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So, generalization performs aggregation even when parts are not speci ed This means that it subsumes the aggregation It subsumes the abstraction, too In all cases concerning abstraction the term generalization is applicable Generalization is typically applied when a similarity and observations are discovered, and a general rule should be introduced The term abstraction is inappropriate in this case Conclusion: Generalization subsumes both aggregation and abstraction This is a more general procedure of which aggregation and abstraction are particular cases 111010 Nesting Nesting is a property of recursively applying the same procedures of multiresolutional knowledge processing by using the operator of processing at a level for consecutively processing information of all levels The results of Sensory Processing of all levels are nested one within another, World Models are nested one within another, and the decisions generated within the module of Behavior Generation are nested one within another.

Levels of a multiresolutional ELF are nested one within another, while the levels continue to function as separate independent ELFs This separation of levels is a result of a need to reduce the complexity of computations Thus, instead of solving in one shot the whole problem with the maximum volume of the state space and with the amount of high-resolution details, one may choose to solve several substantially simpler problems that are nested one within another 111011 Learning The process of generalization upon the time-varying functions of a control system is called learning It results in creating and constantly updating the multiresolutional system of representation and, thus, in an improvement of plans and feedback control laws Learning is a component of this multiresolutional knowledge processing Evolution of knowledge of the system can be demonstrated as shown in Figure 1118.

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Obviously, learning is tightly linked with the property of Intelligent Systems of being equipped by the systems of knowledge representation (eg, the module World Model in ELF) Another question is that the module of representation might not necessarily be physically lumped in one speci c place: WM can be distributed over a multiplicity of agents, or otherwise over the physical medium used in the intelligent system Updating the World Model and the enhancement of its multiresolutional system of knowledge representation is done by the process of learning, which employs the set of GFACS operators that has been described above Levels of resolution are selected to minimize the complexity of computations Planning and determining the bene cial feedback control laws is also done by a joint using of generalization, focusing attention, and combinatorial search (GFACS) The operation of learning was associated with layers: Each layer learns separately.

Bureau [1] gures for 2000 indicate shipments of 340 million pounds of powder, which recalculated as gallons at 68 million gallons (5 lb/gal) Powder amounts to 149% of product nishes OEM and 53% of total coatings shipments Higher powder use levels are reported by consultants [42], with a suggestion that the numbers reported to the Census Bureau miss some of the growth Radiation cure coatings use in the United States is reported [42] to be about 85 million pounds, and powder and radiation cure together are stated to represented about 9% of US shipments [42] Growth for radiation cure is estimated to be 9% annually [42] Powder coatings can be of the thermoplastic or thermosetting type Most of the growth is in thermosets.

Learning experiences can be organized only by using a multiresolutional structure Levels are not hard-wired; they are constructed from the information at hand, as is done in neural nets, for example..

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QoE and QoS monitoring in cellular networks consists of collecting/processing service and network performance statistics, usage data and QoS-related faults. In order to obtain end-to-end quality of service monitoring, network elements (NEs), the element management layer (EML) and network management layer (NML) must all be involved

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