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From Wobbles to Worlds: Developing a Framework for Detecting Unseen Planets and Moons
From Wobbles to Worlds: Developing a Framework for Detecting Unseen Planets and Moons
From Wobbles to Worlds: Developing a Framework for Detecting Unseen Planets and Moons

상세정보

자료유형  
 학위논문 서양
최종처리일시  
20260202104708
ISBN  
9798290648248
DDC  
523
저자명  
Yahalomi, Daniel Alexander.
서명/저자  
From Wobbles to Worlds: Developing a Framework for Detecting Unseen Planets and Moons
발행사항  
[Sl] : Columbia University, 2025
발행사항  
Ann Arbor : ProQuest Dissertations & Theses, 2025
형태사항  
236 p
주기사항  
Source: Dissertations Abstracts International, Volume: 87-01, Section: B.
주기사항  
Advisor: Kipping, David.
학위논문주기  
Thesis (Ph.D.)--Columbia University, 2025.
초록/해제  
요약Over the past three decades, advances in observational techniques, computational and statistical methods, and dynamical modeling have collectively transformed our ability to characterize and understand the architectures of planetary systems. Transit timing variations (TTVs) are observational manifestations of wobbles in the orbits of transiting planets that are caused by the gravitational influence of perturbing bodies in the system. Each individual TTV signal yields multi-modal, degenerate constraints on the surrounding worlds in the planetary system - they are whispers of what lies beyond. But together, these whispers become a chorus, one previously untapped to pull away the veil of the planetary architectures. TTVs are ubiquitous in exoplanet transit datasets, with Kepler alone containing nearly 2,000 periodic TTVs. However, these TTVs are often ambiguous from a model selection perspective, as it is difficult to determine the physical cause of a TTV, be it another planet, a moon, or stellar activity. Currently, careful considerations must be taken, on a case-by-case basis, using computationally expensive N-body simulations, in order to determine the cause of an observed TTV signal. This dissertation presents work towards the development of TTV model selection techniques. It begins with the presentation of the democratic detrender a novel ensemble-based approach to detrending stellar time-series photometry. This critical addition to the TTV analysis toolkit is an open-source code made available to the community. Next, we present findings of a case study of the most "exomoon corridor"-like TTV signal: Kepler-1513, from which a new planetary perturber interloper was uncovered. Then via numerical simulations, we introduce an approach for modeling single-planet TTVs in the low-eccentricity regime, by splitting the orbital period space into a number of uniform prior bins over which there aren't perturbing planet period degeneracies. We demonstrate, analytically, how one can explain these numerical simulations using first-order near mean-motion resonance super-periods, the synodic period, and their aliases - the expected dominant TTV periods in the low-eccentricity regime. Using a Bayesian framework, we then present a method for determining the optimal solution between TTVs induced by a perturbing planet and TTVs induced by a moon. We then present a deep dive into our discovery of the "exoplanet edge" - the finding that perturbing planets are not expected to induce a dominant TTV with an observable period less than half their own orbital period. This "exoplanet edge" is the manifestation of an observational alias and a rotating tidal distortion effect. The presence of an anomalous dominant TTV period, in a two-planet system, that falls below the exoplanet edge would suggest the presence of additional mass in the system, besides the two known exoplanets. We identify 13 two-planet systems in Kepler data that display anomalously fast TTVs, and discuss several possible explanations for additional mass in the system. Then we present injection recovery simulations of next generation radial velocity and astrometric searches for Solar System analogs. Finally, we conclude by discussing future work that can stem from the work presented in this dissertation.
일반주제명  
Astrophysics
일반주제명  
Astronomy
일반주제명  
Statistics
일반주제명  
Planetology
키워드  
Transit timing variations
키워드  
Planetary systems
키워드  
Exoplanet edge
키워드  
Kepler data
키워드  
Solar System analogs
기타저자  
Columbia University Astronomy
기본자료저록  
Dissertations Abstracts International. 87-01B.
전자적 위치 및 접속  
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MARC

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■006m          o    d                
■007cr#unu||||||||
■020    ▼a9798290648248
■035    ▼a(MiAaPQ)AAI32117718
■040    ▼aMiAaPQ▼cMiAaPQ
■0820  ▼a523
■1001  ▼aYahalomi,  Daniel  Alexander.
■24510▼aFrom  Wobbles  to  Worlds:  Developing  a  Framework  for  Detecting  Unseen  Planets  and  Moons
■260    ▼a[Sl]▼bColumbia  University▼c2025
■260  1▼aAnn  Arbor▼bProQuest  Dissertations  &  Theses▼c2025
■300    ▼a236  p
■500    ▼aSource:  Dissertations  Abstracts  International,  Volume:  87-01,  Section:  B.
■500    ▼aAdvisor:  Kipping,  David.
■5021  ▼aThesis  (Ph.D.)--Columbia  University,  2025.
■520    ▼aOver  the  past  three  decades,  advances  in  observational  techniques,  computational  and  statistical  methods,  and  dynamical  modeling  have  collectively  transformed  our  ability  to  characterize  and  understand  the  architectures  of  planetary  systems.  Transit  timing  variations  (TTVs)  are  observational  manifestations  of  wobbles  in  the  orbits  of  transiting  planets  that  are  caused  by  the  gravitational  influence  of  perturbing  bodies  in  the  system.  Each  individual  TTV  signal  yields  multi-modal,  degenerate  constraints  on  the  surrounding  worlds  in  the  planetary  system  -  they  are  whispers  of  what  lies  beyond.  But  together,  these  whispers  become  a  chorus,  one  previously  untapped  to  pull  away  the  veil  of  the  planetary  architectures.  TTVs  are  ubiquitous  in  exoplanet  transit  datasets,  with  Kepler  alone  containing  nearly  2,000  periodic  TTVs.  However,  these  TTVs  are  often  ambiguous  from  a  model  selection  perspective,  as  it  is  difficult  to  determine  the  physical  cause  of  a  TTV,  be  it  another  planet,  a  moon,  or  stellar  activity.  Currently,  careful  considerations  must  be  taken,  on  a  case-by-case  basis,  using  computationally  expensive  N-body  simulations,  in  order  to  determine  the  cause  of  an  observed  TTV  signal.  This  dissertation  presents  work  towards  the  development  of  TTV  model  selection  techniques.  It  begins  with  the  presentation  of  the  democratic  detrender  a  novel  ensemble-based  approach  to  detrending  stellar  time-series  photometry.  This  critical  addition  to  the  TTV  analysis  toolkit  is  an  open-source  code  made  available  to  the  community.  Next,  we  present  findings  of  a  case  study  of  the  most  "exomoon  corridor"-like  TTV  signal:  Kepler-1513,  from  which  a  new  planetary  perturber  interloper  was  uncovered.  Then  via  numerical  simulations,  we  introduce  an  approach  for  modeling  single-planet  TTVs  in  the  low-eccentricity  regime,  by  splitting  the  orbital  period  space  into  a  number  of  uniform  prior  bins  over  which  there  aren't  perturbing  planet  period  degeneracies.  We  demonstrate,  analytically,  how  one  can  explain  these  numerical  simulations  using  first-order  near  mean-motion  resonance  super-periods,  the  synodic  period,  and  their  aliases  -  the  expected  dominant  TTV  periods  in  the  low-eccentricity  regime.  Using  a  Bayesian  framework,  we  then  present  a  method  for  determining  the  optimal  solution  between  TTVs  induced  by  a  perturbing  planet  and  TTVs  induced  by  a  moon.  We  then  present  a  deep  dive  into  our  discovery  of  the  "exoplanet  edge"  -  the  finding  that  perturbing  planets  are  not  expected  to  induce  a  dominant  TTV  with  an  observable  period  less  than  half  their  own  orbital  period.  This  "exoplanet  edge"  is  the  manifestation  of  an  observational  alias  and  a  rotating  tidal  distortion  effect.  The  presence  of  an  anomalous  dominant  TTV  period,  in  a  two-planet  system,  that  falls  below  the  exoplanet  edge  would  suggest  the  presence  of  additional  mass  in  the  system,  besides  the  two  known  exoplanets.  We  identify  13  two-planet  systems  in  Kepler  data  that  display  anomalously  fast  TTVs,  and  discuss  several  possible  explanations  for  additional  mass  in  the  system.  Then  we  present  injection  recovery  simulations  of  next  generation  radial  velocity  and  astrometric  searches  for  Solar  System  analogs.  Finally,  we  conclude  by  discussing  future  work  that  can  stem  from  the  work  presented  in  this  dissertation.
■590    ▼aSchool  code:  0054.
■650  4▼aAstrophysics
■650  4▼aAstronomy
■650  4▼aStatistics
■650  4▼aPlanetology
■653    ▼aTransit  timing  variations
■653    ▼aPlanetary  systems
■653    ▼aExoplanet  edge
■653    ▼aKepler  data
■653    ▼aSolar  System  analogs
■690    ▼a0596
■690    ▼a0606
■690    ▼a0463
■690    ▼a0590
■71020▼aColumbia  University▼bAstronomy.
■7730  ▼tDissertations  Abstracts  International▼g87-01B.
■790    ▼a0054
■791    ▼aPh.D.
■792    ▼a2025
■793    ▼aEnglish
■85640▼uhttp://www.riss.kr/pdu/ddodLink.do?id=T17358478▼nKERIS▼z이  자료의  원문은  한국교육학술정보원에서  제공합니다.

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