“…Air quality prediction is a typical Spatiotemporal modeling problem, which always uses different components to handle spatial and temporal dependencies in complex systems separately. Previous models based on time series analysis and recurrent neural network (RNN) methods have only modeled time series while ignoring spatial information. …”
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“…To tackle this challenge, a fuzzy petri net (FPN) controller is proposed as a more suitable solution that combines fuzzy logic (FL) and petri nets (PN) to model and simulate complex systems. The main objective of this research is to develop an intelligent energy-saving framework that integrates advanced methodologies and air conditioning (AC) systems to optimize energy utilization and create a comfortable indoor environment. …”
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“…Nonlinear chains of atoms (NCA) are complex systems with rich dynamics, that influence various scientific disciplines. …”
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“…To avoid a systematic error in the analysis of complex systems, it is necessary to realize the limits of the applicability of the method. …”
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“…The current research aims to draw the structure of gender stereotypes and metastereotype schemes as complex systems of stereotypical features. Therefore, we analyze gender stereotypes as networks of interconnected characteristics. …”
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“…The key contribution of this study is the combination of neural networks with model predictive controller to solve optimal control problems locally near the robot, which offers several advantages, including computational efficiency and the ability to handle nonlinear and complex systems. Results: The major findings of this study include the successful implementation and evaluation of the proposed algorithm, which outperforms other methods such as RRT, A-Star, and LQ-MPC in terms of reliability and speed. …”
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“…This improvement in computational efficiency paves the way for more accurate and efficient core-level GW calculations on larger and more complex systems.…”
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“…[Image: see text] Enhanced sampling techniques have revolutionized molecular dynamics (MD) simulations, enabling the study of rare events and the calculation of free energy differences in complex systems. One of the main families of enhanced sampling techniques uses physical degrees of freedom called collective variables (CVs) to accelerate a system’s dynamics and recover the original system’s statistics. …”
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“…Single cell sequencing is useful for resolving complex systems into their composite cell types and computationally mining them for unique features that are masked in pooled sequencing. …”
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“…Incorporating qualitative methods strengthens natural experimental evaluations, particularly when studying interventions in complex systems, and contributes to minimising evaluation design weaknesses. …”
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“…Ultimately, exploring contextualized complex systems approaches to scaling-up universal hepatitis B birth-dose vaccination programs should form an integral part of the regional research agenda.…”
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“…This work has implications for understanding protein–ligand interactions and other complex systems in aqueous environments.…”
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“…Variability drives the organization and behavior of complex systems, including the human brain. Understanding the variability of brain signals is thus necessary to broaden our window into brain function and behavior. …”
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“…This study explored how team members in the ICU interact to achieve daily clinical goals, delineate professional boundaries and negotiate complex systems issues. METHODS: Seven 1-hour focus groups were conducted with ICU team members in two hospitals. …”
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“…Detailed canonical molecular orbital and adaptive natural density partitioning bonding analyses indicate that O(h) TM(8)B(6) (1/2/3) as superatoms possess nine completely delocalized 14c–2e bonds following the 18-electron principle (1S(2)1P(6)1D(10)), rendering spherical aromaticity and extra stability to the complex systems. Furthermore, Ni(8)B(6) (1) can be used as building blocks to form the three-dimensional metallic binary crystal NiB (4) (Pm3̄m) in a bottom-up approach which possesses a typical CsCl-type structure with an octa-coordinate B atom located exactly at the center of the cubic unit cell. …”
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“…Microorganisms have evolved complex systems to respond to environmental signals. Gradients of particular molecules and elemental ions alter the behavior of microbes and their distribution within their environment. …”
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“…The network reconstruction task aims to estimate a complex system’s structure from various data sources such as time series, snapshots, or interaction counts. …”
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“…The applicability of the matrix method to more complex systems is discussed.…”
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“…Since the discovery of small-world and scale-free networks the study of complex systems from a network perspective has taken an enormous flight. …”
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“…Many crucial vasoactive endogenous compounds are produced by the endothelial cells to control the functions of vascular smooth muscle cells and of circulating blood cells. These complex systems determine a fine equilibrium which regulates the vascular tone. …”
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