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SELF-ORGANIZING AND ADAPTIVE SOFTWARE Self-organizing network software refers to a network s ability to organize and con gure itself according to environmental conditions Adaptation software refers to the ability of applications to learn and adapt to the changing conditions in the network As a result self-organizing and adaptive software may use information from the environment to improve its performance and function over time These new approaches to software function are in the research stages compared to more traditional programming In the 1970s, Structured Programming made it feasible to build larger scale software systems based on existing speci cations A typical application was a database program that read an input le and produced an output le In the 1980s, Object-Oriented Programming made it easier to reorganize for changes because functionality was split up into separate classes A typical application was a desktop publishing system using user-initiated events (mouse clicks or menus).

Individual judgments are required to assess materiality in the absence of authoritative criteria or to decide that minimum quantitative criteria are not appropriate in

Hundreds of programming languages have been developed since 1952, but some of the more signi cant languages include FORTRAN, ALGOL, LISP, COBOL, APL, SIMULA, BASIC, PL/I, Prolog, C, Pascal, Scheme, Ada, Parlog, C++, Eiffel, Mathematica, Oberon, Haskell, and Java Yet, despite this diversity of language types, traditional software development with these tools has always been based on principles requiring exact speci cation, complex maintenance, and high levels of abstraction Adaptive Programming is aimed at the problem of producing applications that can readily adapt in the face of changing user needs and environments Adaptive software explicitly represents the goals that the user is trying to achieve This makes it possible for the user to change goals without a need to rewrite the program A typical application is an information lter Adaptive software may offer functionality based upon a feedback loop that updates information based on successful performance.

AUTHOR: Dennis Buede PROJECT: Engineering Design of a System DATE: 05/24/99 REV: DATE CONTEXT:

SIDEBAR 1.1 The term systems engineering dates back to Bell Telephone Laboratories in the 1940s [Schlager, 1956; Hall, 1962; Fagen, 1978]. Fagen [1978] traces the concepts of systems engineering within Bell Labs back to early 1900s and describes major applications of systems engineering during World War II. RCA used the systems approach during the research and development of the electronically scanned, black and white television [Engstrom, 1957]. In 1943 the National Defense Research Committee established a Systems Committee with Bell Laboratories support to guide a project called C-79, the rst task of which was to improve the communication system of the Air Warning Service. An unpublished chapter on systems engineering in the Bell system suggested that the rst use of the phrase systems engineering

The design criterion itself becomes a part of the program and the program recon gures itself as its successful performance changes The highly structured architecture of the Semantic Web should offer a signi cant number of semantic patterns that could produce optimized performance through adaptive software processing Genetic Algorithms A genetic algorithm is a model for machine learning in which a population of randomly created units goes through a selection process of evolution: A digital survival of the ttest in which each unit represents a point in a problem s solution search space Individual units are referred to as chromosomes and consist of genes or parameters of the problem being optimized A collection of chromosomes on which a genetic algorithm operates is called a population Through tness functions,.

Step 6: Communicate, Educate, and Collaborate across the Organization The evaluation of SOA is complete and SOA adoption has been approved. Requirements have been gathered, expectations clearly de ned, and a detailed adoption plan has been de ned and approved. This leads to the nal step communicate, educate, and collaborate. It is time to engage the rest of the business unit or even the entire enterprise in embracing SOA and the adoption plan that will be put in

Thus far we have focused heavily on one set of studies commissioned by the DTI in the UK, in part because the data is recent, and also because it is relatively comprehensive. Whilst the ndings are clear, we now consider whether or not these are consistent with other data in the UK, and indeed with international data. We look rst at the earlier study of nine sectors in the UK, as summarised by Hawkins & Prencipe (2000). This work focused on b2b activities and concluded that: