For some regimes the execution time of the model will be considerable, although this time can be ameliorated through the application of more computational resources or parallel computation.
This kind of computation can exhaust the available computational resources on one institution, requiring the use of grid computing technique to provide more computational resources from other institutions [5].
More precisely, many approaches can be used to reduce the computation costs of metaheuristics, such as investing more computing resources to finish the job faster or using better search strategy (i.e., sampling or dimension reduction methods).
Due to the resource utilization of geo-related devices, fog computing has more computation capacity and less communication delay compared with the cloud computing.
Compared with the latest work, we can get 1.48 times speedup and use 19% more memory with much less computation resources (34.5% less ALUTs and 46.1% less Regis-ters).
If we can utilize the existing large clusters of CPUs and GPUs to run GA*, in which more memory and computation resource is available, we will be able to solve a larger protein design problem than ever before.
Another team from software security firm GrammaTech and the University of Virginia are developing an AI-powered task master that can determine which parts of software are more likely to have security bugs and optimize computation resources to analyze those sections.
Meanwhile, the incorporation of general vector machine (GVM, a type of neural network) to intelligently predict the relationship between simulation parameters and computation resources is presented, which could further provide more information for system monitoring and scheduling.
Manglik says that as business apps are doing more and more computation on more and more data, they're straining against the resources of on-premise servers.
The results show that although the method based on the over-complete dictionary needs more computation, the estimation accuracy is improved obviously and the pilot resource is reduced very much.
