We propose an energy amplification technique to address the issue that existing models easily overlook low-energy components in time series forecasting. This comprises block and restoration block. The enhances of improve model's learning efficiency for these components, while returns its original level. Moreover, considering energy-amplified data typically displays two distinct peaks frequency spectrum, we integrate with a seasonal-trend forecaster model temporal relationships independently,...

Medical time series has been playing a vital role in real-world healthcare systems as valuable information monitoring health conditions of patients. Accurate classification for medical series, e.g., Electrocardiography (ECG) signals, can help early detection and diagnosis. Traditional methods towards rely on handcrafted feature extraction statistical methods; with the recent advancement artificial intelligence, machine learning deep have become more popular. However, existing often fail to...

<div class="section abstract"><div class="htmlview paragraph">With the increasing adoption of Zero-Gravity Seats in intelligent cockpits, there is a growing concern over safety occupants reclined postures during collisions. The newly released anthropomorphic test device (ATD), THOR-AV, has modified neck, spine, and pelvis structures to better match postures. This study aims investigate changes kinematic response injury metrics for postures, through high-speed frontal sled tests...

<div class="section abstract"><div class="htmlview paragraph">The development of autonomous driving technology will liberate the space in car and bring more possibilities comfortable diverse sitting postures to passengers, but collision safety problem cannot be ignored. The aim this study is investigate changes injury pattern loading mechanism occupants under various reclined postures. A highly rotatable rigid seat an integrated three-point belt were used, with a 23g, 50kph input...

We propose an energy amplification technique to address the issue that existing models easily overlook low-energy components in time series forecasting. This comprises block and restoration block. The enhances of improve model's learning efficiency for these components, while returns its original level. Moreover, considering energy-amplified data typically displays two distinct peaks frequency spectrum, we integrate with a seasonal-trend forecaster model temporal relationships independently,...

Abstract Facial nerve regeneration still lacks a well‐defined and practical clinical intervention. The survival of central facial motoneuron is critical component in the successful peripheral regeneration. Endogenous GDNF vital for according to earlier investigations. Nevertheless, low endogenous level makes it challenging achieve therapeutic benefits. Thus, we crushed main trunk SD rats provide model paralysis, administered exogenous Rapa treatments. We observed changes animal behavior...

While numerous forecasters have been proposed using different network architectures, the Transformer-based models state-of-the-art performance in time series forecasting. However, based on Transformers are still suffering from vulnerability to high-frequency signals, efficiency computation, and bottleneck full-spectrum utilization, which essentially cornerstones for accurately predicting with thousands of points. In this paper, we explore a novel perspective enlightening signal processing...

To judge the injury mode and severity of real human body through measured values anthropomorphic test devices (ATD) indices, mapping relationship lumbar between ATD model (HBM) was explored.

The Standards for drinking water quality(GB 5749-2022), which has taken effect on April 1, 2023, stipulates that limit values of aesthetic and chemical characteristics can be temporarily adjusted in emergencies. However, the national standard does not clearly specify period values. This study is based principle human body will cause acute toxic damage during short-term exposure, considering acceptability such as chromaticity, smell, taste water, referring to quality standards different...

Objective: To observe the effect of surgical procedures and general anesthesia exposure (<2 h) in early childhood on neurodevelopmental outcomes school-age. Methods: A total 147 children aged 6-12 years old, who received surgery under at age 0-2 Children's Hospital Nanjing Medical Universityfrom June 2009 to December 2012 were retrospectively enrolled this study (from 2018 2021) as group, including 76 males 71 females, with a mean (8.8±1.6) years. All cases divided into single-exposure group...

To facilitate further investigation into the mechanisms of facial nerve regeneration, a simple and reliable model crush injury is essential. Nevertheless, establishment such models lacks standardization repeatability, while healing capacity often overlooked, potentially affecting future studies.

To discuss the management of sigmoid sinus thrombophlebitis secondary to middle ear cholesteatoma.We retrospectively analyzed all cases caused by cholesteatoma over a period 7 years. male and 2 female patients, ranging in age from 9 66 years, were diagnosed with clinical presentation radiological examination. By executing modified mastoidectomy tympanoplasty (canal wall-down tympanoplasty) entirely remove cholesteatoma-like mastoid epithelium, patients effectively treated surgically without...

Time-series and case-crossover are two main study designs in environmental epidemiology. However, due to the differences design principles model construction between analyses, results of analyses may not be consistent. Herein, we examined short-term effect cold spells on cardiovascular mortality Nanjing using both time series aiming provide a basis for selection appropriate research...