Abstract | ||
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This paper studies evenly distributed sets of natural numbers and their applications to scheduling in a centralized environment. Such sets, called smooth sets, have the property that their quantity within each interval is proportional to the size of the interval, up to a bounded additive deviation; namely, for ρ,Δ∈ℝ a set A of natural numbers is (ρ,Δ)-smooth if abs(|I|⋅ρ−|I∩A|)I⊂ℕ. The paper studies scheduling persistent clients on a single slot-oriented resource in a flexible and predictable manner. Each client γ has a given rate ρ γ that defines the share of the resource he is entitled to receive and the goal is a smooth schedule in which, for some predefined Δ, each client γ is served in a (ρ γ ,Δ)-smooth set of slots (natural numbers). The paper considers a centralized environment where a single algorithm computes the user of the current slot. It constructs a smooth schedule with a very efficient algorithm that computes the user of each slot in O(log log q) time and O(n) space, where n is the number of clients and q ≜max {ρ γ /ρ γ′ | γ,γ′∈Γ}; in many practical applications this O(log log q) value is actually a small constant. Our scheduling technique is based on a reduction from allocation of slots to allocation of sub-intervals of the unit interval. This technique naturally extends to the problem of scheduling multiple resources, even under the restriction that a client can be served concurrently by at most one resource. This paper constructs such a schedule in which the users of each slot are computed very fast—in O(mlog log q) time per slot and O(n) space where m is the number of resources; this result is a significant improvement on the prior fastest algorithm that produces such a schedule (actually of a special type—a P-fair schedule) in O(mlog n) time per slot and O(n) space. Moreover, the paper introduces a novel approach to multi-resource scheduling in which each resource independently computes, slot after slot, what client to serve in this slot. Under this approach the paper constructs a smooth schedule which is computed in O(n) space and O(log log q) time per slot. |
Year | DOI | Venue |
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2011 | 10.1007/s00453-009-9360-x | Algorithmica |
Keywords | Field | DocType |
Dispatch,Real Interval,Multiple Resource,Periodic Task,Schedule Technique | Discrete mathematics,Combinatorics,Natural number,Computer science,Scheduling (computing),Unit interval,Interval arithmetic,Bounded function | Journal |
Volume | Issue | ISSN |
60 | 2 | 0178-4617 |
Citations | PageRank | References |
1 | 0.35 | 22 |
Authors | ||
2 |
Name | Order | Citations | PageRank |
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Ami Litman | 1 | 240 | 49.78 |
Shiri Moran-Schein | 2 | 9 | 1.90 |