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APPENDIX 3.4 Asynchronous transfer mode (ATM)
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Figures B.57 and B.58 provide examples of cross-validation results for classi cation models, that is where the response variable is categorical. Figure B.57 illustrates the results for a nonbinary classi cation model. These results include accuracy and error rate metrics and a contingency table of actual response values against predicted values for the cross-validated predictions. Figure B.58 presents an example
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The chemical reactions in a fuel cell produce heat as a result of the conversion enthalpy of a fuel into electricity. If the water product is in liquid form (without the latent water heat), the heat production may be approximated by   1:48 1 J=s or W 7:7 heating rate Pfc Vfc If the water product is in vapor form, the heat production may be approximated by   1:25 heating rate Pfc 1 J=s or W 7:8 Vfc Either air heat from the cooling process or hot water from the chemical reactions may be used in heat exchangers for commercial, industrial, and residential purposes and for warming up vapor and/or air conditioning in domestic homes. 7.8 LOAD CURVE PEAK SHAVING WITH FUEL CELLS
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discusses major steps and projects taken for handling Internet charging. It adds a short description of accounting and mediation technologies for the Internet environment, and finishes the discussion with a brief review of traditional billing of telephony and ATM services. 4.3.1 Charging Projects The number of projects on the Internet concerned with charging has increased quite significantly. Only a small number of recent and charging-centric work dealing with system s design and modeling is summarized below. Another overview can be found in [114]. Many projects dealing with charging and accounting functionality at the network level try to achieve a high independence from pricing models [118]. However, it has been noted that pricing in general and usage-based pricing in particular can impose a high overhead on telecommunication systems [78, 108]. Any form of usage-based pricing for various telecommunication services is interesting, because underlying resources (such as satellites, frequencies, cables, routers/switches, and most notably operating personnel) are scarce and very costly. The traditional Internet pricing model has been critiqued constantly in the past for its economic drawbacks of not being incentive-compatible [108, 24, 47]. Furthermore, it is inflexible for example, it does not allow for combined sender/receiver payments and does not provide economic signals, which are needed for network planning and expansion. But most importantly, the current model is based on the assumption of a single-service best effort network that provides a similar service to all customers. Therefore, the multiservice paradigm needs to be investigated with respect to heterogeneous networking infrastructures and technologies of the Internet. An early per-flow billing system for TCP flows and initial ideas on a billing service design are presented in [29] and [110], respectively. Advanced per-flow charging and accounting approaches based on reservations have been tackled in [36, 59, 62]. For the case of an integrated-services packet-switched network, the approach in [37] defines a service-dependent charging policy. Based on a list of charging properties and a cascading queuing station model, a charging formula is presented and discussed, which includes a reservation and usage portion. Charging and Accounting Technology for the Internet The objectives of the Swiss National Science Foundation project charging and accounting technology for the Internet (CATI) [115] included the design, implementation, and evaluation of charging and accounting mechanisms for Internet services and VPN. This covered the enabling technology support for open, Internet-based EC platforms in terms of usage-based transport service charging as well as high quality Internet transport services and its advanced and flexible configurations for VPNs. In addition, security-relevant and trust-related issues in charging, accounting, and billing processes have been investigated. Important application scenarios, such as an Internet telephony application, demonstrated the applicability and efficiency of the developed approaches [116]. This work was complemented by investigations of cost recovery for ISPs, including various investigations of suitable usage-sensitive pricing models for end-to-end communications based on reservations [36, 122], as well as SLAs between service providers [28]. Market Managed Multiservice Internet The 5th Framework European IST project, Market-Managed Multiservice Internet (M3I) [85], aims at the design and
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