Soft, Real-Time, Distributed Graph Coloring using Decentralized, Synchronous, Stochastic, Iterative-Repair, Anytime Algorithms

نویسنده

  • Stephen Fitzpatrick
چکیده

Soft, real-time distributed graph coloring is presented as a simplification of the problem of distributed resource management in an environment where communication is expensive and subject to relatively high latency. The resources are subject to dynamic task sets that may produce critical or super-critical loading – the objective is to quickly compute reasonable schedules for the resources that accomplish a satisfactory fraction of the task set. A class of simple, decentralized, anytime, approximate colorers is presented, together with a framework for assessing performance, and representative results from performance experiments using a simulator. This work is sponsored in part by DARPA through the "Autonomous Negotiating Teams" program under contract #F30602-00-C-0014, monitored by the Air Force Research Laboratory. The views and conclusions contained in this document are those of the authors and should not be interpreted as representing the official policies, either expressed or implied, of the Defense Advanced Research Projects Agency or the U.S. Government. * The "Related Work" section was added in June 2001. SOFT, REAL-TIME, DISTRIBUTED GRAPH COLORING

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Asynchronous Execution and Communication Latency in Distributed Constraint Optimization

DCR-2002, 16 July, Bologna Outline: • Motivation: real-time coordination of sensors in a high-latency network • Modeling coordination as graph colouring • Soft graph colouring for real-time responsiveness • A class of distributed anytime algorithms (synchronous) • Convergence • Tightness of constraints: conservative variant • Scalability and robustness • Asynchronous execution • Very high commu...

متن کامل

An Experimental Assessment of a Stochastic, Anytime, Decentralized, Soft Colourer for Sparse Graphs

This paper reports on a simple, decentralized, anytime, stochastic, soft graph-colouring algorithm. The algorithm is designed to quickly reduce the number of colour conflicts in large, sparse graphs in a scalable, robust, low-cost manner. The algorithm is experimentally evaluated in a framework motivated by its application to resource coordination in large, distributed networks.

متن کامل

Distributed-memory Parallel Algorithms for Distance-2 Coloring and Related Problems in Derivative Computation∗

The distance-2 graph coloring problem aims at partitioning the vertex set of a graph into the fewest sets consisting of vertices pairwise at distance greater than 2 from each other. Its applications include derivative computation in numerical optimization and channel assignment in radio networks. We present efficient, distributed-memory, parallel heuristic algorithms for this NPhard problem as ...

متن کامل

Randomized Distributed Edge Coloring via an Extension of the Chernoff-Hoeffding Bounds

Certain types of routing, scheduling, and resource-allocation problems in a distributed setting can be modeled as edge-coloring problems. We present fast and simple randomized algorithms for edge coloring a graph in the synchronous distributed point-to-point model of computation. Our algorithms compute an edge coloring of a graph G with n nodes and maximum degree ∆ with at most 1.6∆+O(log n) co...

متن کامل

Anytime Frequency Allocation with Soft Constraints

As is well known, the frequency allocation problem for mobile telephone networks can be approximated by a graph coloring problem where vertices model transmitters, colors model frequencies, and an edge corresponds to a pair of transmitters that must not use the same frequency. However, the graph coloring analogy doesn't suuce for modeling real world problems , which involve soft constraints and...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2001