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Predicting Energy Consumption Using stacked lsTM snapshot Ensemble

Big Data Mining and Analytics 2024年第2期7卷 247-270页

作者： Mona Ahamd Alghamdi Abdullah s.A.l-Malaise Al-Ghamdi Mahmoud Ragab Information systems Department Faculty of Computing and Information Technology(FCIT)King Abdulaziz University(KAU)Jeddah 21589Kingdom of Saudi Arabia Information systems Department FCITKAUJeddah 21589Kingdom of Saudi Arabiaand also with School of EngineeringComputing and DesignDar Al-Hekma UniversityJeddah 22246Kingdom of Saudi Arabia Information Technology Department FCITKAUJeddah 21589Kingdom of Saudi Arabiaand also with Mathematics DepartmentFaculty of ScienceAl-Azhar UniversityNaser City 11884Egypt

The ability to make accurate energy predictions while considering all related energy factors allows production plants,regulatory bodies,and governments to meet energy demand and assess the effects of energy-saving *** energy consumption fal.s.within normal parameters,it will be possible to use the developed model to predict energy consumption and develop improvements and mitigating measures for energy *** objective of this model is to accurately predict energy consumption without data limitations and provide resul.s.that are easily *** proposed model is an implementation of the stacked long short-Term Memory(lsTM)snapshot ensemble combined with the Fast Fourier Transform(FFT)and *** and Berard’s Individual Household Electric-Power Consumption(IHEPC)dataset incorporated with weather data are used to anal.s. the model.s.accuracy with predicting energy *** model is trained,and the resul.s.measured using Root Mean square Error(RMsE),Mean Absolute Error(MAE),Mean Absolute Percentage Error(MAPE),and coefficient of determination(R^(2))metrics are 0.020,0.013,0.017,and 0.999,*** stacked lsTM snapshot ensemble performs better than the compared models based on prediction accuracy and minimized *** resul.s.of this study show that prediction accuracy is high,and the model.s.stability is high as *** model.s.ows that high levels of accuracy prove accurate predictive ability,and together with high levels of stability,the model has good interpretability,which is not typically accounted for in ***,this study shows that it can be inferred.

关键词： energy consumption prediction Artificial Intelligence(AI) Deep learning(Dl) snapshot ensemble

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Efficient fidelity estimation:alternative derivation and related applications

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Communications in Theoretical Physics 2024年第9期76卷 16-20页

作者： Diego s starke Marcos l W Basso Jonas Maziero Physics Department Center for Natural and Exact SciencesFederal University of Santa MariaRoraima Avenue 1000Santa MariaRS97105-900Brazil Center for Natural and Human sciences Federal University of ABCAvenue of the StatesSanto AndréSão Paulo09210-580Brazil

In[***.A 107012427(2023)],Baldwin and Jones prove that Uhlmann–Jozsa’s fidelity between two quantum statesρandσ,i.e.,F(ρ,σ)=(Tr√√ρσ√ρ)^(2),can be written in a simplified form as F(ρ,σ)=(Tr√ρσ)^(2).In this article,we give an alternative proof of this result,using a function power series expansion and the properties of the trace *** approach not only reinforces the validity of the simplified expression but also facilitates the exploration of novel dissimilarity functions for quantum states and more complex trace functions of density operators.

关键词： Ulhmann–Jozsa fidelity Rényi entropy efficient fidelity estimation Chebyshev polynomials

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sns_(2) nanosheets decorated snO_(2) hollow multishelled nanostructures for enhanced sensing of triethylamine gas

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Rare Metals 2024年第5期43卷 2339-2348页

作者： wen-Di liu Ya Xiong Ao shen Xin-Zhen Wang Xiao Chang wen-Bo lu Jian Tian school of Materials science and Engineering Shandong University of Science and TechnologyQingdao 266590China College of Physics Qingdao UniversityQingdao 266071China Zernike Institute for Advanced Materials University of Groningen9747 AG GroningenThe Netherlands

Highly sensitive,fast and low-temperature detection of triethylamine(TEA)gas based on snO_(2) is attractive yet remains ***,sns_(2) nanosheets(Nss)/snO_(2) hollow multishelled structures(HoMss)-based sensors are designed by the synthesis of snO_(2) HoMss,followed by in situ sulfuration with *** varying the thioacetamide levels,sn s_(2)/snO_(2) heterostructures with different sns_(2) contents were obtained and their TEA gas sensing performances were investigated.

关键词： sns attractive sheets

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Visualization anal.s.s of research hotspots and trends on gastrointestinal tumor organoids

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World Journal of Gastrointestinal Oncology 2024年第6期16卷 2826-2841页

作者： Gang Wang Tao liu wen-Ting He school of Basic Medical.s.iences Lanzhou UniversityLanzhou 730000Gansu ProvinceChina Digestive system Tumor Prevention and Treatment and Translational Medicine Engineering Innovation Center of lanzhou University Lanzhou UniversityLanzhou 730000Gansu ProvinceChina Digestive system Tumor Translational Medicine Engineering Research Center of Gansu Province Lanzhou UniversityLanzhou 730000Gansu ProvinceChina The second Hospital&Clinical Medical.s.hool Lanzhou UniversityLanzhou 730030Gansu ProvinceChina

BACKGROUND Gastrointestinal tumor organoids serve as an effective model for simulating cancer in vitro and have been applied in basic biology and preclinical *** over a decade of development and increasing research achievements in this field,a systematic and comprehensive anal.s.s of the research hotspots and future trends is *** To address this problem by employing bibliometric tools to explore the publication years,countries/regions,institutions,journals,authors,keywords,and references in this *** The literature was collected from Web of science ***-6.2R4,a widely used bibliometric anal.s.s software package,was used for institutional anal.s.s and reference burst *** 1.6.19 was used for journal cocitation anal.s.s,author co-authorship and co-citation ***‘online platform for bibliometric anal.s.s(https://***/app)’was used to assess the total number of publications and the cooperation relationships between ***,we employed the bibliometric R software package(version R.4.3.1)in R-studio,for a comprehensive scientific anal.s.s of the *** Our anal.s.s included a total of 1466 publications,revealing a significant yearly increase in articl.s.on the study of gastrointestinal tumor *** United states(n=393)and Helmholtz Association(n=93)have emerged as the leading countries and institutions,respectively,in this field,with Hans Clevers and Toshiro sato being the most contributing *** most influential journal in this field is *** most impactful reference is"long term expansion of epithelial organs from human colon,adenoma,adenocarcinoma,and Barrett's epithelium".Keywords anal.s.s and citation burst anal.s.s indicate that precision medicine,disease modeling,drug development and screening,and regenerative medicine are the most cutting-edge *** focal points were further detailed based on the *** This bibl

关键词： Gastrointestinal tumor organoids Bibliometric anal.s.s Drug development and screening Model Citespace

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In-plane isotropic separator-induced highly efficient sodium plating for unlocking the fast-charging capability of anode-free sodium battery at practical conditions

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Journal of Materiomics 2024年第3期10卷 643-651页

作者： Haocheng Yuan Kaihua wen shundong Guan Ying liang Yu-Hsien Wu sijie liu Dengfeng Yu liangliang li Ce-wen Nan state Key laboratory of New Ceramics and Fine Processing School of Materials Science and EngineeringTsinghua UniversityBeijing100084China

Ether-based electrolytes with excellent reductive stability are compatible with sodium(Na)metal an-odes,which enabl.s.stable cycling for Na metal batteries even in an anode-free ***,the practical applications of anode-free sodium batteries(AFsBs)with a high theoretical energy density are restricted by the low-rate capability and limited cycle *** we demonstrate that the mechanical properties of the separators,which have been overlooked in previous studies,can significantly affect the cycling stability of AFsBs due to the intrinsic softness of Na and the large volume variation of AFsBs during Na plating/*** using various separators including polypropylene(PP),polyethylene(PE),PP/PE/PP tri-layer,and aluminum oxide-coated separators,we find that the balanced el.s.ic moduli of the separator along the machine direction and transverse direction are crucial for enabling highly effi-cient Na plating and unlocking the 4 C fast-charging capability of the AFsBs at practical conditions including a high cathode active mass loading(13.5 mg/cm^(2)),lean electrolyte addition(8.8 ml/cm^(2)),and no pre-sodiation *** study provides an important separator design principle for the develop-ment of high-rate and long-cycle-life AFsBs.

关键词： sodium metal El.s.ic modulus Ether electrolyte sodium battery short circuit

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Iron-based layered double hydroxide packed with metal-organic frameworks for enhanced overall water-splitting electrocatal.s.s

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Tungsten 2024年第4期6卷 859-868页

作者： long Chen Yun luo Zhi-Peng Yu Yi-Kun Cheng Yang Zheng li He Jia-Hao Xiong wen-wen Kong Key laboratory for Green Process of Chemical Engineering of Xinjiang Bingtuan School of Chemistry and Chemical Engineering Shihezi University Institute of scientific Research Luzhou North Chemistry Industry Co.Ltd International Iberian Nanotechnology laboratory (INl) CAs Key laboratory of Functional Materials and Devices for special Environments Xinjiang Key Laboratory of Electronic Information Materials and Devices Center of Materials Science and Optoelectronics Engineering Xinjiang Technical Institute of Physics and Chemistry of CAS

Designing hybrid materials with numerous catalytic active sites,high specific surface area,and interfacial interactions is an effective strategy to improve electrocatalytic *** this work,iron-based metal organic frameworks（Fe-MOFs）@（Co,Ni）Fe-layered double hydroxide（lDH） is successfully constructed using the similar "MOF growing on lDH" strategy for oxygen evolution reaction and hydrogen evolution reaction in the alkaline *** synthesized hybrid materials in this particular way show excellent electrochemical overall water-splitting performance with the cell voltage of 1.62 V at10 mA·cm-2in the alkaline environment due to the optimized adsorption/desorption properties of metal ions on oxygencontaining species and interfacial effects of hybrid ***-MOFs@（Co,Ni）Fe-lDH also exhibits excellent hydrogen and oxygen production efficiency of 370 and 175 μl·min-1,*** work draws on an effective approach to the fabrication of MOF@lDH structures and provides new insights into overall water-splitting in alkaline conditions.

关键词： Electrocatal.s.s Interfacial interactions layered double hydroxide Metal–organic frameworks (MOFs) Water splitting

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Anal.s.s of metabolic characteristics of metabolic syndrome in elderly patients with gastric cancer by non-targeted metabolomics

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World Journal of Gastrointestinal Oncology 2024年第6期16卷 2419-2428页

作者： Huan Zhang wen-Bing shen lin Chen Medical.s.hool of Chinese PlA Chinese PLA General HospitalBeijing 100853China Department of Gastrointestinal.s.rgery Shanghai Sixth People’s HospitalShanghai 250063China Department of General.s.rgery The First Medical Center of Chinese PLA General HospitalBeijing 100853China

BACKGROUND The relationship between metabolic syndrome(Mets)and gastric cancer(GC),which is a common metabolic disease,has attracted much ***,the specific metabolic characteristics of Mets in elderly patients with GC remain *** To investigate the differentially abundant metabolites and metabolic pathways between preoperative frailty and Mets in elderly patients with GC based on nontargeted metabolomics *** In this study,125 patients with nonfrail nonmeal GC were selected as the control group,and 50 patients with GC in the frail group were selected as the frail ***-five patients with GC combined with Mets alone were included in the Mets group,and 50 patients with GC combined with Mets were included in the Mets *** metabolomics techniques were used to measure pl.s.a metabolite levels by ultrahigh-performance liquid chromatography-mass *** statistical anal.s.s was performed by principal component anal.s.s,orthogonal partial least squares,pattern recognition anal.s.s,cl.s.er anal.s.s,and metabolic pathway *** A total of 125 different metabolites,including amino acids,glycerophospholipids,sphingolipids,fatty acids,sugars,nucleosides and nucleotides,and acidic compounds,were identified via nontargeted metabolomics *** with those in the control group,there were 41,32,and 52 different metabolites in the Mets group,the debilitated group,and the combined group,*** metabolites were significantly increased in the Mets *** the weak group,amino acids and most glycerol phospholipid metabolites decreased significantly,and fatty acids and sphingosine increased *** combined group was characterized by significantly increased levels of nucleotide metabolites and acidic *** alanine,aspartic acid,and glutamate metabolic pathways were obviously enriched in the asthenic group,and the glycerol and phospholipid metabolic pathways were obv

关键词： Nervous breakdown Metabolic syndrome Elderly individuals Gastric cancer Nontargeted metabolomics

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Rotating magnetic field inhibits Aβ protein aggregation and alleviates cognitive impairment in Alzheimer’s disease mice

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Zoological Research 2024年第4期45卷 924-936页

作者： Ruo-wen Guo wen-Jing Xie Biao Yu Chao song Xin-Miao Ji Xin-Yu Wang Mei Zhang Xin Zhang High Magnetic Field laboratory CAS Key Laboratory of High Magnetic Field and Ion Beam Physical BiologyHefei Institutes of Physical ScienceChinese Academy of SciencesHefeiAnhui 230031China science Island Branch of Graduate school University of Science and Technology of ChinaHefeiAnhui 230036China Institutes of Physical.s.ience and Information Technology Anhui UniversityHefeiAnhui 230601China school of life sciences Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiAnhui 230026China

Amyloid beta(Aβ)monomers aggregate to form fibrils and amyloid plaques,which are critical mechanisms in the pathogenesis of Alzheimer’s disease(AD).Given the important role of Aβ1-42 aggregation in plaque formation,leading to brain l.s.ons and cognitive impairment,numerous studies have aimed to reduce Aβaggregation and slow AD *** diphenylalanine(FF)sequence is critical for amyloid aggregation,and magnetic fiel.s.can affect peptide alignment due to the diamagnetic anisotropy of aromatic *** this study,we examined the effects of a moderate-intensity rotating magnetic field(RMF)on Aβaggregation and AD *** indicated that the RMF directly inhibited Aβamyloid fibril formation and reduced Aβ-induced cytotoxicity in neural cel.s.in *** the AD mouse model APP/Ps1,RMF restored motor abilities to healthy control levels and significantly alleviated cognitive impairments,including exploration and spatial and non-spatial memory *** examinations demonstrated that RMF reduced amyloid plaque accumulation,attenuated microglial activation,and reduced oxidative stress in the APP/Ps1 mouse *** findings suggest that RMF hol.s.considerable potential as a non-invasive,high-penetration physical approach for AD treatment.

关键词： lzheimer’s disease Rotating magnetic field Amyloid-β Cognitive function Alzheimer’s disease animal models

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Comparative anal.s.s of the short and medium-term efficacy of the Da Vinci robot versus laparoscopic total mesangectomy for rectal cancer

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World Journal of Gastrointestinal.s.rgery 2024年第6期16卷 1681-1690页

作者： Wei-Ge Gao wen shi Xu-Chen Gong Zhi-wen li Yiminjiang Tuoheti Department of Anorectal.s.rgery People’s Hospital of Xinjiang Uygur Autonomous RegionUrumqi 830001Xinjiang Uygur Autonomous RegionChina Department of Anus and Intestine surgery Cancer Hospital of Chinese Academy of Medical SciencesBeijing 100084China

BACKGROUND The Da Vinci robot-assisted surgery technique has been widely used in laparo-scopic mesangectomy for rectal ***,the short-term efficacy of these procedures compared to traditional laparoscopic surgery remains *** purpose of this study was to compare and analyze the short-and medium-term efficacy of Da Vinci robot and laparoscopic surgery in total mesangectomy(TME)for rectal cancer,so as to provide guidance and reference for clinical *** To investigate the safety and long-term efficacy of robotic and laparoscopic total mesorectal resection for the treatment of rectal *** The clinicopathologic data of 240 patients who underwent TME for rectal cancer in the Anorectal Department of People’s Hospital of Xinjiang Uygur Autonomous Region from August 2018 to March 2023 were retrospectively *** them,112 patients underwent laparoscopic TME(l-TME)group,and 128 patients underwent robotic TME(R-TME)*** intraoperative,postoperative,and follow-up conditions of the two groups were *** The conversion rate of the l-TME group was greater than that of the R-TME group(5.4%vs 0.8%,χ^(2)=4.417,P=0.036).The complication rate of the l-TME group was greater than that of the R-TME group(32.1%vs 17.2%,χ^(2)=7.290,P=0.007).The percentage of positive annular margins in the l-TME group was greater than that in the R-TME group(7.1%vs 1.6%,χ^(2)=4.658,P=0.031).The 3-year disease-free survival(DFs)rate and overall.s.rvival(Os)rate of the l-TME group were lower than those of the R-TME group(74.1%vs 85.2%,χ^(2)=4.962,P=0.026;81.3%vs 91.4%,χ^(2)=5.494,P=0.019);in patients with American Joint Committee on Cancer stage Ⅲ DFs rate and Os rate in the l-TME group were significantly lower than those in the R-TME group(52.5%vs 76.1%,χ^(2)=5.799,P=0.016;65.0%vs 84.8%,χ^(2)=4.787,P=0.029).CONCl.s.ON Compared with the l-TME group,the R-TME group had a better tumor prognosis and was more favorable for patients with rectal cancer

关键词： Rectal tumor Robots laparoscopy Total mesangectomy survival prognosis Retrospective anal.s.s

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Method and Practice of Trusted Embedded Computing and Data Transmission Protection Architecture Based on Android

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Chinese Journal of Electronics 2024年第3期33卷 623-634页

作者： Yichuan WANG wen GAO Xinhong HEI Yanning DU school of Computer science and Engineering Xi'an University of Technology shaanxi Key laboratory for Network Computing and security Technology

In recent years,the rapid development of Internet technology has constantly enriched people's daily life and gradually changed from the traditional computer terminal to the mobile *** with it comes the security problems brought by the mobile *** for Android system,due to its open source nature,malicious applications continue to emerge,which greatly threatens the data security of ***,this paper proposes a method of trusted embedded static measurement and data transmission protection architecture based on Android to reduce the risk of data leakage in the process of terminal.s.orage and *** conducted detailed data and feasibility anal.s.s of the proposed method from the aspects of time consumption,storage overhead and *** experimental resul.s.show that this method can detect Android system layer attacks such as self-booting of the malicious module and improve the security of data encryption and transmission process *** with the native system,the additional performance overhead is small.

关键词： Embedded computing Protocols Data security Computer architecture Encryption Internet Data communication

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