ABSTRACT
The spread of the global COVID-19 epidemic has resulted in significant shifts in electricity consumption compared to regular days. It is unknown if standard single-task, single-indicator load forecasting algorithms can accurately reflect COVID-19 load patterns. Power practitioners urgently want a simple, efficient, and accurate solution for anticipating reliable load. In this paper, we first propose a unique collaborative TCN-LSTM-MTL short-term load forecasting model based on mobility data, temporal convolutional networks, and multi-task learning. The addition of the parameter sharing layers and the structure with residual convolution improves the data input diversity of the forecasting model and enables the model to obtain a wider time series receptive field. Then, to demonstrate the usefulness of the mobility optimized TCN-LSTM-MTL, tests were conducted in three levels and twelve base regions using 19 different benchmark models. It is capable of controlling predicting mistakes to within 1 % in the majority of tasks. Finally, to rigorously explain the model, the Shapley additive explanations (SHAP) visual model interpretation technology based on game theory is introduced. It examines the TCN-LSTM-MTL model's internal mechanism at various time periods and establishes the validity of the mobility indicators as well as the asynchronous relationship between indicator significance and real contribution.
ABSTRACT
Because of COVID-19, the indoor environmental quality (IEQ) in sports facilities has been a concern to environmental health practitioners. To develop an overall understanding of the available guidelines and standards and studies performed on IEQ in sports facilities, an extensive literature study was conducted, with the aim of identifying: (1) indicators that are being used to assess IEQ in different sports facilities;(2) indicators that are potentially interesting to be used to assess indoor air, in particular;(3) gaps in knowledge to determine whether sports facilities are safe, healthy and comfortable for people to stay and perform their activities. The outcome indicates that most current standards and previous investigations on IEQ in sports facilities mainly focused on dose-related indicators (such as ventilation rate), while building-related indicators (such as ventilation regime) and occupant-related indicators (such as IEQ preferences) were rarely considered. Little attention is given to the fact that ventilation systems may play an important role in the air quality of the location, and few investigations have been performed on the transmission of SARS-CoV-2. This study recommends more research into both occupant and building-related indicators as well as cross-modal effects between various IEQ factors for developing future standards on sports facilities.
ABSTRACT
Selenium (Se) is an essential trace element for animal and human health. Se deficiency and Se excessive intake can lead to severe symptoms and are related to diseases. Se is mainly combined with protein in the form of selenocysteine (Sec) and selenomethionine (Se-Met) in the human body. Generally, proteins formed by incorporating Sec into them are called selenoproteins, while proteins bound in other forms are called Se-containing proteins. Selenoprotein is the main form of Se to exert its biological functions in the human body, and Se deficiency could reduce the content and activity of selenoproteins and disturb the normal physiological function. Researches on the relationship between selenoproteins and human health have received increasing attention, and a comprehensive understanding of the function of selenoproteins is helpful to explain the effects of Se on human health. Although the functions of selenoproteins are not yet fully understood, the critical role of many selenoproteins in human health has been revealed increasingly. So far, 25 kinds of selenoproteins have been found in the human body, and this review focuses on the structure and biological function of glutathione peroxidase (GPX), thioredoxin reductase (TrxR) and iodothyronine deiodinase (ID) families and their relationship with diseases. It shows that selenoproteins such as GPX, TrxR and ID families have biological functions of regulating cell oxidative stress, endoplasmic reticulum stress, antioxidant defense, immune response and inflammatory response. The single nucleotide polymorphism (SNP) and DNA methylation in the promoter region of selenoprotein are related to the risk of diseases. Selenoproteins play a vital role in the pathogenesis and prevention of diseases such as tumors, cardiovascular diseases, osteoarthritis (OA), Keshan disease (KSD), Kashin-Beck disease (KBD), and corona virus disease 2019 (COVID-19) through their genetic and epigenetic forms. This research will provide clues and basis for further revealing the role of Se and selenoprotein in human health and screening to prevent disease targets. However, due to the complexity and unknown biological functions of selenoproteins, the mechanism of selenoproteins in resisting diseases and promoting human health is still worthy of further exploration and research.
ABSTRACT
The pandemic of coronavirus disease 2019 (COVID-19) has posed serious challenges. It is vitally important to further clarify the epidemiological characteristics of the COVID-19 outbreak for future study and prevention and control measures. Epidemiological characteristics and spatial-temporal analysis were performed based on COVID-19 cases from 21 January 2020 to 1 March 2020 in Shandong Province, and close contacts were traced to construct transmission chains. A total of 758 laboratory-confirmed cases were reported in Shandong. The sex ratio was 1.27: 1 (M: F) and the median age was 42 (interquartile range: 32-55). The high-risk clusters were identified in the central, eastern and southern regions of Shandong from 25 January 2020 to 10 February 2020. We rebuilt 54 transmission chains involving 209 cases, of which 52.2% were family clusters, and three widespread infection chains were elaborated, occurring in Jining, Zaozhuang and Liaocheng, respectively. The geographical and temporal disparity may alert public health agencies to implement specific measures in regions with different risk, and should attach importance on how to avoid household and community transmission.