The NANOGrav 15 Yr Data Set: Removing Pulsars One by One from the Pulsar Timing Array

Evidence has emerged for a stochastic signal correlated among 67 pulsars within the 15 yr pulsar-timing data set compiled by the NANOGrav collaboration. Similar signals have been found in data from the European, Indian, Parkes, and Chinese pulsar timing arrays. This signal has been interpreted as in...

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Veröffentlicht in:The Astrophysical journal 2025-01, Vol.978 (2), p.168
Hauptverfasser: Agazie, Gabriella, Anumarlapudi, Akash, Archibald, Anne M., Arzoumanian, Zaven, Baier, Jeremy G., Baker, Paul T., Bécsy, Bence, Blecha, Laura, Brazier, Adam, Brook, Paul R., Burke-Spolaor, Sarah, Casey-Clyde, J. Andrew, Charisi, Maria, Chatterjee, Shami, Cohen, Tyler, Cordes, James M., Cornish, Neil J., Crawford, Fronefield, Cromartie, H. Thankful, Crowter, Kathryn, DeCesar, Megan E., Demorest, Paul B., Deng, Heling, Dey, Lankeswar, Dolch, Timothy, Ferrara, Elizabeth C., Fiore, William, Fonseca, Emmanuel, Freedman, Gabriel E., Gardiner, Emiko C., Garver-Daniels, Nate, Gersbach, Kyle A., Glaser, Joseph, Good, Deborah C., Guertin, Lydia, Gültekin, Kayhan, Hazboun, Jeffrey S., Jennings, Ross J., Johnson, Aaron D., Jones, Megan L., Kaiser, Andrew R., Kaplan, David L., Kelley, Luke Zoltan, Kerr, Matthew, Key, Joey S., Laal, Nima, Lam, Michael T., Larsen, Bjorn, W. Lazio, T. Joseph, Lewandowska, Natalia, Liu, Tingting, Lorimer, Duncan R., Luo, Jing, Ma, Chung-Pei, Madison, Dustin R., McEwen, Alexander, McKee, James W., McLaughlin, Maura A., McMann, Natasha, Meyers, Bradley W., Meyers, Patrick M., Middleton, Hannah, Mingarelli, Chiara M. F., Mitridate, Andrea, Moore, Christopher J., Ng, Cherry, Nice, David J., Ocker, Stella Koch, Olum, Ken D., Pennucci, Timothy T., Perera, Benetge B. P., Pol, Nihan S., Radovan, Henri A., Ray, Paul S., Romano, Joseph D., Runnoe, Jessie C., Saffer, Alexander, Sardesai, Shashwat C., Schmiedekamp, Ann, Schmiedekamp, Carl, Schmitz, Kai, Shapiro-Albert, Brent J., Siemens, Xavier, Simon, Joseph, Siwek, Magdalena S., Sosa Fiscella, Sophia V., Stairs, Ingrid H., Stinebring, Daniel R., Stovall, Kevin, Susobhanan, Abhimanyu, Swiggum, Joseph K., Taylor, Stephen R., Unal, Caner, Vallisneri, Michele, Vecchio, Alberto, Vigeland, Sarah J., Wahl, Haley M., Witt, Caitlin A., Wright, David, Young, Olivia
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container_issue 2
container_start_page 168
container_title The Astrophysical journal
container_volume 978
creator Agazie, Gabriella
Anumarlapudi, Akash
Archibald, Anne M.
Arzoumanian, Zaven
Baier, Jeremy G.
Baker, Paul T.
Bécsy, Bence
Blecha, Laura
Brazier, Adam
Brook, Paul R.
Burke-Spolaor, Sarah
Casey-Clyde, J. Andrew
Charisi, Maria
Chatterjee, Shami
Cohen, Tyler
Cordes, James M.
Cornish, Neil J.
Crawford, Fronefield
Cromartie, H. Thankful
Crowter, Kathryn
DeCesar, Megan E.
Demorest, Paul B.
Deng, Heling
Dey, Lankeswar
Dolch, Timothy
Ferrara, Elizabeth C.
Fiore, William
Fonseca, Emmanuel
Freedman, Gabriel E.
Gardiner, Emiko C.
Garver-Daniels, Nate
Gersbach, Kyle A.
Glaser, Joseph
Good, Deborah C.
Guertin, Lydia
Gültekin, Kayhan
Hazboun, Jeffrey S.
Jennings, Ross J.
Johnson, Aaron D.
Jones, Megan L.
Kaiser, Andrew R.
Kaplan, David L.
Kelley, Luke Zoltan
Kerr, Matthew
Key, Joey S.
Laal, Nima
Lam, Michael T.
Larsen, Bjorn
W. Lazio, T. Joseph
Lewandowska, Natalia
Liu, Tingting
Lorimer, Duncan R.
Luo, Jing
Ma, Chung-Pei
Madison, Dustin R.
McEwen, Alexander
McKee, James W.
McLaughlin, Maura A.
McMann, Natasha
Meyers, Bradley W.
Meyers, Patrick M.
Middleton, Hannah
Mingarelli, Chiara M. F.
Mitridate, Andrea
Moore, Christopher J.
Ng, Cherry
Nice, David J.
Ocker, Stella Koch
Olum, Ken D.
Pennucci, Timothy T.
Perera, Benetge B. P.
Pol, Nihan S.
Radovan, Henri A.
Ray, Paul S.
Romano, Joseph D.
Runnoe, Jessie C.
Saffer, Alexander
Sardesai, Shashwat C.
Schmiedekamp, Ann
Schmiedekamp, Carl
Schmitz, Kai
Shapiro-Albert, Brent J.
Siemens, Xavier
Simon, Joseph
Siwek, Magdalena S.
Sosa Fiscella, Sophia V.
Stairs, Ingrid H.
Stinebring, Daniel R.
Stovall, Kevin
Susobhanan, Abhimanyu
Swiggum, Joseph K.
Taylor, Stephen R.
Unal, Caner
Vallisneri, Michele
Vecchio, Alberto
Vigeland, Sarah J.
Wahl, Haley M.
Witt, Caitlin A.
Wright, David
Young, Olivia
description Evidence has emerged for a stochastic signal correlated among 67 pulsars within the 15 yr pulsar-timing data set compiled by the NANOGrav collaboration. Similar signals have been found in data from the European, Indian, Parkes, and Chinese pulsar timing arrays. This signal has been interpreted as indicative of the presence of a nanohertz stochastic gravitational-wave background (GWB). To explore the internal consistency of this result, we investigate how the recovered signal strength changes as we remove the pulsars one by one from the data set. We calculate the signal strength using the (noise-marginalized) optimal statistic, a frequentist metric designed to measure the correlated excess power in the residuals of the arrival times of the radio pulses. We identify several features emerging from this analysis that were initially unexpected. The significance of these features, however, can only be assessed by comparing the real data to synthetic data sets. After conducting identical analyses on simulated data sets, we do not find anything inconsistent with the presence of a stochastic GWB in the NANOGrav 15 yr data. The methodologies developed here can offer additional tools for application to future, more sensitive data sets. While this analysis provides an internal consistency check of the NANOGrav results, it does not eliminate the necessity for additional investigations that could identify potential systematics or uncover unmodeled physical phenomena in the data.
doi_str_mv 10.3847/1538-4357/ad93aa
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Andrew ; Charisi, Maria ; Chatterjee, Shami ; Cohen, Tyler ; Cordes, James M. ; Cornish, Neil J. ; Crawford, Fronefield ; Cromartie, H. Thankful ; Crowter, Kathryn ; DeCesar, Megan E. ; Demorest, Paul B. ; Deng, Heling ; Dey, Lankeswar ; Dolch, Timothy ; Ferrara, Elizabeth C. ; Fiore, William ; Fonseca, Emmanuel ; Freedman, Gabriel E. ; Gardiner, Emiko C. ; Garver-Daniels, Nate ; Gersbach, Kyle A. ; Glaser, Joseph ; Good, Deborah C. ; Guertin, Lydia ; Gültekin, Kayhan ; Hazboun, Jeffrey S. ; Jennings, Ross J. ; Johnson, Aaron D. ; Jones, Megan L. ; Kaiser, Andrew R. ; Kaplan, David L. ; Kelley, Luke Zoltan ; Kerr, Matthew ; Key, Joey S. ; Laal, Nima ; Lam, Michael T. ; Larsen, Bjorn ; W. Lazio, T. Joseph ; Lewandowska, Natalia ; Liu, Tingting ; Lorimer, Duncan R. ; Luo, Jing ; Ma, Chung-Pei ; Madison, Dustin R. ; McEwen, Alexander ; McKee, James W. ; McLaughlin, Maura A. ; McMann, Natasha ; Meyers, Bradley W. ; Meyers, Patrick M. ; Middleton, Hannah ; Mingarelli, Chiara M. 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Andrew ; Charisi, Maria ; Chatterjee, Shami ; Cohen, Tyler ; Cordes, James M. ; Cornish, Neil J. ; Crawford, Fronefield ; Cromartie, H. Thankful ; Crowter, Kathryn ; DeCesar, Megan E. ; Demorest, Paul B. ; Deng, Heling ; Dey, Lankeswar ; Dolch, Timothy ; Ferrara, Elizabeth C. ; Fiore, William ; Fonseca, Emmanuel ; Freedman, Gabriel E. ; Gardiner, Emiko C. ; Garver-Daniels, Nate ; Gersbach, Kyle A. ; Glaser, Joseph ; Good, Deborah C. ; Guertin, Lydia ; Gültekin, Kayhan ; Hazboun, Jeffrey S. ; Jennings, Ross J. ; Johnson, Aaron D. ; Jones, Megan L. ; Kaiser, Andrew R. ; Kaplan, David L. ; Kelley, Luke Zoltan ; Kerr, Matthew ; Key, Joey S. ; Laal, Nima ; Lam, Michael T. ; Larsen, Bjorn ; W. Lazio, T. Joseph ; Lewandowska, Natalia ; Liu, Tingting ; Lorimer, Duncan R. ; Luo, Jing ; Ma, Chung-Pei ; Madison, Dustin R. ; McEwen, Alexander ; McKee, James W. ; McLaughlin, Maura A. ; McMann, Natasha ; Meyers, Bradley W. ; Meyers, Patrick M. ; Middleton, Hannah ; Mingarelli, Chiara M. F. ; Mitridate, Andrea ; Moore, Christopher J. ; Ng, Cherry ; Nice, David J. ; Ocker, Stella Koch ; Olum, Ken D. ; Pennucci, Timothy T. ; Perera, Benetge B. P. ; Pol, Nihan S. ; Radovan, Henri A. ; Ray, Paul S. ; Romano, Joseph D. ; Runnoe, Jessie C. ; Saffer, Alexander ; Sardesai, Shashwat C. ; Schmiedekamp, Ann ; Schmiedekamp, Carl ; Schmitz, Kai ; Shapiro-Albert, Brent J. ; Siemens, Xavier ; Simon, Joseph ; Siwek, Magdalena S. ; Sosa Fiscella, Sophia V. ; Stairs, Ingrid H. ; Stinebring, Daniel R. ; Stovall, Kevin ; Susobhanan, Abhimanyu ; Swiggum, Joseph K. ; Taylor, Stephen R. ; Unal, Caner ; Vallisneri, Michele ; Vecchio, Alberto ; Vigeland, Sarah J. ; Wahl, Haley M. ; Witt, Caitlin A. ; Wright, David ; Young, Olivia</creatorcontrib><description>Evidence has emerged for a stochastic signal correlated among 67 pulsars within the 15 yr pulsar-timing data set compiled by the NANOGrav collaboration. Similar signals have been found in data from the European, Indian, Parkes, and Chinese pulsar timing arrays. This signal has been interpreted as indicative of the presence of a nanohertz stochastic gravitational-wave background (GWB). To explore the internal consistency of this result, we investigate how the recovered signal strength changes as we remove the pulsars one by one from the data set. We calculate the signal strength using the (noise-marginalized) optimal statistic, a frequentist metric designed to measure the correlated excess power in the residuals of the arrival times of the radio pulses. We identify several features emerging from this analysis that were initially unexpected. The significance of these features, however, can only be assessed by comparing the real data to synthetic data sets. After conducting identical analyses on simulated data sets, we do not find anything inconsistent with the presence of a stochastic GWB in the NANOGrav 15 yr data. 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P.</creatorcontrib><creatorcontrib>Pol, Nihan S.</creatorcontrib><creatorcontrib>Radovan, Henri A.</creatorcontrib><creatorcontrib>Ray, Paul S.</creatorcontrib><creatorcontrib>Romano, Joseph D.</creatorcontrib><creatorcontrib>Runnoe, Jessie C.</creatorcontrib><creatorcontrib>Saffer, Alexander</creatorcontrib><creatorcontrib>Sardesai, Shashwat C.</creatorcontrib><creatorcontrib>Schmiedekamp, Ann</creatorcontrib><creatorcontrib>Schmiedekamp, Carl</creatorcontrib><creatorcontrib>Schmitz, Kai</creatorcontrib><creatorcontrib>Shapiro-Albert, Brent J.</creatorcontrib><creatorcontrib>Siemens, Xavier</creatorcontrib><creatorcontrib>Simon, Joseph</creatorcontrib><creatorcontrib>Siwek, Magdalena S.</creatorcontrib><creatorcontrib>Sosa Fiscella, Sophia V.</creatorcontrib><creatorcontrib>Stairs, Ingrid H.</creatorcontrib><creatorcontrib>Stinebring, Daniel R.</creatorcontrib><creatorcontrib>Stovall, Kevin</creatorcontrib><creatorcontrib>Susobhanan, Abhimanyu</creatorcontrib><creatorcontrib>Swiggum, Joseph K.</creatorcontrib><creatorcontrib>Taylor, Stephen R.</creatorcontrib><creatorcontrib>Unal, Caner</creatorcontrib><creatorcontrib>Vallisneri, Michele</creatorcontrib><creatorcontrib>Vecchio, Alberto</creatorcontrib><creatorcontrib>Vigeland, Sarah J.</creatorcontrib><creatorcontrib>Wahl, Haley M.</creatorcontrib><creatorcontrib>Witt, Caitlin A.</creatorcontrib><creatorcontrib>Wright, David</creatorcontrib><creatorcontrib>Young, Olivia</creatorcontrib><title>The NANOGrav 15 Yr Data Set: Removing Pulsars One by One from the Pulsar Timing Array</title><title>The Astrophysical journal</title><addtitle>APJ</addtitle><addtitle>Astrophys. J</addtitle><description>Evidence has emerged for a stochastic signal correlated among 67 pulsars within the 15 yr pulsar-timing data set compiled by the NANOGrav collaboration. Similar signals have been found in data from the European, Indian, Parkes, and Chinese pulsar timing arrays. This signal has been interpreted as indicative of the presence of a nanohertz stochastic gravitational-wave background (GWB). To explore the internal consistency of this result, we investigate how the recovered signal strength changes as we remove the pulsars one by one from the data set. We calculate the signal strength using the (noise-marginalized) optimal statistic, a frequentist metric designed to measure the correlated excess power in the residuals of the arrival times of the radio pulses. We identify several features emerging from this analysis that were initially unexpected. The significance of these features, however, can only be assessed by comparing the real data to synthetic data sets. After conducting identical analyses on simulated data sets, we do not find anything inconsistent with the presence of a stochastic GWB in the NANOGrav 15 yr data. The methodologies developed here can offer additional tools for application to future, more sensitive data sets. While this analysis provides an internal consistency check of the NANOGrav results, it does not eliminate the necessity for additional investigations that could identify potential systematics or uncover unmodeled physical phenomena in the data.</description><subject>Arrays</subject><subject>Background noise</subject><subject>Data analysis</subject><subject>Datasets</subject><subject>Gravitational wave astronomy</subject><subject>Gravitational waves</subject><subject>Millisecond pulsars</subject><subject>Noise measurement</subject><subject>Pulsars</subject><subject>Radio pulsars</subject><subject>Signal strength</subject><subject>Supermassive black holes</subject><subject>Synthetic data</subject><subject>Systematics</subject><issn>0004-637X</issn><issn>1538-4357</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2025</creationdate><recordtype>article</recordtype><sourceid>O3W</sourceid><sourceid>DOA</sourceid><recordid>eNp1kc1Lw0AQxRdRsFbvHhfEm7H7md14K37UgljRCnpaJptNTWm7cZMW-t-bGKkXPQ07-95vhjcInVJyybVQAyq5jgSXagBZwgH2UG_X2kc9QoiIYq7eDtFRVc3bJ0uSHnqdfjj8OHycjAJsMJX4PeAbqAG_uPoKP7ul3xSrGX5aLyoIFZ6sHE633yUPfonrxt394WmxbJXDEGB7jA5yWFTu5Kf20fTudnp9Hz1MRuPr4UNkmRAQcUekkJJbwbTSiklBXZrGmdOUS5YSyoVghDPJVKJyoTXLlEi5oFzbWEneR-MOm3mYmzIUSwhb46Ew3w0fZgZCXdiFM0xmSmeMsCyJBQgNVFKbCGulsrzBNqyzjlUG_7l2VW3mfh1WzfaG02axJkfWqkinssFXVXD5biolpr2DaUM3beimu0NjOe8shS9_mVDOTaK0YYbG2pRZ3ugu_tD9i_0CWOaQzQ</recordid><startdate>20250101</startdate><enddate>20250101</enddate><creator>Agazie, Gabriella</creator><creator>Anumarlapudi, Akash</creator><creator>Archibald, Anne M.</creator><creator>Arzoumanian, Zaven</creator><creator>Baier, Jeremy G.</creator><creator>Baker, Paul T.</creator><creator>Bécsy, Bence</creator><creator>Blecha, Laura</creator><creator>Brazier, Adam</creator><creator>Brook, Paul R.</creator><creator>Burke-Spolaor, Sarah</creator><creator>Casey-Clyde, J. Andrew</creator><creator>Charisi, Maria</creator><creator>Chatterjee, Shami</creator><creator>Cohen, Tyler</creator><creator>Cordes, James M.</creator><creator>Cornish, Neil J.</creator><creator>Crawford, Fronefield</creator><creator>Cromartie, H. Thankful</creator><creator>Crowter, Kathryn</creator><creator>DeCesar, Megan E.</creator><creator>Demorest, Paul B.</creator><creator>Deng, Heling</creator><creator>Dey, Lankeswar</creator><creator>Dolch, Timothy</creator><creator>Ferrara, Elizabeth C.</creator><creator>Fiore, William</creator><creator>Fonseca, Emmanuel</creator><creator>Freedman, Gabriel E.</creator><creator>Gardiner, Emiko C.</creator><creator>Garver-Daniels, Nate</creator><creator>Gersbach, Kyle A.</creator><creator>Glaser, Joseph</creator><creator>Good, Deborah C.</creator><creator>Guertin, Lydia</creator><creator>Gültekin, Kayhan</creator><creator>Hazboun, Jeffrey S.</creator><creator>Jennings, Ross J.</creator><creator>Johnson, Aaron D.</creator><creator>Jones, Megan L.</creator><creator>Kaiser, Andrew R.</creator><creator>Kaplan, David L.</creator><creator>Kelley, Luke Zoltan</creator><creator>Kerr, Matthew</creator><creator>Key, Joey S.</creator><creator>Laal, Nima</creator><creator>Lam, Michael T.</creator><creator>Larsen, Bjorn</creator><creator>W. Lazio, T. Joseph</creator><creator>Lewandowska, Natalia</creator><creator>Liu, Tingting</creator><creator>Lorimer, Duncan R.</creator><creator>Luo, Jing</creator><creator>Ma, Chung-Pei</creator><creator>Madison, Dustin R.</creator><creator>McEwen, Alexander</creator><creator>McKee, James W.</creator><creator>McLaughlin, Maura A.</creator><creator>McMann, Natasha</creator><creator>Meyers, Bradley W.</creator><creator>Meyers, Patrick M.</creator><creator>Middleton, Hannah</creator><creator>Mingarelli, Chiara M. F.</creator><creator>Mitridate, Andrea</creator><creator>Moore, Christopher J.</creator><creator>Ng, Cherry</creator><creator>Nice, David J.</creator><creator>Ocker, Stella Koch</creator><creator>Olum, Ken D.</creator><creator>Pennucci, Timothy T.</creator><creator>Perera, Benetge B. P.</creator><creator>Pol, Nihan S.</creator><creator>Radovan, Henri A.</creator><creator>Ray, Paul S.</creator><creator>Romano, Joseph D.</creator><creator>Runnoe, Jessie C.</creator><creator>Saffer, Alexander</creator><creator>Sardesai, Shashwat C.</creator><creator>Schmiedekamp, Ann</creator><creator>Schmiedekamp, Carl</creator><creator>Schmitz, Kai</creator><creator>Shapiro-Albert, Brent J.</creator><creator>Siemens, Xavier</creator><creator>Simon, Joseph</creator><creator>Siwek, Magdalena S.</creator><creator>Sosa Fiscella, Sophia V.</creator><creator>Stairs, Ingrid H.</creator><creator>Stinebring, Daniel R.</creator><creator>Stovall, Kevin</creator><creator>Susobhanan, Abhimanyu</creator><creator>Swiggum, Joseph K.</creator><creator>Taylor, Stephen R.</creator><creator>Unal, Caner</creator><creator>Vallisneri, Michele</creator><creator>Vecchio, Alberto</creator><creator>Vigeland, Sarah J.</creator><creator>Wahl, Haley M.</creator><creator>Witt, Caitlin A.</creator><creator>Wright, David</creator><creator>Young, Olivia</creator><general>The American Astronomical Society</general><general>IOP 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NANOGrav 15 Yr Data Set: Removing Pulsars One by One from the Pulsar Timing Array</title><author>Agazie, Gabriella ; Anumarlapudi, Akash ; Archibald, Anne M. ; Arzoumanian, Zaven ; Baier, Jeremy G. ; Baker, Paul T. ; Bécsy, Bence ; Blecha, Laura ; Brazier, Adam ; Brook, Paul R. ; Burke-Spolaor, Sarah ; Casey-Clyde, J. Andrew ; Charisi, Maria ; Chatterjee, Shami ; Cohen, Tyler ; Cordes, James M. ; Cornish, Neil J. ; Crawford, Fronefield ; Cromartie, H. Thankful ; Crowter, Kathryn ; DeCesar, Megan E. ; Demorest, Paul B. ; Deng, Heling ; Dey, Lankeswar ; Dolch, Timothy ; Ferrara, Elizabeth C. ; Fiore, William ; Fonseca, Emmanuel ; Freedman, Gabriel E. ; Gardiner, Emiko C. ; Garver-Daniels, Nate ; Gersbach, Kyle A. ; Glaser, Joseph ; Good, Deborah C. ; Guertin, Lydia ; Gültekin, Kayhan ; Hazboun, Jeffrey S. ; Jennings, Ross J. ; Johnson, Aaron D. ; Jones, Megan L. ; Kaiser, Andrew R. ; Kaplan, David L. ; Kelley, Luke Zoltan ; Kerr, Matthew ; Key, Joey S. ; Laal, Nima ; Lam, Michael T. ; Larsen, Bjorn ; W. Lazio, T. Joseph ; Lewandowska, Natalia ; Liu, Tingting ; Lorimer, Duncan R. ; Luo, Jing ; Ma, Chung-Pei ; Madison, Dustin R. ; McEwen, Alexander ; McKee, James W. ; McLaughlin, Maura A. ; McMann, Natasha ; Meyers, Bradley W. ; Meyers, Patrick M. ; Middleton, Hannah ; Mingarelli, Chiara M. F. ; Mitridate, Andrea ; Moore, Christopher J. ; Ng, Cherry ; Nice, David J. ; Ocker, Stella Koch ; Olum, Ken D. ; Pennucci, Timothy T. ; Perera, Benetge B. P. ; Pol, Nihan S. ; Radovan, Henri A. ; Ray, Paul S. ; Romano, Joseph D. ; Runnoe, Jessie C. ; Saffer, Alexander ; Sardesai, Shashwat C. ; Schmiedekamp, Ann ; Schmiedekamp, Carl ; Schmitz, Kai ; Shapiro-Albert, Brent J. ; Siemens, Xavier ; Simon, Joseph ; Siwek, Magdalena S. ; Sosa Fiscella, Sophia V. ; Stairs, Ingrid H. ; Stinebring, Daniel R. ; Stovall, Kevin ; Susobhanan, Abhimanyu ; Swiggum, Joseph K. ; Taylor, Stephen R. ; Unal, Caner ; Vallisneri, Michele ; Vecchio, Alberto ; Vigeland, Sarah J. ; Wahl, Haley M. ; Witt, Caitlin A. ; Wright, David ; Young, Olivia</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c244a-3e054553c4287872541ebb6de81352b01344203252797f4882d74b34138c6753</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2025</creationdate><topic>Arrays</topic><topic>Background noise</topic><topic>Data analysis</topic><topic>Datasets</topic><topic>Gravitational wave astronomy</topic><topic>Gravitational waves</topic><topic>Millisecond pulsars</topic><topic>Noise measurement</topic><topic>Pulsars</topic><topic>Radio pulsars</topic><topic>Signal strength</topic><topic>Supermassive black holes</topic><topic>Synthetic data</topic><topic>Systematics</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Agazie, Gabriella</creatorcontrib><creatorcontrib>Anumarlapudi, Akash</creatorcontrib><creatorcontrib>Archibald, Anne M.</creatorcontrib><creatorcontrib>Arzoumanian, Zaven</creatorcontrib><creatorcontrib>Baier, Jeremy G.</creatorcontrib><creatorcontrib>Baker, Paul T.</creatorcontrib><creatorcontrib>Bécsy, Bence</creatorcontrib><creatorcontrib>Blecha, Laura</creatorcontrib><creatorcontrib>Brazier, Adam</creatorcontrib><creatorcontrib>Brook, Paul R.</creatorcontrib><creatorcontrib>Burke-Spolaor, Sarah</creatorcontrib><creatorcontrib>Casey-Clyde, J. Andrew</creatorcontrib><creatorcontrib>Charisi, Maria</creatorcontrib><creatorcontrib>Chatterjee, Shami</creatorcontrib><creatorcontrib>Cohen, Tyler</creatorcontrib><creatorcontrib>Cordes, James M.</creatorcontrib><creatorcontrib>Cornish, Neil J.</creatorcontrib><creatorcontrib>Crawford, Fronefield</creatorcontrib><creatorcontrib>Cromartie, H. Thankful</creatorcontrib><creatorcontrib>Crowter, Kathryn</creatorcontrib><creatorcontrib>DeCesar, Megan E.</creatorcontrib><creatorcontrib>Demorest, Paul B.</creatorcontrib><creatorcontrib>Deng, Heling</creatorcontrib><creatorcontrib>Dey, Lankeswar</creatorcontrib><creatorcontrib>Dolch, Timothy</creatorcontrib><creatorcontrib>Ferrara, Elizabeth C.</creatorcontrib><creatorcontrib>Fiore, William</creatorcontrib><creatorcontrib>Fonseca, Emmanuel</creatorcontrib><creatorcontrib>Freedman, Gabriel E.</creatorcontrib><creatorcontrib>Gardiner, Emiko C.</creatorcontrib><creatorcontrib>Garver-Daniels, Nate</creatorcontrib><creatorcontrib>Gersbach, Kyle A.</creatorcontrib><creatorcontrib>Glaser, Joseph</creatorcontrib><creatorcontrib>Good, Deborah C.</creatorcontrib><creatorcontrib>Guertin, Lydia</creatorcontrib><creatorcontrib>Gültekin, Kayhan</creatorcontrib><creatorcontrib>Hazboun, Jeffrey S.</creatorcontrib><creatorcontrib>Jennings, Ross J.</creatorcontrib><creatorcontrib>Johnson, Aaron D.</creatorcontrib><creatorcontrib>Jones, Megan L.</creatorcontrib><creatorcontrib>Kaiser, Andrew R.</creatorcontrib><creatorcontrib>Kaplan, David L.</creatorcontrib><creatorcontrib>Kelley, Luke Zoltan</creatorcontrib><creatorcontrib>Kerr, Matthew</creatorcontrib><creatorcontrib>Key, Joey S.</creatorcontrib><creatorcontrib>Laal, Nima</creatorcontrib><creatorcontrib>Lam, Michael T.</creatorcontrib><creatorcontrib>Larsen, Bjorn</creatorcontrib><creatorcontrib>W. Lazio, T. Joseph</creatorcontrib><creatorcontrib>Lewandowska, Natalia</creatorcontrib><creatorcontrib>Liu, Tingting</creatorcontrib><creatorcontrib>Lorimer, Duncan R.</creatorcontrib><creatorcontrib>Luo, Jing</creatorcontrib><creatorcontrib>Ma, Chung-Pei</creatorcontrib><creatorcontrib>Madison, Dustin R.</creatorcontrib><creatorcontrib>McEwen, Alexander</creatorcontrib><creatorcontrib>McKee, James W.</creatorcontrib><creatorcontrib>McLaughlin, Maura A.</creatorcontrib><creatorcontrib>McMann, Natasha</creatorcontrib><creatorcontrib>Meyers, Bradley W.</creatorcontrib><creatorcontrib>Meyers, Patrick M.</creatorcontrib><creatorcontrib>Middleton, Hannah</creatorcontrib><creatorcontrib>Mingarelli, Chiara M. F.</creatorcontrib><creatorcontrib>Mitridate, Andrea</creatorcontrib><creatorcontrib>Moore, Christopher J.</creatorcontrib><creatorcontrib>Ng, Cherry</creatorcontrib><creatorcontrib>Nice, David J.</creatorcontrib><creatorcontrib>Ocker, Stella Koch</creatorcontrib><creatorcontrib>Olum, Ken D.</creatorcontrib><creatorcontrib>Pennucci, Timothy T.</creatorcontrib><creatorcontrib>Perera, Benetge B. P.</creatorcontrib><creatorcontrib>Pol, Nihan S.</creatorcontrib><creatorcontrib>Radovan, Henri A.</creatorcontrib><creatorcontrib>Ray, Paul S.</creatorcontrib><creatorcontrib>Romano, Joseph D.</creatorcontrib><creatorcontrib>Runnoe, Jessie C.</creatorcontrib><creatorcontrib>Saffer, Alexander</creatorcontrib><creatorcontrib>Sardesai, Shashwat C.</creatorcontrib><creatorcontrib>Schmiedekamp, Ann</creatorcontrib><creatorcontrib>Schmiedekamp, Carl</creatorcontrib><creatorcontrib>Schmitz, Kai</creatorcontrib><creatorcontrib>Shapiro-Albert, Brent J.</creatorcontrib><creatorcontrib>Siemens, Xavier</creatorcontrib><creatorcontrib>Simon, Joseph</creatorcontrib><creatorcontrib>Siwek, Magdalena S.</creatorcontrib><creatorcontrib>Sosa Fiscella, Sophia V.</creatorcontrib><creatorcontrib>Stairs, Ingrid H.</creatorcontrib><creatorcontrib>Stinebring, Daniel R.</creatorcontrib><creatorcontrib>Stovall, Kevin</creatorcontrib><creatorcontrib>Susobhanan, Abhimanyu</creatorcontrib><creatorcontrib>Swiggum, Joseph K.</creatorcontrib><creatorcontrib>Taylor, Stephen R.</creatorcontrib><creatorcontrib>Unal, Caner</creatorcontrib><creatorcontrib>Vallisneri, Michele</creatorcontrib><creatorcontrib>Vecchio, Alberto</creatorcontrib><creatorcontrib>Vigeland, Sarah J.</creatorcontrib><creatorcontrib>Wahl, Haley M.</creatorcontrib><creatorcontrib>Witt, Caitlin A.</creatorcontrib><creatorcontrib>Wright, David</creatorcontrib><creatorcontrib>Young, Olivia</creatorcontrib><collection>IOP Publishing Free Content</collection><collection>IOPscience (Open Access)</collection><collection>CrossRef</collection><collection>Meteorological &amp; Geoastrophysical Abstracts</collection><collection>Technology Research Database</collection><collection>Aerospace Database</collection><collection>Meteorological &amp; Geoastrophysical Abstracts - Academic</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>The Astrophysical journal</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Agazie, Gabriella</au><au>Anumarlapudi, Akash</au><au>Archibald, Anne M.</au><au>Arzoumanian, Zaven</au><au>Baier, Jeremy G.</au><au>Baker, Paul T.</au><au>Bécsy, Bence</au><au>Blecha, Laura</au><au>Brazier, Adam</au><au>Brook, Paul R.</au><au>Burke-Spolaor, Sarah</au><au>Casey-Clyde, J. Andrew</au><au>Charisi, Maria</au><au>Chatterjee, Shami</au><au>Cohen, Tyler</au><au>Cordes, James M.</au><au>Cornish, Neil J.</au><au>Crawford, Fronefield</au><au>Cromartie, H. Thankful</au><au>Crowter, Kathryn</au><au>DeCesar, Megan E.</au><au>Demorest, Paul B.</au><au>Deng, Heling</au><au>Dey, Lankeswar</au><au>Dolch, Timothy</au><au>Ferrara, Elizabeth C.</au><au>Fiore, William</au><au>Fonseca, Emmanuel</au><au>Freedman, Gabriel E.</au><au>Gardiner, Emiko C.</au><au>Garver-Daniels, Nate</au><au>Gersbach, Kyle A.</au><au>Glaser, Joseph</au><au>Good, Deborah C.</au><au>Guertin, Lydia</au><au>Gültekin, Kayhan</au><au>Hazboun, Jeffrey S.</au><au>Jennings, Ross J.</au><au>Johnson, Aaron D.</au><au>Jones, Megan L.</au><au>Kaiser, Andrew R.</au><au>Kaplan, David L.</au><au>Kelley, Luke Zoltan</au><au>Kerr, Matthew</au><au>Key, Joey S.</au><au>Laal, Nima</au><au>Lam, Michael T.</au><au>Larsen, Bjorn</au><au>W. Lazio, T. Joseph</au><au>Lewandowska, Natalia</au><au>Liu, Tingting</au><au>Lorimer, Duncan R.</au><au>Luo, Jing</au><au>Ma, Chung-Pei</au><au>Madison, Dustin R.</au><au>McEwen, Alexander</au><au>McKee, James W.</au><au>McLaughlin, Maura A.</au><au>McMann, Natasha</au><au>Meyers, Bradley W.</au><au>Meyers, Patrick M.</au><au>Middleton, Hannah</au><au>Mingarelli, Chiara M. F.</au><au>Mitridate, Andrea</au><au>Moore, Christopher J.</au><au>Ng, Cherry</au><au>Nice, David J.</au><au>Ocker, Stella Koch</au><au>Olum, Ken D.</au><au>Pennucci, Timothy T.</au><au>Perera, Benetge B. P.</au><au>Pol, Nihan S.</au><au>Radovan, Henri A.</au><au>Ray, Paul S.</au><au>Romano, Joseph D.</au><au>Runnoe, Jessie C.</au><au>Saffer, Alexander</au><au>Sardesai, Shashwat C.</au><au>Schmiedekamp, Ann</au><au>Schmiedekamp, Carl</au><au>Schmitz, Kai</au><au>Shapiro-Albert, Brent J.</au><au>Siemens, Xavier</au><au>Simon, Joseph</au><au>Siwek, Magdalena S.</au><au>Sosa Fiscella, Sophia V.</au><au>Stairs, Ingrid H.</au><au>Stinebring, Daniel R.</au><au>Stovall, Kevin</au><au>Susobhanan, Abhimanyu</au><au>Swiggum, Joseph K.</au><au>Taylor, Stephen R.</au><au>Unal, Caner</au><au>Vallisneri, Michele</au><au>Vecchio, Alberto</au><au>Vigeland, Sarah J.</au><au>Wahl, Haley M.</au><au>Witt, Caitlin A.</au><au>Wright, David</au><au>Young, Olivia</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>The NANOGrav 15 Yr Data Set: Removing Pulsars One by One from the Pulsar Timing Array</atitle><jtitle>The Astrophysical journal</jtitle><stitle>APJ</stitle><addtitle>Astrophys. J</addtitle><date>2025-01-01</date><risdate>2025</risdate><volume>978</volume><issue>2</issue><spage>168</spage><pages>168-</pages><issn>0004-637X</issn><eissn>1538-4357</eissn><abstract>Evidence has emerged for a stochastic signal correlated among 67 pulsars within the 15 yr pulsar-timing data set compiled by the NANOGrav collaboration. Similar signals have been found in data from the European, Indian, Parkes, and Chinese pulsar timing arrays. This signal has been interpreted as indicative of the presence of a nanohertz stochastic gravitational-wave background (GWB). To explore the internal consistency of this result, we investigate how the recovered signal strength changes as we remove the pulsars one by one from the data set. We calculate the signal strength using the (noise-marginalized) optimal statistic, a frequentist metric designed to measure the correlated excess power in the residuals of the arrival times of the radio pulses. We identify several features emerging from this analysis that were initially unexpected. The significance of these features, however, can only be assessed by comparing the real data to synthetic data sets. After conducting identical analyses on simulated data sets, we do not find anything inconsistent with the presence of a stochastic GWB in the NANOGrav 15 yr data. The methodologies developed here can offer additional tools for application to future, more sensitive data sets. While this analysis provides an internal consistency check of the NANOGrav results, it does not eliminate the necessity for additional investigations that could identify potential systematics or uncover unmodeled physical phenomena in the data.</abstract><cop>Philadelphia</cop><pub>The American Astronomical Society</pub><doi>10.3847/1538-4357/ad93aa</doi><tpages>18</tpages><orcidid>https://orcid.org/0000-0002-8509-5947</orcidid><orcidid>https://orcid.org/0000-0002-6039-692X</orcidid><orcidid>https://orcid.org/0000-0002-3654-980X</orcidid><orcidid>https://orcid.org/0000-0002-1530-9778</orcidid><orcidid>https://orcid.org/0000-0002-9197-7604</orcidid><orcidid>https://orcid.org/0000-0003-0638-3340</orcidid><orcidid>https://orcid.org/0000-0001-5373-5914</orcidid><orcidid>https://orcid.org/0000-0002-4049-1882</orcidid><orcidid>https://orcid.org/0000-0002-7445-8423</orcidid><orcidid>https://orcid.org/0000-0002-4642-1260</orcidid><orcidid>https://orcid.org/0000-0003-4090-9780</orcidid><orcidid>https://orcid.org/0009-0006-5476-3603</orcidid><orcidid>https://orcid.org/0000-0001-7624-4616</orcidid><orcidid>https://orcid.org/0000-0003-0909-5563</orcidid><orcidid>https://orcid.org/0000-0001-5465-2889</orcidid><orcidid>https://orcid.org/0000-0002-0893-4073</orcidid><orcidid>https://orcid.org/0000-0003-1407-6607</orcidid><orcidid>https://orcid.org/0000-0002-4430-102X</orcidid><orcidid>https://orcid.org/0000-0002-6254-1617</orcidid><orcidid>https://orcid.org/0000-0001-5645-5336</orcidid><orcidid>https://orcid.org/0000-0002-2185-1790</orcidid><orcidid>https://orcid.org/0000-0003-3579-2522</orcidid><orcidid>https://orcid.org/0000-0001-5134-3925</orcidid><orcidid>https://orcid.org/0000-0002-2578-0360</orcidid><orcidid>https://orcid.org/0000-0002-2885-8485</orcidid><orcidid>https://orcid.org/0000-0002-4972-1525</orcidid><orcidid>https://orcid.org/0000-0003-0771-6581</orcidid><orcidid>https://orcid.org/0000-0001-6341-7178</orcidid><orcidid>https://orcid.org/0000-0002-0883-0688</orcidid><orcidid>https://orcid.org/0000-0002-4162-0033</orcidid><orcidid>https://orcid.org/0000-0003-4052-7838</orcidid><orcidid>https://orcid.org/0000-0002-4941-5333</orcidid><orcidid>https://orcid.org/0000-0001-5766-4287</orcidid><orcidid>https://orcid.org/0000-0002-5176-2924</orcidid><orcidid>https://orcid.org/0000-0003-0264-1453</orcidid><orcidid>https://orcid.org/0000-0001-5481-7559</orcidid><orcidid>https://orcid.org/0000-0002-7261-594X</orcidid><orcidid>https://orcid.org/0000-0002-8857-613X</orcidid><orcidid>https://orcid.org/0000-0002-2554-0674</orcidid><orcidid>https://orcid.org/0000-0003-1301-966X</orcidid><orcidid>https://orcid.org/0000-0001-5532-3622</orcidid><orcidid>https://orcid.org/0000-0001-8384-5049</orcidid><orcidid>https://orcid.org/0000-0001-7697-7422</orcidid><orcidid>https://orcid.org/0000-0002-7778-2990</orcidid><orcidid>https://orcid.org/0000-0001-6607-3710</orcidid><orcidid>https://orcid.org/0000-0003-1562-4679</orcidid><orcidid>https://orcid.org/0000-0002-7283-1124</orcidid><orcidid>https://orcid.org/0000-0003-2745-753X</orcidid><orcidid>https://orcid.org/0000-0001-9678-0299</orcidid><orcidid>https://orcid.org/0000-0001-9784-8670</orcidid><orcidid>https://orcid.org/0000-0002-1797-3277</orcidid><orcidid>https://orcid.org/0000-0003-2898-5844</orcidid><orcidid>https://orcid.org/0000-0003-2285-0404</orcidid><orcidid>https://orcid.org/0000-0002-6709-2566</orcidid><orcidid>https://orcid.org/0000-0002-2878-1502</orcidid><orcidid>https://orcid.org/0000-0003-1884-348X</orcidid><orcidid>https://orcid.org/0000-0002-7435-0869</orcidid><orcidid>https://orcid.org/0000-0002-8935-9882</orcidid><orcidid>https://orcid.org/0000-0001-8845-1225</orcidid><orcidid>https://orcid.org/0000-0002-2074-4360</orcidid><orcidid>https://orcid.org/0000-0001-6166-9646</orcidid><orcidid>https://orcid.org/0000-0002-2527-0213</orcidid><orcidid>https://orcid.org/0000-0002-2820-0931</orcidid><orcidid>https://orcid.org/0000-0003-1082-2342</orcidid><orcidid>https://orcid.org/0000-0002-6625-6450</orcidid><orcidid>https://orcid.org/0000-0002-2689-0190</orcidid><orcidid>https://orcid.org/0000-0002-1529-5169</orcidid><orcidid>https://orcid.org/0000-0002-8826-1285</orcidid><orcidid>https://orcid.org/0000-0001-8800-0192</orcidid><orcidid>https://orcid.org/0000-0001-7587-5483</orcidid><orcidid>https://orcid.org/0000-0002-5557-4007</orcidid><orcidid>https://orcid.org/0000-0001-6295-2881</orcidid><orcidid>https://orcid.org/0000-0001-8885-6388</orcidid><orcidid>https://orcid.org/0000-0002-1146-0198</orcidid><orcidid>https://orcid.org/0000-0002-1075-3837</orcidid><orcidid>https://orcid.org/0000-0001-8557-2822</orcidid><orcidid>https://orcid.org/0000-0001-7828-7708</orcidid><orcidid>https://orcid.org/0000-0003-3053-6538</orcidid><orcidid>https://orcid.org/0000-0002-5297-5278</orcidid><orcidid>https://orcid.org/0000-0003-4915-3246</orcidid><orcidid>https://orcid.org/0000-0003-0721-651X</orcidid><orcidid>https://orcid.org/0000-0003-4700-9072</orcidid><orcidid>https://orcid.org/0000-0003-4391-936X</orcidid><orcidid>https://orcid.org/0000-0003-0123-7600</orcidid><orcidid>https://orcid.org/0000-0002-4307-1322</orcidid><orcidid>https://orcid.org/0000-0002-6664-965X</orcidid><orcidid>https://orcid.org/0000-0003-2807-6472</orcidid><orcidid>https://orcid.org/0000-0002-1283-2184</orcidid><orci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subjects Arrays
Background noise
Data analysis
Datasets
Gravitational wave astronomy
Gravitational waves
Millisecond pulsars
Noise measurement
Pulsars
Radio pulsars
Signal strength
Supermassive black holes
Synthetic data
Systematics
title The NANOGrav 15 Yr Data Set: Removing Pulsars One by One from the Pulsar Timing Array
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