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Summary of Process Table 9.1. Table summarizing process and deliverables Steps 1. Problem de nition Description De ne: Objectives Deliverables Roles and responsibilities Current situation Timeline Costs and bene ts Prepare and become familiar with the data: Pull together data table Categorize the data Clean the data Remove unnecessary data Transform the data Segment the data Summarizing the data Use of summary tables, graphs, and descriptive statistics to describe the data Use of inferential statistics to make general statements with con dence Finding hidden relationships Identify grouping methods based on the problem Optimize the grouping results in a controlled manner Making predictions Select modeling approaches that match the problem and data constraints Use separate test and training sets Optimize model in a controlled manner Plan and execute deployment based on the de nition in step 1 Measure and monitor performance Review the project Deliverables Project plan

[11] [12] [13] [14] [15] [16] [17] [18]

Figure 9.6. The schematic of an industrial phase contrast microscope [Nikon].

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1 Control over key end-to-end QoS properties One of the hallmarks of DRE applications is their need for strict control over the end-to-end scheduling and execution of CPU, network, and memory resources QoS-enabled component middleware is based on the expectation that QoS properties will be developed, con gured, monitored, managed, and controlled by a different set of specialists (such as middleware developers, systems engineers, and administrators) and tools than those responsible for programming the application functionality in traditional DRE systems 2 Isolation of DRE applications from the details of multiple platforms Standardsbased QoS-enabled component middleware de nes a communication model that can be implemented over many networks, transport protocols, and OS platforms Developers of DRE applications can therefore concentrate on the application-speci c aspects of their systems and leave the communication and QoS-related details to developers of the middleware 3 Reduction of total ownership costs.

You can now use the element detailedEducation wherever an element of the type education is called for. As a Java developer, you should find this very comfortable. Substituting a class that is "at least" some given type is something you do all the time.

QoS-enabled component middleware de nes crisp boundaries between the components in the application, which reduces dependencies and maintenance costs associated with replacement, integration, and revalidation of components Likewise, core components of component architectures can be reused, thereby helping to further reduce development, maintenance, and testing costs A companion chapter in this book [61] examines how recent enhancements to standard component middleware particularly Real-time CORBA [38] and the CORBA Component Model [37] can simplify the development of DRE applications by composing static QoS provisioning policies and dynamic QoS provisioning behaviors and adaptation mechanisms into applications Unresolved challenges Despite the signi cant advances in QoS-enabled component middleware, however, applications in important domains (such as large-scale DRE systems) that require simultaneous support for multiple QoS properties are still not well supported Examples include shipboard combat control systems [51] and supervisory control and data acquisition (SCADA) systems that manage regional power grids.

These types of large-scale DRE applications are typi ed by the following characteristics: Stable applications and labile infrastructures Most DRE systems have a longer life than commercial systems [7] In the commercial domain, for instance, it is common to nd applications that are revised much more frequently than their infrastructure The opposite is true in many large-scale DRE systems, where the application software must continue to function properly across decades of technology upgrades As a consequence, it is important that the DRE applications interact with the changing infrastructure through well-managed interfaces that are semantically stable In particular, if an application runs successfully on one implementation of an interface, it should behave equivalently on another version or implementation of the same interface End-to-end timeliness and dependability requirements DRE applications have stringent timeliness (ie, end-to-end predictable time guarantees) and dependability requirements [49].

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R2 Si bridged ferrocenes by ring-opening synthesis (Section 2.3.2). Manners and his co-workers claim to be able to make shaped ceramics that can be tuned between superparamagnetic and ferromagnetic states by controlling the pyrolysis conditions with iron nanoclusters homogeneously dispersed in a carbosilanegraphic-silicon nitride matrix (115). Similarly, they found that pyrolyzing the

For example, the timeliness in DRE systems is often expressed as an upper bound in response to external events, as opposed to enterprise systems where.

Localizing Data Misunderstanding Data Requirements Miscalculating Bandwidth Requirements Overworked Hubs The Man with the Axe Plan Ahead Choose the Right Data Architecture Partition Data and Work Plan for Scaling (Enterprise-Scale Object Orientation) Plan Realistic Network Requirements Use Specialized Networks Be Paranoid Throw Hardware at the Problem

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