The service layer is a comprehensive encapsulation of various algorithms and models that facilitate the operation and implementation of internal functions within the digital twin system. It comprises services oriented towards digital model verification, validation, and accreditation (VV&A), services for task...
NSGA-II is an evolutionary algorithm developed as an answer to the shortcomings of early evolutionary algorithms, which lacked elitism and used a sharing parameter in order to sustain a diverse Pareto set. NSGA-II uses a fast non-dominated sorting algorithm, sharing, elitism, and crowded compariso...
It is invoked by adding the BIB-1 relation attribute with value ``relevance'' to the PQF query (that is, @attr 2=102, see also The BIB-1 Attribute Set Semantics, also in HTML). To find all articles with the word Eoraptor in the title, and present them relevance ranked, issue the ...
Along with that, the mathematical predictive models used for single-objective optimization are gradually being replaced by machine learning algorithms, which are highly robust and efficient in terms of prediction performance. Therefore, this work addresses the prediction and optimization of average surface...
onthespeedofconvergence totheglobalPareto-optimalfrontiscomparedwiththebinarycodedNSGA-IIusingdiffer- entbenchmarkmulti-objectiveoptimizationproblems.Theparentinheritanceisalsoin- corporatedinseveraljumpinggene(JG)adaptedNSGA-IIalgorithms.Theefficacyofinher- itanceinNSGA-IIanditsseveralJGadaptationsistestedby...
Table 1. Number of comparisons for algorithms. The implementation process of the given example in Figure 5—adopting the proposed algorithm SETNDS—is shown in Table 2. From the algorithm description, we know that we should find the dominant region for the solution ranked as shown in the sec...
It was found that YOLOv5, with guaranteed recognition accuracy, had a recognition speed of 4.7 ms/frame (about four times that of the second ranked YOLOv3). Therefore, this study presents a novel fresh tea leaf sorting system that provides rapid and high-precision multi-channel sorting for ...
The NSGA-II algorithm is developed on the basis of genetic algorithms, which reduces the complexity of non-inferiority sorting genetic algorithms and improves the running speed of the algorithms as well as the convergence of the solution set through the concepts of fast nondominated sorting, aggrega...
Chaoui and others [13] proposed a continuously adaptive RBF network for speed control of interior permanent-magnet synchronous motors, simplifying the control structure while enhancing control accuracy. However, intelligent algorithms such as neural networks and machine learning typically require extensive ...
Therefore, ensuring the positive cable tensions can be realized by choosing an appropriate 𝜆λ as an arbitrary scalar for the CSGSR. To obtain the cable tensions with Equation (4) and to maintain cable tensions for the cable robots, many cable tension distribution algorithms have been proposed...