Two cellular automata models with directed mass flow and internal time scales are studied by numerical simulations. Relaxation rules are a combination of probabilistic critical height (probability of toppling p) and deterministic critical slope processes with internal correlation time tc equal to the avalanche lifetime, in model A, and \documentclass[12pt]{minimal}
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\begin{document}\end{document},in model B. In both cases nonuniversal scaling properties of avalanche distributions are found for \documentclass[12pt]{minimal}
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\begin{document}\end{document}, where \documentclass[12pt]{minimal}
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\begin{document}\end{document} is related to directed percolation threshold in d=3. Distributions of avalanche durations for \documentclass[12pt]{minimal}
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\begin{document}\end{document} are studied in detail, exhibiting multifractal scaling behavior in model A, and finite size scaling behavior in model B, and scaling exponents are determined as a function of p. At \documentclass[12pt]{minimal}
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\begin{document}\end{document} a phase transition to noncritical steady state occurs. Due to difference in the relaxation mechanisms, avalanche statistics at \documentclass[12pt]{minimal}
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\begin{document}\end{document} approaches the parity conserving universality class in model A, and the mean-field universality class in model B. We also estimate roughness exponent at the transition.