Well-posedness of the LV algorithm
We show that the LV algorithm indeed converges to the claimed result in the following way. First, we show in Lemma 1 that the trajectories are contained in the invariant set [0, 1]n for t ≥ 0. Second,…
Category: 7. Maths
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Supervised optimal control in complex continuous systems with trajectory imitation and reinforcement learning
The framework of the proposed method based on trajectory imitation and reinforcement learning (TIRL) is shown in Fig. 1. Throughout the framework, the demonstration data will fully participate in the optimization control process which includes…
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A machine learning approach to carbon emissions prediction of the top eleven emitters by 2030 and their prospects for meeting Paris agreement targets
This study distinguishes itself from prior efforts not only by its high forecasting accuracy but also by the deployment of a rigorous feature optimization pipeline, demonstrating significant methodological progress in climate-oriented ML…
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Developing a novel hybrid model based on GRU deep neural network and Whale optimization algorithm for precise forecasting of river’s streamflow
Papacharalampous, G., Koutsoyiannis, D. & Montanari, A. Advances in water resources quantification of predictive uncertainty in hydrological modelling by Harnessing the wisdom of the crowd: methodology development and investigation using toy…
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Modelling of an imprecise sustainable production control problem with interval valued demand via improved centre-radius technique and sparrow search algorithm
In this section, the best-found policy of the proposed inventory control problem has been illustrated into four different cases. Depending upon the presence of the green level and warranty period in the demand rate of the present model, following…
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FPA-based weighted average ensemble of deep learning models for classification of lung cancer using CT scan images
Uthoff, J. et al. Machine learning approach for distinguishing malignant and benign lung nodules utilizing standardized perinodular parenchymal features from CT. Med. Phys. 46(7), 3207–3216 (2019).
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A topological approach to understanding crack initiation and propagation in carbon fiber reinforced polymer composites under an opening load
TDA of 3D crack shapes
We first demonstrate how the cracks change across the length of the CFRP with a “thin” resin region, where sharp cracks were formed along the interface between the carbon fiber and plastic resin region10. In this sample,…
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Exhaustive analysis and simple model of an angular displacement optical fiber sensor
In this section, we examine the implications of the proposed model. We begin with the fundamental bifurcated topology then proceed to a symmetric configuration featuring two RFs. Finally, we explore additional differential approaches that employ…
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Mathematical analysis of modified blood glucose insulin model through fractal fractional operators
This section is committed to the results of the existence of solutions for the proposed diabetes model (1). The system of Eq. (1) can be re-structured as:
$$\begin{aligned} \left\{ \begin{aligned} ^\mathbb {FF-ABC}\mathbb {D}_{0,\tau }^{{\omega…
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Enhancing information credibility in citizen journalism through the integration of GNSS positioning and blockchain technology
As part of the GeoNewsChain project, comprehensive research was conducted to understand the needs and expectations of platform users and assess the feasibility of integrating GNSS and blockchain technology in citizen journalism. This research…
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