A self-supervised CNN for image watermark removal

Popular convolutional neural networks mainly use paired images in a supervised way for image watermark removal. However, watermarked images do not have reference images in the real world, which results in poor robustness of image watermark removal techniques. In this paper, we propose a self-supervised convolutional neural network (CNN) in image watermark removal (SWCNN). SWCNN uses a self-supervised way to construct reference watermarked images rather than given paired training samples, according to watermark distribution. A heterogeneous U-Net architecture is used to extract more complementary structural information via simple components for image watermark removal. Taking into account texture information, a mixed loss is exploited to improve visual effects of image watermark removal. Besides, a watermark dataset is conducted. Experimental results show that the proposed SWCNN is superior to popular CNNs in image watermark removal

County-level integrated media center promotes cultural inheritance and innovation with "short video" as the carrier

As a public opinion position to convey the spirit of the Party Central Committee and national policies, the Integrated Media Center plays a vital role in publicity work. Our country is vigorously promoting rural revitalization. Whether it can properly define its role and clarify its work priorities is directly related to the new tasks under the new situation in an all-round way. The popularization of the Internet has enabled many rural users to sell agricultural products and promote rural culture through short videos, which has gained considerable economic and social benefits. However, there are also some problems in the process that hinder further development. The integrated media center has the advantages of understanding the direction of publicity, familiar with the local economic and cultural development, and mastering the production of short videos. If the integrated media assists in the production and promotion of short videos, it will have better publicity effects. This article analyzes the problems in the promotion process of short videos for rural users, in order to establish effective working ideas for the media center and promote local cultural inheritance and innovation

Factors correlated with personal growth initiative among college students: A meta-analysis

In higher education, Personal growth initiative (PGI) has been the focus of attention, personal growth initiative is a fundamental mechanism for individual advancement, equipping college students with the resilience to navigate obstacles and bolstering self-enhancement. The present study comprehensively synthesizes existing research on the factors correlated with personal growth initiative among collegiate populations, aims to identify all correlated factors of college students' personal growth initiative, and the level of correlation. A systematic search was conducted through Scopus, Web of Science, PubMed, JSTOR, PsycINFO, ScienceDirect, and Wiley Online Library, as well as manually search in Google Schalor, spanning to collate research on college students' personal growth initiative. Quantitative synthesis was performed using STATA 17, while sensitivity was tested using a change effect model approach and publication bias was assessed employing Egger's test. After applying the Bonferroni correction, this study found that 18 factors were significantly positively correlated with college students' personal growth initiative, including 4 high-level correlated factors, 10 medium-level correlated factors, and 4 low-level correlated factors, as well as 4 factors were significantly negatively correlated, including 1 medium-level correlated factor and 3 low-level correlated factors. These findings offer valuable insights into personal growth initiative among college students, and the reference for educators and institutional leaders aiming to foster personal growth initiative for college student self-development

Recycling of spent lithium-ion batteries in view of lithium recovery: A critical review

Due to the rapid expanding of plug-in hybrid electric vehicles (PHEVs), hybrid electric vehicles (HEVs) and electric vehicles (EVs), the projectfed demand for lithium-ion batteries (LIBs) is huge and might result in supply risks for natural lithium-containing reserves. After the service life, spent LIBs continuously accumulate in the market, and they are excellent secondary resources for lithium recovery. To alleviate resource shortage and to decrease potential environmental pollution caused by improper solid waste disposal, recycling of spent LIBs is motivated world widely in recent years. Previous studies have usually focused on the recovery of cobalt and nickel, which create high economic benefit. Recovery of lithium, however, has not been highlighted. In this article, state-of-the-art on spent LIBs recycling is discussed with emphasis on lithium recovery. In addition to understanding underlying mechanisms and physiochemistry features of various recycling methods, the possibility for industrial realization of each method is also evaluated. The complex processing steps limit the industrial implementation of hydrometallurgy-dominant methods, which usually reclaim lithium in the last step, resulting in a poor recovery efficiency of lithium. The pyrometallurgy-dominant approach is readily to scale up but lithium is lost in the slag phase. Therefore, the mild recycling (cleaner production) methods are recommended for future study since they take advantages of traditional pyrometallurgy and hydrometallurgy, and could decrease treatment temperature as well as acid/alkaline usage. (C) 2019 Elsevier Ltd. All rights reserved

Identification of Long Non-Coding RNAs and Their Target Genes from Mycelium and Primordium in Model Mushroom Schizophyllum commune

AbstractSchizophyllum commune has emerged as the most promising model mushroom to study developmental stages (mycelium, primordium), which are two primary processes of fruit body development. Long non-coding RNA (lncRNA) has been proved to participate in fruit development and sex differentiation in fungi. However, potential lncRNAs have not been identified in S. commune from mycelium to primordium developmental stages. In this study, lncRNA-seq was performed in S. commune and 61.56 Gb clean data were generated from mycelium and primordium developmental stages. Furthermore, 191 lncRNAs had been obtained and a total of 49 lncRNAs were classified as differently expressed lncRNAs. Additionally, 26 up-regulated differently expressed lncRNAs and 23 down-regulated between mycelium and primordia libraries were detected. Further, Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis showed that differentially expressed lncRNAs target genes from the MAPK pathway, phosphatidylinositol signal, ubiquitin-mediated proteolysis, autophagy, and cell cycle. This study provides a new resource for further research on the relationship between lncRNA and two developmental stages (mycelium, primordium) in S. commune

Recovery of Spent Lithium Ion Batteries Based on High Temperature Chemical Conversion

Given the environmental risk and valuable metal containing nature of spent lithium. ion batteries, it is of great significance to harmlessly dispose of spent lithium. ion batteries and recycle the valuable resources therein. At present, the spent lithium-ion batteries recycling technology is realized mainly through enhanced chemical conversion under high temperature or normal temperature conditions. High temperature boosts the chemical conversion rate of valuable elements in the spent lithium-ion battery, results in a short flow and releases material dependence. Therefore, high temperature chemical conversion is easy to implement in industry, and the related technologies have become one of the hotspots for the recycling of spent lithium-ion batteries. Based on the chemical conversion differences of various phases, this study systematically analyzes and evaluates the physicochemical mechanisms, technical characteristics, and research status of high temperature chemical reduction, roasting with molten salt, and direct regeneration. The advantages and problems of various technologies are compared. Based on this, it is advised that the future research needs in-depth study of its chemical conversion mechanism and takes into account the short flow clean regeneration of materials. It is necessary to develop a low energy-consuming and environmentally-friendly approach to enable the green treatment and recycling of spent lithium-ion batteries based on the principle of green chemistry

Environmentally benign process for selective recovery of valuable metals from spent lithium-ion batteries by using conventional sulfation roasting

Recycling of spent lithium-ion batteries (LIBs) has attracted intensive attention owing to their potential environmental risk and the importance of the supply of critical metals. Sulfation roasting as a traditional technology is not considered environmentally friendly due to serious SOx emission. The usage of over-stoichiometric amounts of sodium salt results in high sodium content in the leaching solutions bringing about difficulties for the preparation of qualified lithium products. It is usually not easy to achieve high recovery selectivity of metals. Herein, we find it is possible to eliminate secondary emission and no sodium is included in the process of spent LIB (LiCoO2 as a case study) recycling if the transfer pathway of sulfur among different phases is well controlled. At the same time, high lithium recovery selectivity is achieved. The principles of green chemistry for substitution of chemicals with a low environmental impact and improving the atomic efficiency of sulfur are introduced during traditional sulfation roasting. A pretreatment step of aging with sulfuric acid at 393 K is introduced to form cobalt sulfate which in the following heat treatment step will further preferentially react with the remaining LiCoO2 until it is completely consumed. By controlling the amount of sulfuric acid, sulfur can be recirculated and recycled thoroughly in the form of SO42-, instead of SOx emission and the atomic efficiency of sulfur can be highly improved. After leaching with water, the concentration of Li+ in the leachate reaches 19.82 g L-1; 99.3% lithium and 98.7% cobalt were recuperated as Li2CO3 and Co3O4 with a purity of 99.89% and 99.95%, respectively. Our findings propose an environmentally benign and easily implemented strategy for selective recycling of spent LIBs. The fundamentals provide inspiration for separation and extraction fields such as mining and recycling of complex systems composed of multiple metals