/
 +
 
 +
 
 +
For DL3 cuts, energy-dependent cuts with an efficiency of 80% were used for gammaness and theta(only for point-like IRFs)
 +
Using the DL3 Tools of lstchain v0.9.2 and with gammapy developer build after the stable release of v0.19 (to extract signal from energy-dependent theta regions)
 +
 
 +
A total of 24.5 hrs of data was analyzed
 +
 
 +
For DL3 data reduction to DL4 dataset,
 +
* OFF regions selected - 1 Wobble
 +
* Safe Energy mask for systematics - No
 +
* Energy axes -
 +
** True: 10 GeV to 100 TeV with 10 bins per decade
 +
** Reco: 10 GeV to 40 TeV with 5 bins per decade
 +
 
 +
 
 +
For spectral analysis,
 +
* Model used - Log Parabola
 +
* Reference energy used by calculating the decorrelation energy with a Power Law fit, ~490 GeV
 +
* Spectral Fit energy range - 10 GeV to 40 TeV with 5 bins per decade
 +
* Spectral fit with gammapy default optimization - minuit
 +
 
 +
 
 +
 
 +
=== Main Results ===
  
 +
Preliminary LC and SED, for the full dataset-
  
 +
[[File:LC_Run_2177_6078_lp_model_e_ref_487GeV_fit_300GeV_100TeV.png]]
  
 +
[[File:SED_Run_2177_6078_lp_model_e_ref_487GeV_fit_range_w_5_bin_p_decade_10_40.png]]
  
 
== 1ES 1959+650 ==  
 
== 1ES 1959+650 ==  

Revision as of 11:55, 18 February 2022

People involved

  • Chaitanya Priyadarshi
  • Daniel Morcuende
  • David Sanchez
  • Estelle Pons
  • Andres Baquero
  • Ryuji Takeishi
  • Joshua Baxter
  • Gaetano Di Marco
  • Mireia Nievas
  • Monica Vazquez Acosta

Slack channel

https://cta-north.slack.com/archives/C031QEQ3YDP

List of AGNs

Mrk 421

Mrk421 coordinates:

  • RA = 11h 04m 27.314s
  • DEC = 38deg 12m 31.80s
  • z = 0.0308

Data available

Wobble (0.4 deg), Zd < 30

Mrk421
Wobble (0.4 deg)

Date

Runs (Zd < 30, 17.23 hrs)

Runs (Zd > 30, 11 hrs)

20201212 3222-3227 3216-3221
20201213 3238, 3239
20201214 3247-3250
20210214 3661-3665 3666-3668
20210215 3687, 3688
20210216 3715, 3716 3717-3721
20210217 3732-3736
20210219 3800
20210313 4016 4017-4019
20210316 4097-4100
20210317 4131-4134 4135-4138
20210318 4479
20210320 4184, 4185 4186-4188
20210321 4208
20210412 4386-4388
20210416 4441
20210417 4457-4459
20210418 4479
20210430 4568-4572
20210505 4612-4614
20210508 4612-4614
20210509 4667-4670 4671
20210531 4852, 4853
20210601 48668, 4869
20210606 4939
20210608 4962


Wobble (0.8 or 0.5 deg)

Mrk421
Wobble (0.8 or 0.5 deg)

Date

Runs, Zd < 30, 1.76 hrs

Runs, Zd > 30, 2.18 hrs

20210212 3617-3619 3620-3624
20210213 3641 3642-3646
20210416 4442, 4443

Data analysis

Analysis by Chaitanya Priyadarshi using v0.7.x data and MC. Using MC with 2 different sky pointing, where the RF model was trained using the corresponding MC DL1 files

  • For zenith < 30 deg, MC (point-gamma, proton and electron) and RF models used -

/fefs/aswg/data/mc/DL2/20200629_prod5_trans_80/gamma/zenith_20deg/south_pointing/20210923_v0.7.5_prod5_trans_80_dynamic_cleaning/ /fefs/aswg/data/models/20200629_prod5_trans_80/zenith_20deg/south_pointing/20210923_v0.7.5_prod5_trans_80_dynamic_cleaning/

  • For zenith > 30 deg, MC (point-gamma, proton and electron) and RF models used -

/fefs/aswg/data/mc/DL2/20200629_prod5_trans_80/gamma/zenith_40deg/south_pointing/20210506_v0.7.3_prod5_trans_80_zen40deg_local_tailcut_8_4/ /fefs/aswg/data/models/20200629_prod5_trans_80/zenith_40deg/south_pointing/20210506_v0.7.3_prod5_trans_80_zen40deg_local_tailcut_8_4/


For DL3 cuts, energy-dependent cuts with an efficiency of 80% were used for gammaness and theta(only for point-like IRFs) Using the DL3 Tools of lstchain v0.9.2 and with gammapy developer build after the stable release of v0.19 (to extract signal from energy-dependent theta regions)

A total of 27 hrs of data was analyzed

For DL3 data reduction to DL4 dataset,

  • OFF regions selected - 1 Wobble
  • Safe Energy mask for systematics - No
  • Energy axes -
    • True: 10 GeV to 100 TeV with 10 bins per decade
    • Reco: 10 GeV to 40 TeV with 5 bins per decade


For spectral analysis,

  • Model used - Log Parabola
  • Reference energy used by calculating the decorrelation energy with a Power Law fit, ~340 GeV
  • Spectral Fit energy range - 10 GeV to 40 TeV with 5 bins per decade
  • Spectral fit with gammapy default optimization - minuit


Main Results

Preliminary LC and SED, for the full dataset-

LC Run 3216 4962 lp model e ref 342GeV fit 300GeV 100TeV.png

SED Run 3216 4962 lp model e ref 342GeV fit range w 5 bin p decade 10 40.png

Mrk 501

Mrk501 coordinates:

  • RA = 16h 53m 52.21s
  • DEC = 39deg 45m 37.6s
  • z = 0.033640

Data available

Wobble observations

Mrk501
Wobble observations

Date

Runs, Zd < 30, 19.8 hrs

Runs (Zd > 30, 5.24 hrs)

20200710 2177-2180
20200909 2606-2607
20210317 4139, 4140
20210319 4167-4170
20210320 4191-4193
20210321 4212-4215
20210416 4452, 4455
20210417 4473-4476
20210418 4480 4483
20210419 4496-4498
20210503 4586-4590
20210504 4600-4602 4597-4599
20210506 4625-4628
20210507 4643-4645
20210508 4656, 4657
20210509 4673-4677 4672
20210605 4921-4933 4934
20210606 4944-4947
20210608 4977
20210612 5011
20210613 5039, 5040 5038
20210702 5095-5096
20210708 5202-5205
20210710 5227, 5228
20210801 5438 5439
20210805 5489, 5490
20210808 5550 5551
20210906 6076 6077, 6078


Data analysis

Analysis by Chaitanya Priyadarshi using v0.7.x data and MC. Using MC with 2 different sky pointing, where the RF model was trained using the corresponding MC DL1 files

  • For zenith < 30 deg, MC (point-gamma, proton and electron) and RF models used -

/fefs/aswg/data/mc/DL2/20200629_prod5_trans_80/gamma/zenith_20deg/south_pointing/20210923_v0.7.5_prod5_trans_80_dynamic_cleaning/ /fefs/aswg/data/models/20200629_prod5_trans_80/zenith_20deg/south_pointing/20210923_v0.7.5_prod5_trans_80_dynamic_cleaning/

  • For zenith > 30 deg, MC (point-gamma, proton and electron) and RF models used -

/fefs/aswg/data/mc/DL2/20200629_prod5_trans_80/gamma/zenith_40deg/south_pointing/20210506_v0.7.3_prod5_trans_80_zen40deg_local_tailcut_8_4/ /fefs/aswg/data/models/20200629_prod5_trans_80/zenith_40deg/south_pointing/20210506_v0.7.3_prod5_trans_80_zen40deg_local_tailcut_8_4/


For DL3 cuts, energy-dependent cuts with an efficiency of 80% were used for gammaness and theta(only for point-like IRFs) Using the DL3 Tools of lstchain v0.9.2 and with gammapy developer build after the stable release of v0.19 (to extract signal from energy-dependent theta regions)

A total of 24.5 hrs of data was analyzed

For DL3 data reduction to DL4 dataset,

  • OFF regions selected - 1 Wobble
  • Safe Energy mask for systematics - No
  • Energy axes -
    • True: 10 GeV to 100 TeV with 10 bins per decade
    • Reco: 10 GeV to 40 TeV with 5 bins per decade


For spectral analysis,

  • Model used - Log Parabola
  • Reference energy used by calculating the decorrelation energy with a Power Law fit, ~490 GeV
  • Spectral Fit energy range - 10 GeV to 40 TeV with 5 bins per decade
  • Spectral fit with gammapy default optimization - minuit


Main Results

Preliminary LC and SED, for the full dataset-

LC Run 2177 6078 lp model e ref 487GeV fit 300GeV 100TeV.png

SED Run 2177 6078 lp model e ref 487GeV fit range w 5 bin p decade 10 40.png

1ES 1959+650

Data available

Data analysis

Main Results

1ES 0647+250

Data available

Data analysis

Main Results

PG 1553+113

Data available

In total there is 35 runs analysed

Date

Runs

20210322 4207
20210408 4333-4334-4335-4336
20210409 4343-4344
20210411 4363-4364-4365-4366-4367-4368-4369-4370
20210421 4514-4515-4516
20210508 4652-4653-4654
20210604 4902-4903-4904-4905
20210606 4930-4931-4932-4940-4941-4942-4943
20210609 4987-4988-4989

2 runs might be removed at the end

Data analysis

We used the V0.7.3 and V0.7.1 data and used the corresponding IRFs (there is a wide spread of zenith angle) for each run. The background model was computed using the tool of Mathieu de Bony presented at the analysis call

Main Results

Livetime : 8.07 h

Significance : 13.5

Excess : 1624.9

S/B : 0.145

Rate : 3.36 per min


Count map of PG 1553

PG1553 Fev2022 countmap.png


Theta2 plot


PG1553 Theta2.png

Excess and Significance map


PG1553 Fev2022 significance map.png


Zd<30

Zd>30

Livetime : 6.34 h

Significance : 13.8

Excess : 1462.83


S/B : 0.18

Livetime : 2.33 h

Significance : 2.68

Excess : 181.6

S/B : 1.30

PG1553 Fev2022 significance map zdinf30.png

PG1553 Fev2022 significance mapzdsup30.png

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