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Journal ArticleDOI

The vision of autonomic computing

Jeffrey O. Kephart, +1 more
- 01 Jan 2003 - 
- Vol. 36, Iss: 1, pp 41-50
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TLDR
A 2001 IBM manifesto noted the almost impossible difficulty of managing current and planned computing systems, which require integrating several heterogeneous environments into corporate-wide computing systems that extend into the Internet.
Abstract
A 2001 IBM manifesto observed that a looming software complexity crisis -caused by applications and environments that number into the tens of millions of lines of code - threatened to halt progress in computing. The manifesto noted the almost impossible difficulty of managing current and planned computing systems, which require integrating several heterogeneous environments into corporate-wide computing systems that extend into the Internet. Autonomic computing, perhaps the most attractive approach to solving this problem, creates systems that can manage themselves when given high-level objectives from administrators. Systems manage themselves according to an administrator's goals. New components integrate as effortlessly as a new cell establishes itself in the human body. These ideas are not science fiction, but elements of the grand challenge to create self-managing computing systems.

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Citations
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Proceedings Article

A formal approach to autonomic systems programming: the SCEL language.

TL;DR: In this article, the authors introduce SCEL (Software Component Ensemble Language), a kernel language that takes a holistic approach to programming autonomic computing systems and aims at providing programmers with a complete set of linguistic abstractions for programming the behavior of autonomic components and the formation of autonomous components ensembles, and for controlling the interaction among different components.
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Introducing Deep Learning Self-Adaptive Misuse Network Intrusion Detection Systems

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References
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Journal ArticleDOI

New Directions in Cryptography

TL;DR: This paper suggests ways to solve currently open problems in cryptography, and discusses how the theories of communication and computation are beginning to provide the tools to solve cryptographic problems of long standing.
Proceedings ArticleDOI

The broadcast storm problem in a mobile ad hoc network

TL;DR: This paper proposes several schemes to reduce redundant rebroadcasts and differentiate timing of rebroadcast to alleviate the broadcast storm problem, which is identified by showing how serious it is through analyses and simulations.
Proceedings Article

The MD5 Message-Digest Algorithm

TL;DR: This document describes the MD5 message-digest algorithm, which takes as input a message of arbitrary length and produces as output a 128-bit "fingerprint" or "message digest" of the input.

The Physiology of the Grid An Open Grid Services Architecture for Distributed Systems Integration

TL;DR: This presentation complements an earlier foundational article, “The Anatomy of the Grid,” by describing how Grid mechanisms can implement a service-oriented architecture, explaining how Grid functionality can be incorporated into a Web services framework, and illustrating how the architecture can be applied within commercial computing as a basis for distributed system integration.
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