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This dataset is generated from real-time simulations conducted in MATLAB/Simscape, focusing on the impact of smart noise signals on battery energy storage systems (BESS). Using Deep Reinforcement Learning (DRL) agent known as Proximal Policy Optimization (PPO), noise signals in the form of subtle millivolt and milliampere variations are strategically created to represent realistic cases of False Data Injection Attacks (FDIA). These signals are designed to disrupt the State of Charge (SoC) and State of Health (SoH) estimation blocks within Unscented Kalman Filters (UKF).

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Optimal design of variables switch-based sampling scheme for verifying Weibull distributed product lifetimes.

J Appl Stat

May 2024

Department of Aviation Management, Republic of China Air Force Academy, Kaohsiung, Taiwan.

Ensuring products maintain their normal function during the warranty period is essential for companies to control warranty costs and sustain their brand reputation. A variables acceptance sampling (VAS) plan based on the lifetime performance index (LPI) is a practical technology for verifying product lifetimes because it can provide the number of failures required for life testing and the acceptance criterion for lot disposition. Recently, an LPI-based variables quick-switch sampling (VQSS) system has been developed to improve the sampling efficiency.

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Shenlian (SL) decoction, a renowned traditional Chinese formula for diabetes mellitus, has also been employed to treat intestinal disorders. Previous studies have demonstrated the efficacy of SL decoction in regulating blood glucose and intestinal bacteria. Nevertheless, further analysis is required to elucidate the mechanistic link between SL decoction-mediated improvement of intestinal function and treatment of Type 2 diabetes mellitus (T2DM).

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Introduction: Rheumatoid arthritis (RA) is a chronic autoimmune disease that primarily manifests with symptoms such as heat and toxin. However, the key components and molecular mechanisms of Zhizi Baipi decoction (ZBD) in the treatment of RA are still unclear.

Objectives: The study aimed to explore the mechanism of action of ZBD for treating RA through ingredient analysis, network pharmacology, and experimental validation.

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Background: One method for noninvasive and simple urinary microalbumin testing is urine test strips. However, when visually assessing urine test strips, accurate assessment may be difficult due to environmental influences-such as lighting color and intensity-and the physical and psychological influences of the assessor. These complicate the formation of an objective assessment.

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