Reconstruction of the early Universe as a convex optimization problem

被引:108
作者
Brenier, Y
Frisch, U
Hénon, M
Loeper, G
Matarrese, S
Mohayaee, R
Sobolevskii, A
机构
[1] Univ Nice, CNRS, UMR 6621, F-06108 Nice 02, France
[2] Observ Cote Azur, CNRS, UMR 6529, F-06304 Nice 4, France
[3] Inst Adv Study, Princeton, NJ 08540 USA
[4] Univ Padua, Dipartimento Fis G Galilei, I-35131 Padua, Italy
[5] Ist Nazl Fis Nucl, Sez Padova, I-35131 Padua, Italy
[6] Moscow MV Lomonosov State Univ, Dept Phys, Moscow 119992, Russia
关键词
hydrodynamics; cosmology : theory; early Universe; large-scale structure of Universe;
D O I
10.1046/j.1365-2966.2003.07106.x
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
We show that the deterministic past history of the Universe can be uniquely reconstructed from knowledge of the present mass density field, the latter being inferred from the three-dimensional distribution of luminous matter, assumed to be tracing the distribution of dark matter up to a known bias. Reconstruction ceases to be unique below those scales - a few Mpc - where multistreaming becomes significant. Above 6 h 1 Mpc we propose and implement an effective Monge-Ampere-Kantorovich method of unique reconstruction. At such scales the Zel'dovich approximation is well satisfied and reconstruction becomes an instance of optimal mass transportation, a problem which goes back to Monge. After discretization into N point masses one obtains an assignment problem that can be handled by effective algorithms with not more than O(N-3) time complexity and reasonable CPU time requirements. Testing against N-body cosmological simulations gives over 60 per cent of exactly reconstructed points. We apply several interrelated tools from optimization theory that were not used in cosmological reconstruction before, such as the Monge-Ampere equation, its relation to the mass transportation problem, the Kantorovich duality and the auction algorithm for optimal assignment. A self-contained discussion of relevant notions and techniques is provided.
引用
收藏
页码:501 / 524
页数:24
相关论文
共 84 条
[1]  
AMBROSIO L, 2003, P ICM, V3, P131
[2]  
AMPERE A, 1820, J ECOLE POLYTECHNIQU, V11, P1
[3]   THE LARGE-SCALE STRUCTURE OF THE UNIVERSE .1. GENERAL-PROPERTIES - ONE-DIMENSIONAL AND TWO-DIMENSIONAL MODELS [J].
ARNOLD, VI ;
SHANDARIN, SF ;
ZELDOVICH, YB .
GEOPHYSICAL AND ASTROPHYSICAL FLUID DYNAMICS, 1982, 20 (1-2) :111-130
[4]   A COMPETITIVE (DUAL) SIMPLEX-METHOD FOR THE ASSIGNMENT PROBLEM [J].
BALINSKI, ML .
MATHEMATICAL PROGRAMMING, 1986, 34 (02) :125-141
[5]   Kicked Burgers turbulence [J].
Bec, J ;
Frisch, U ;
Khanin, K .
JOURNAL OF FLUID MECHANICS, 2000, 416 :239-267
[6]   Large-scale structure of the Universe and cosmological perturbation theory [J].
Bernardeau, F ;
Colombi, S ;
Gaztañaga, E ;
Scoccimarro, R .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2002, 367 (1-3) :1-248
[7]   RECOVERING THE FULL VELOCITY AND DENSITY FIELDS FROM LARGE-SCALE REDSHIFT-DISTANCE SAMPLES [J].
BERTSCHINGER, E ;
DEKEL, A .
ASTROPHYSICAL JOURNAL, 1989, 336 (01) :L5-L8
[8]  
BERTSEKAS D, 2001, ENCY OPTIMIZATION, V1
[9]  
Bertsekas D. P., 1992, Computational Optimization and Applications, V1, P7
[10]   A NEW ALGORITHM FOR THE ASSIGNMENT PROBLEM [J].
BERTSEKAS, DP .
MATHEMATICAL PROGRAMMING, 1981, 21 (02) :152-171