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A Multi-Condition Sequential Network Ensemble for Industrial Energy Storage Prediction Considering the Condition Switching Characteristics

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IEEE/CAA Journal of Automatica Sinica 2025年第2期12卷 369-380页

作者： Tianyu wang Fan Zhou Yangjie Wu Jun Zhao wei wang IEEE the School of Control Science and Engineering Dalian University of Technology the School of Information Science and Engineering Dalian Polytechnic University

As a crucial storage and buffering apparatus for balancing the production and consumption of byproduct gases in industrial processes, accurate prediction of gas tank levels is essential for optimizing energy system scheduling. Considering that the continuous switching of the pressure and valve status(mechanism knowledge) would bring about multiple working conditions of the equipment, a multi-condition time sequential network ensembled method is proposed. In order to especially consider the time dependence of different conditions, a centralwise condition sequential network is developed, where the network branches are specially designed based on the condition switching sequences. A branch combination transfer learning strategy is developed to tackle the sample imbalance problem of different condition data. Since the condition or status data are real-time information that cannot be recognized during the prediction process, a pre-trained and ensemble learning approach is further proposed to fuse the outputs of the multi-condition networks and realize a transient-state involved prediction. The performance of the proposed method is validated on practical energy data coming from a domestic steel plant, comparing with the state-of-the-art algorithms. The results show that the proposed method can maintain a high prediction accuracy under different condition switching cases, which would provide effective guidance for the optimal scheduling of the industrial energy systems.

关键词： Ensemble learning industrial energy prediction multi-working condition structural deep network transfer learning

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Optimizing cooling approach of spiral coil for an electromagnetic steel teeming system of ladle in continuous casting production

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Journal of Iron and Steel Research International 2025年第1期32卷 85-94页

作者： Ming He Qing-wei wang Li-jia Zhao wang-zhong Mu Xing-an Liu Qiang wang College of Horticulture Shenyang Agricultural UniversityShenyang110866LiaoningChina Key Laboratory of Electromagnetic Processing of Materials(Ministry of Education) Northeastern UniversityShenyang110819LiaoningChina Key Laboratory of Protected Horticulture(Ministry of Education) Shenyang Agricultural UniversityShenyang110866LiaoningChina Department of Materials Science and Engineering KTH Royal Institute of TechnologyStockholm10044Sweden

To address the current issues with the conventional slide gate system utilized in the steel teeming process,a unique electromagnetic induction controlled automated steel teeming(EICAST)technology has been *** means of spiral coil in this technology is directly related to its service ***,heat transfer processes of air cooling and spray cooling were compared and ***,the impacts of water temperature,water flow rate and air flow rate were examined in order to maximize the spray cooling *** maintain coil temperature at a low value consistently throughout the entire thermal cycle process of the ladle,a combined cooling mode was finally *** simulation was applied to examine the coil temperature variation with different cooling systems and *** coil operation,spray cooling is said to be more *** controlling the water flow rate and air flow rate,the spray cooling effect is ***,water temperature has little or no impact when using spray *** cooling during the secondary refining process and spray cooling prior to coil operation are combined to further lower coil *** the direction of the spray cooling is from bottom to top,the coil temperature is lowered below 165℃.A practical induction coil cooling plan was provided for the EICAST technology’s production process.

关键词： Electromagnetic induction controlled automated steel teeming technology Spiral coil Spray cooling Heat transfer Continuous casting

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Discovery of a new family member of arsenic–vanadium polyoxometalates with high catalytic performance for one-pot coupling of CO2, epoxides and amines

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Tungsten 2025年第1期7卷 80-87页

作者： Fang-Qian wang Yin Zhang wei-wei wang Mei-Qian Fu Hong-Bing Mo wei-Dong Yu Chao Liu Jun Yan College of Chemistry and Chemical Engineering Central South University Junior Education Department Changsha Normal University School of Science Hunan University of Technology and Business

Arsenic-vanadium polyoxometalates（POMs） represent a family of tremendous potential catalysts owing to their peculiar physical and chemical *** in CO2conversion,using POMs to catalyze the conversion of CO2and epoxide into chemical intermediates is the research ***,A new family number of arsenic-vanadium POMs,[N（CH3）4]4[As8V12O38（H2O）]·2H2O({As8V12O38}),was reported and characterized by single-crystal X-ray diffraction,fourier transform infrared spectroscopy,X-ray photoelectron spectroscopy,*** from other allotropicity,{As8V12O38}shows a different structure pattern with an I-43d *** obtained {As8V12O38} was employed as a catalyst for the *** initial catalytic reaction confirmed that {As8V12O38} can catalyze the formation of epoxy carbonate by using 1.01 kPa CO2and epoxide at 70℃.Furtherly,when added amine in the catalytic system,oxazolidinone could be obtained by high yields,which provides an efficient way to convert CO2into profitable ***,a possible catalytic reaction mechanism was proposed by using different characterization analyses.{As8V12O38} first catalyzes the epoxide and CO2to form an epoxy carbonate and then catalyzes epoxy carbonate and benzylamine into oxazolidinone.

关键词： Arsenic CO2 conversion Oxazolidinone Polyoxometalates Vanadium

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AI-Enhanced Secure Data Aggregation for Smart Grids with Privacy Preservation

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Computers, Materials & Continua 2025年第1期82卷 799-816页

作者： Congcong wang Chen wang Wenying Zheng wei Gu School of Software Nanjing University of Information Science and TechnologyNanjing210044China School of Information Science and Engineering Zhejiang Sci-Tech UniversityHangzhou310018China State Key Laboratory of Public Big Data Guizhou UniversityGuiyang550025China School of Computer Science and Technology(School of Artificial Intelligence) Zhejiang Sci-Tech UniversityHangzhou310018China School of Computer Science(School of Cyber Science and Engineering) Nanjing University of Information Science and TechnologyNanjing210044China

As smart grid technology rapidly advances,the vast amount of user data collected by smart meter presents significant challenges in data security and privacy *** research emphasizes data security and user privacy concerns within smart ***,existing methods struggle with efficiency and security when processing large-scale *** efficient data processing with stringent privacy protection during data aggregation in smart grids remains an urgent *** paper proposes an AI-based multi-type data aggregation method designed to enhance aggregation efficiency and security by standardizing and normalizing various data *** approach optimizes data preprocessing,integrates Long Short-Term Memory(LSTM)networks for handling time-series data,and employs homomorphic encryption to safeguard user *** also explores the application of Boneh Lynn Shacham(BLS)signatures for user *** proposed scheme’s efficiency,security,and privacy protection capabilities are validated through rigorous security proofs and experimental analysis.

关键词： Smart grid data security privacy protection artificial intelligence data aggregation

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TaWRKY55-TaPLATZ2 module negatively regulate saline-alkali stress tolerance in wheat

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Journal of Integrative Plant Biology 2025年第1期67卷 19-34页

作者： Lin wei Xinman Ren Lumin Qin Rong Zhang Minghan Cui Guangmin xia Shuwei Liu Key Laboratory of Plant Development and Environmental Adaptation Biology Ministry of EducationSchool of Life ScienceShandong UniversityQingdao 266237China Crop Research Institute Anhui Academy of Agricultural SciencesHefei 230031China State Key Laboratory of Microbial Technology Shandong UniversityQingdao 266237China

Saline-alkaline soils are a major environmental problem that limit plant growth and crop *** membrane H^(+)-ATPases and the salt overly sensitive(SOS)signaling pathway play important roles in plant responses to saline-alkali ***,little is known about the functional genes and mechanisms regulating the transcription of H^(+)-ATPases and SOS pathway genes under saline–alkali *** the present study,we identified that the plant AT-rich sequence and zinc-binding(TaPLATZ2)transcription factor are involved in wheat response to saline-alkali stress by directly suppressing the expression of TaHA2/*** knockdown of TaPLATZ2 enhances salt and alkali stress tolerance,while overexpression of TaPLATZ2 leads to salt and alkali stress sensitivity in *** addition,TaWRKY55 directly upregulated the expression of TaPLATZ2 during saline-alkali *** knockdown and overexpression of Ta WRKY55 in wheat,Ta WRKY55 was shown to negatively modulate salt and alkali stress *** analyses confirmed that Ta PLATZ2 functions downstream of Ta WRKY55 in response to salt and alkaline *** findings provide a TaWRKY55–TaPLATZ2–TaHA2/TaSOS3 regulatory module that regulates wheat responses to saline-alkali stress.

关键词： alkali stress PLATZ transcription factor salt stress Triticum aestivum

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Different fates of Sb(Ⅲ)and Sb(V)during the formation of jarosite mediated by Acidithiobacillus ferrooxidans

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Journal of Environmental Sciences 2025年第1期147卷 342-358页

作者： Lu Chen Yirong wang Hongchang Liu Yuhang Zhou Zhenyuan Nie Jinlan xia Wensheng Shu School of Minerals Processing and Bioengineering Central South UniversityChangsha 410083China Key Lab of Biometallurgy of Ministry of Education of China Central South UniversityChangsha 410083China School of Life Sciences South China Normal UniversityGuangzhou 510631China

Secondary iron-sulfate minerals such as jarosite,which are easily formed in acid mine drainage,play an important role in controlling metal *** this work,the typical iron-oxidizing bacterium Acidithiobacillus ferrooxidans ATCC 23270 was selected to synthesize jarosite in the presence of antimony ions,during which the solution behavior,synthetic product composition,and bacterial metabolism were *** results show that in the presence of Sb(V),Fe^(2+)was rapidly oxidized to Fe^(3+)by *** and Sb(V)had no obvious effect on the biooxidation of Fe^(2+)under the current experimental *** presence of Sb(Ⅲ)inhibited bacterial growth and Fe^(2+)*** the group with Sb(Ⅲ),products with amorphous phaseswere formed 72 hr later,whichwere mainly ferrous sulfate and pentavalent antimony oxide,and the amorphous precursor was finally transformed into a more stable crystal *** the group with Sb(V),the morphology and structure of jarosite were changed in comparison with those without *** biomineralization process was accompanied by the removal of 94%Sb(V)to form jarosite containing the Fe-Sb-O *** transcriptome analysis shows differential effects of Sb(Ⅲ)and Sb(V)on bacterial *** expression levels of functional genes related to cell components were much more downregulated for the group with Sb(Ⅲ)butmuch more regulated for that with Sb(V).Notably,cytochrome c and nitrogen fixation-relevant genes for the A.f_Fe^(2+)_Sb(Ⅲ)group were enhanced significantly,indicating their role in Sb(Ⅲ)*** study is of great value for the development of antimony pollution control and remediation technology.

关键词： Jarosite Acidithiobacillus ferrooxidans Bacterial iron oxidation Sb(Ⅲ)and Sb(V)transformation Transcriptome analysis

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Characterization and acid leaching of rare earth elements in coal gangue using pretreatment of selective grinding,tailings discarding and alkali roasting

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Journal of Rare Earths 2025年第2期43卷 384-396页

作者： xiaorui wang wei Cheng Ruidong Yang Jingkun Zang College of Resources and Environmental Engineering Guizhou University College of Mining Guizhou University National & Local Joint Laboratory of Engineering for Effective Utilization of Regional Mineral Resources from Karst Areas Guizhou Key Laboratory of Comprehensive Utilization of Non-metallic Mineral Resources

Co-associated rare earth elements（lanthanide and yttrium,REY） in coal and its by-products have been considered important potential nontraditional rare earth *** this study,a coal gangue sample collected from a coal processing plant in Jinsha County of Guizhou Province,southwest China,was used as the research *** content,modes of occurrence,and extraction（acid leaching after pretreatment of selective grinding,tailings discarding,and alkali roasting） of REY from the sample were *** result shows that the content of REY（1038.26 μg/g） in pyrite and quartz is low but mainly enriched in *** the following conditions of a filling ratio of 40%（grinding media steel ball） and grinding time of 8 min,selective grinding pretreatment is applied to achieve 176.95 μg/g（yield 24.08%）and 1104.93 μg/g（yield 75.92%） of REY in +2 mm and -2 mm fractions,***,the -2 mm coal gangue fraction is selected,used as the feed,and roasted and leached with *** Na2CO3and NaCl are separately used as roasting activators,the REY leaching ratios are 91.41% and 68.88%,respectively,under the optimum *** contents of REY in the final leachate are 1010.02 and761.08 μg/g when Na2CO3and NaCl are used,*** two REY contents are relatively higher than the impurity ions in the leachate,which facilitates further REY *** mechanism study reveals that high-temperature roasting increases the pore size and the total pore area of the gangue,which promotes leachate penetration and improves reaction *** addition,roasting facilitates the reaction between the sodium salt activator and kaolinite and other aluminosilicate minerals in the coal gangue to generate soluble salts,thus releasing REY into the *** appropriate roasting temperature transforms the activator into a molten ***,the reaction between coal gangue and activator is a solid-liquid reaction rather than a solid-solid reaction,which improves the efficiency

关键词： Alkali roasting Coal gangue Leaching Rare earth elements Selective grinding Tailings discarding

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Improving the reliability of classical molecular dynamics simulations in battery electrolyte design

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Journal of Energy Chemistry 2025年第2期101卷 34-41页

作者： Xin He Yujie Zhang Haomiao Li Min Zhou wei wang Ruxing wang Kai Jiang Kangli wang State Key Laboratory of Advanced Electromagnetic Technology School of Electrical and Electronic Engineering Huazhong University of Science and Technology State Key Laboratory of Materials Processing and Die & Mould Technology College of Materials Science and Engineering Huazhong University of Science and Technology Hubei Collaborative Innovation Center for High-efficiency Utilization of Solar Energy Hubei University of Technology

Explorations into new electrolytes have highlighted the critical impact of solvation structure on battery performance,Classical molecular dynamics(CMD) using semi-empirical force fields has become an essential tool for simulating solvation ***,mainstream force fields often lack accuracy in describing strong ion-solvent interactions,causing disparities between CMD simulations and experimental *** some empirical methods have been employed in some of the studies to address this issue,their effectiveness has been *** CMD research,supported by quantum chemical calculations and experimental data,reveals that the solvation structure is influenced not only by the charge model but also by the polarization *** empirical approaches that focused solely on adjusting ion-solvent interaction strengths overlooked the importance of polarization *** on this insight,we propose integrating the Drude polarization model into mainstream force fields and verify its feasibility in carbonate,ether,and nitrile *** experimental results demonstrate that this approach significantly enhances the accuracy of CMD-simulated solvation *** work is expected to provide a more reliable CMD method for electrolyte design,shielding researchers from the pitfalls of erroneous simulation outcomes.

关键词： Classical molecular dynamics Electrolyte Simulations Solvation structure

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Role of iron ore in enhancing gasification of iron coke:Structural evolution,influence mechanism and kinetic analysis

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International Journal of Minerals,Metallurgy and Materials 2025年第1期32卷 58-69页

作者： Jie wang wei wang Xuheng Chen Junfang Bao Qiuyue Hao Heng Zheng Runsheng Xu School of Chemistry and Materials Science Hubei Engineering UniversityXiaogan 432000China Key Laboratory for Ferrous Metallurgy and Resources Utilization of Ministry of Education Wuhan University of Science and TechnologyWuhan 430081China Institue of Ironmaking Technology Baosteel Central Research InstituteShanghai 201999China State Key Laboratory of Advanced Metallurgy University of Science and Technology BeijingBeijing 100083China

The utilization of iron coke provides a green pathway for low-carbon *** uncover the influence mechanism of iron ore on the behavior and kinetics of iron coke gasification,the effect of iron ore on the microstructure of iron coke was ***,a comparative study of the gasification reactions between iron coke and coke was conducted through non-isothermal thermogravimetric *** findings indicate that compared to coke,iron coke exhibits an augmentation in micropores and specific surface area,and the micropores further extend and *** provides more adsorption sites for CO_(2) molecules during the gasification process,resulting in a reduction in the initial gasification temperature of iron *** the heating rate in non-isothermal gasification can enhance the reactivity of iron *** metallic iron reduced from iron ore is embedded in the carbon matrix,reducing the orderliness of the carbon structure,which is primarily responsible for the heightened reactivity of the carbon *** kinetic study indicates that the random pore model can effectively represent the gasification process of iron coke due to its rich pore ***,as the proportion of iron ore increases,the activation energy for the carbon gasification gradually decreases,from 246.2 kJ/mol for coke to 192.5 kJ/mol for iron coke 15wt%.

关键词： low-carbon ironmaking iron coke gasification structural evolution kinetic model

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Arsenic exposure and oxidative damage to lipid,DNA,and protein among general Chinese adults:A repeated-measures cross-sectional and longitudinal study

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Journal of Environmental Sciences 2025年第1期147卷 382-391页

作者： Yongfang Zhang Min Zhou Dongming wang Ruyi Liang wei Liu Bin wang weihong Chen Department of Occupational and Environmental Health School of Public HealthTongji Medical CollegeHuazhong University of Science and TechnologyWuhan 430030China Key Laboratory of Environment and Health Ministry of Education and Ministry of Environmental Protectionand State Key Laboratory of Environmental Health(Incubating)School of Public HealthTongji Medical CollegeHuazhong University of Science and TechnologyWuhan 430030China

Arsenic-related oxidative stress and resultant diseases have attracted global concern,while longitudinal studies are *** assess the relationship between arsenic exposure and systemic oxidative damage,we performed two repeatedmeasures among 5236 observations(4067 participants)in theWuhan-Zhuhai cohort at the baseline and follow-up after 3 *** total arsenic,biomarkers of DNA oxidative damage(8-hydroxy-2-deoxyguanosine(8-OHdG)),lipid peroxidation(8-isoprostaglandin F2alpha(8-isoPGF2α)),and protein oxidative damage(protein carbonyls(PCO))were detected for all *** we used linearmixed models to estimate the cross-sectional and longitudinal associations between arsenic exposure and oxidative ***-response curves were constructed by utilizing the generalized additive mixed models with thin plate *** adjusting for potential confounders,arsenic level was significantly and positively related to the levels of global oxidative damage and their annual increased rates in dose-response *** cross-sectional analyses,each 1%increase in arsenic levelwas associated with a 0.406%(95%confidence interval(CI):0.379%to 0.433%),0.360%(0.301%to 0.420%),and 0.079%(0.055%to 0.103%)increase in 8-isoPGF2α,8-OHdG,and PCO,*** importantly,arsenic was further found to be associated with increased annual change rates of 8-isoPGF2α(β:0.147;95%CI:0.130 to 0.164),8-OHdG(0.155;0.118 to 0.192),and PCO(0.050;0.035 to 0.064)in the longitudinal *** study suggested that arsenic exposurewas not only positively related with global oxidative damage to lipid,DNA,and protein in cross-sectional analyses,but also associated with annual increased rates of these biomarkers in dose-dependent manners.

关键词： Arsenic Oxidative stress Oxidative damage 8-isoPGF2α 8-OHdG Protein carbonyls(PCO)

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