TD-CARMA: Painless, Accurate, and Scalable Estimates of Gravitational Lens Time Delays with Flexible CARMA Processes
نویسندگان
چکیده
Cosmological parameters encoding our understanding of the expansion history Universe can be constrained by accurate estimation time delays arising in gravitationally lensed systems. We propose TD-CARMA, a Bayesian method to estimate cosmological modelling observed and irregularly sampled light curves as realizations Continuous Auto-Regressive Moving Average (CARMA) process. Our model accounts for heteroskedastic measurement errors microlensing, an additional source independent extrinsic long-term variability brightness. The semi-separable structure CARMA covariance matrix allows fast scalable likelihood computation using Gaussian Process modeling. obtain sample from joint posterior distribution nested sampling approach. This ``painless'' Computation, dealing with expected multi-modality straightforward manner not requiring specification starting values or initial guess delay, unlike existing methods. In addition, proposed procedure automatically evaluates evidence, allowing us perform principled selection. TD-CARMA is parsimonious, typically includes no more than dozen unknown parameters. apply six doubly quasars HS 2209+1914, SDSS J1001+5027, J1206+4332, J1515+1511, J1455+1447, J1349+1227, estimating their $-21.96 \pm 1.448$, $120.93 1.015$, $111.51 1.452$, $210.80 2.18$, $45.36 1.93$ $432.05 1.950$ respectively. These estimates are consistent those derived relevant literature, but two four times precise.
منابع مشابه
CARMA processes as solutions of integral equations
A CARMA(p, q) process is defined by suitable interpretation of the formal p order differential equation a(D)Yt = b(D)DLt, where L is a two-sided Lévy process, a(z) and b(z) are polynomials of degrees p and q, respectively, with p > q, and D denotes the differentiation operator. Since derivatives of Lévy processes do not exist in the usual sense, the rigorous definition of a CARMA process is bas...
متن کاملPrediction of Lévy-driven CARMA processes
The conditional expectations, E(Y (h)|Y (u),−∞ < u ≤ 0) and E(Y (h)|Y (u),−M ≤ u ≤ 0) with h > 0 and 0 < M < ∞ are determined for a continuous-time ARMA (CARMA) process (Y (t))t∈R driven by a Lévy process L with E|L(1)| < ∞. If E(L(1)2) <∞ these are the minimum mean-squared error predictors of Y (h) given (Y (t))t≤0 and (Y (t))−M≤t≤0 respectively. Conditions are also established under which the...
متن کاملGravitational lens time delays and gravitational waves.
Using Fermat’s principle, we analyze the effects of very long wavelength gravitational waves upon the images of a gravitationally lensed quasar. We show that the lens equation in the presence of gravity waves is equivalent to that of a lens with different alignment between source, deflector, and observer in the absence of gravity waves. Contrary to a recent claim, we conclude that measurements ...
متن کاملExistence and Uniqueness of Stationary Lévy-driven CARMA Processes
Necessary and sufficient conditions for the existence of a strictly stationary solution of the equations defining a general Lévy-driven continuous-parameter ARMA process with index set R are determined. Under these conditions the solution is shown to be unique and an explicit expression is given for the process as an integral with respect to the background driving Lévy process. The results gene...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: The Astrophysical Journal
سال: 2023
ISSN: ['2041-8213', '2041-8205']
DOI: https://doi.org/10.3847/1538-4357/acbea1