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SOE Demand This section describes why a new management paradigm and strategy is needed to improve results from enterprise integration initiatives The concept of service-oriented enterprise (SOE) is rich with substance applicable beyond enterprise integration in that the service-oriented values and optimizing enterprise performance are considered rst When we discussed SOE with the Technical Operations Vice President of the Aerospace Industries Association (AIA), he asked, Is SOE a business or technicaloriented paradigm That is an interesting question because managers and technical professionals often ask this question to determine if and how it ts their viewpoint SOE addresses both business and technical functional requirements in a comprehensive and integrated manner In an article published in Business Integration Journal [18] Hall Bailly, and George outlined the following takeaways 1 Business A stable framework is needed to help enterprise management con gure a collaborative enterprise from independently migrated processes and applications The ability to describe application architecture for EI is essential to the decision process SOE will help in understanding the immediate costs of directed investment in EI and its bene ts in reducing costs for ongoing interface maintenance 2 Technical Without an overarching strategy and associated architecture, many EI activities continue to be ad hoc and, as such, non-predictable and nonrepeatable As a strategic approach to EI, SOE blends structural elements in harmony with three software engineering disciplines The objective is to achieve the optimum balance between attention to the elements and application of SOE disciplines We wanted to present evidence demonstrating the need for a new paradigm and strategy Software vendors such as Metamatrix offered a commercial example, but we needed an objective third-party source From a government perspective, the General Accounting Of ce (GAO) reported that program and project managers need more disciplined processes to reduce risks associated with enterprise integration and systems engineering There is too much rework needed to stabilize applications after deployment Pressure to get systems implemented quickly has shortchanged investment in information engineering to get them right Our view is that more investment upfront will deliver high reward downstream This begins with smart data strategy and adoption of supporting values and principles Another aspect of the demand for SOE is from continuing to support the value for information sharing Former Defense Deputy Under Secretary of Materiel Readiness, Dave Pauling, advanced the idea that improving operational performance is realized through improved planning, sense making, and decision making that is currently too disjointed and costly to maintain Information interoperability de ciencies are the cause Correcting the cause eliminates proliferation of de ciencies while maximizing the distribution of bene ts.

Payroll Deductions / 113

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where Sk is the global best position of sub-swarm Sk y Merging Sub-swarms It is possible that more than one sub-swarm form to represent the same optimum This is due to the fact that sub-swarm radii are generally small, approximating zero as the solution represented is re ned over time It may then happen that a particle that moves toward a potential solution is not absorbed into a sub-swarm that is busy re ning that solution Consequently, a new sub-swarm is created This leads to the redundant re nement of the same solution by multiple swarms To solve this problem, similar sub-swarms are merged Swarms are considered similar if the hyperspace de ned by their particle positions and radii intersect The new, larger sub-swarm then bene ts from the social information and experience of both swarms The resulting sub-swarm usually exhibits larger diversity than the original, smaller sub-swarms Formally stated, two sub-swarms, Sk1 and Sk2 , intersect when ||Sk1 Sk2 || < (Sk1 R + Sk2 R) y y (16103)

If Sk1 R = Sk2 R = 0, the condition in equation (16103) fails, and the following merging test is considered: y y (16104) ||Sk1 Sk2 || < where is a small value close to zero, eg = 10 3 If is too large, the result may be that dissimilar swarms are merged with the consequence that a candidate solution may be lost y y To avoid tuning of over the domain of the search space, ||Sk1 Sk2 || are normalized to the interval [0, 1]

$250, Mr Weymouth must obtain a written substantiation of the contribution from The United Way, or obtain some similar form of evidence for the IRS

13 CURRENT PROBLEMS AND DEFICIENCIES FROM POOR DATA STRATEGY Current problems and de ciencies from poor data strategy must be addressed in the context of enterprise resource management and the SOE paradigm Enterprise resources are constrained and demand for change and improvement often outstrips available resources Here are some considerations that we imposed in constructing the SOE paradigm:

Stopping Conditions Any of a number of stopping conditions can be used to terminate the search for multiple solutions It is important that the stopping conditions ensure that each sub-swarm has converged onto a unique solution The reader is referred to [88] for a more detailed analysis of the NichePSO

PSO has been used mostly to optimize functions with continuous-valued parameters One of the rst applications of PSO was in training neural networks, as summarized in Section 1671 A game learning application of PSO is summarized in Section 1673 Other applications are listed in Table 161

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