We present a comprehensive study of the observational constraints on
spatially flat cosmological models containing a mixture of matter and
quintessence --- a time varying, spatially inhomogeneous component of the
energy density of the universe with negative pressure. Our study also includes
the limiting case of a cosmological constant. Low red shift constraints include
the Hubble parameter, baryon fraction, cluster abundance, age of the universe,
bulk velocity and shape of the mass power spectrum; intermediate red shift
constraints are due to type 1a supernovae, gravitational lensing, the Ly-a
forest, and the evolution of large scale structure; high red shift constraints
are based on cosmic microwave background temperature anisotropy. Mindful of
systematic errors, we adopt a conservative approach in applying these
constraints. We determine that quintessence models in which the matter density
parameter is 0.2 \ls \Omega_m \ls 0.5 and the effective, density-averaged
equation of state is -1 \le w \ls -0.2, are consistent with the most
reliable, current low red shift and CMB observations at the 2σ level.
Factoring in the constraint due to type 1a SNe, the range for the equation of
state is reduced to -1 \le w \ls -0.4, where this range represents models
consistent with each observational constraint at the 2σ level or better
(concordance analysis). A combined maximum likelihood analysis suggests a
smaller range, -1 \le w \ls -0.6. We find that the best-fit and
best-motivated quintessence models lie near Ωm≈0.33, h≈0.65, and spectral index ns=1, with an effective equation of state w≈−0.65 for ``tracker'' quintessence and w=−1 for ``creeper''
quintessence. (abstract shortened)Comment: revised to match ApJ version; 33 pages; 20 figures, 4 in color; uses
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