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Selective and Adaptive Incremental Transfer Learning with Multiple Datasets for Machine Fault Diagnosis

Computers, Materials & Continua 2024年第1期78卷 1363-1379页

作者： Kwok Tai Chui Brij B.Gupta Varsha Arya miguel torres-ruiz School of Science and Technology Hong Kong Metropolitan UniversityHong Kong999077China Department of Computer Science and Information Engineering Asia UniversityTaichung41354Taiwan Center for Advanced Information Technology Kyung Hee UniversitySeoul02447Korea Symbiosis Centre for Information Technology Symbiosis International UniversityPuneMaharashtra411042India Department of Electrical and Computer Engineering Lebanese American UniversityBeirut1102Lebanon School of Computing Skyline University CollegeSharjah1797United Arab Emirates Department of Business Administration Asia UniversityTaichung41354Taiwan Center for Interdisciplinary Research University of Petroleum and Energy StudiesDehradun248007India Department of Computer Science&Engineering Chandigarh UniversityChandigarh160036India Centro de Investigación en Computación Instituto Politécnico NacionalUPALM-ZacatencoMexico City07320Mexico

The visions of Industry 4.0 and 5.0 have reinforced the industrial *** have also made artificial intelligence incorporated as a major *** machine faults has become a solid foundation for automatically recognizing machine failure,and thus timely maintenance can ensure safe *** learning is a promising solution that can enhance the machine fault diagnosis model by borrowing pre-trained knowledge from the source model and applying it to the target model,which typically involves two *** response to the availability of multiple datasets,this paper proposes using selective and adaptive incremental transfer learning(SA-ITL),which fuses three algorithms,namely,the hybrid selective algorithm,the transferability enhancement algorithm,and the incremental transfer learning *** is a selective algorithm that enables selecting and ordering appropriate datasets for transfer learning and selecting useful knowledge to avoid negative *** algorithm also adaptively adjusts the portion of training data to balance the learning rate and training *** proposed algorithm is evaluated and analyzed using ten benchmark *** with other algorithms from existing works,SA-ITL improves the accuracy of all *** studies present the accuracy enhancements of the SA-ITL,including the hybrid selective algorithm(1.22%-3.82%),transferability enhancement algorithm(1.91%-4.15%),and incremental transfer learning algorithm(0.605%-2.68%).These also show the benefits of enhancing the target model with heterogeneous image datasets that widen the range of domain selection between source and target domains.

关键词： Deep learning incremental learning machine fault diagnosis negative transfer transfer learning

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Piling up multidecker pyrgos[n]cages as antibacterial materials

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Science China Materials 2025年第01期 314-316页

作者： miguel A.Liuzzi-Vaamonde Jackson B.Lancaster Samantha A.Mason Yuanning Feng Department of Chemistry and Biochemistry The University of Oklahoma

The development of antibiotics is regarded as one of the most significant scientific advances in modern medicine. Before the commercialization of antibiotics, infectious diseases were catastrophic throughout history [1]. Penicillin was used to treat serious infections in the 1940s, but unfortunately, with the introduction of antibiotics came the emergence of antibiotic resistance [2,3]. Evolved and adapted methicillin-resistant Staphylococcus aureus (MRSA) strains are presently impacting community and healthcare systems across the globe [4].

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Natural variation in maize ZmLecRK1 fine-tunes co-receptor interactions to boost immunity

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Molecular Plant 2024年第12期17卷 1797-1799页

作者： miguel-Ángel torres Lucía Jordá Centro de Biotecnología y Genómica de Plantas Universidad Politécnica de Madrid(UPM)-Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria(INIA/CSIC)Campus de Montegancedo UPM28223 Pozuelo de Alarcón(Madrid)Spain Departamento de Biotecnología-Biología Vegetal Escuela Técnica Superior de Ingeniería AgronómicaAlimentaría y de BiosistemasUPM28040 MadridSpain

Pattern recognition receptors(PRRs)are integral to plant immunity,functioning as the first line of defense against *** these,receptor kinases(RKs)play a critical role in recognizing external signals and initiating immune *** studies by Li et al.(2024)have identified the G-type lectin RK ZmLecRK1 in maize as essential for resistance to Pythium aphanidermatum and other fungal pathogens.A key finding is that a resistant variant of ZmLecRK1,which carries an alanine at position 404,has emerged in maize,while the ancestral form,with a serine at this position,is conserved across most *** amino acid substitution significantly influences the interaction with the co-receptor BRASSINOSTEROID INSENSITIVE 1-ASSOCIATED RECEPTOR KINASE 1(BAK1),enhancing immune complex formation and subsequent defense *** work underscores the importance of genetic variation in enhancing disease resistance,offering potential strategies for crop improvement through targeted genetic modification.

关键词： immunity offering maize

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OsDMI3,a Ca^(2+)/calmodulin kinase,integrates and amplifies H_(2)O_(2) and Ca^(2+) signaling in ABA-mediated responses

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Molecular Plant 2023年第6期16卷 968-970页

作者： miguel-Angel torres Diego Jose Berlanga Centro de Biotecnologia y Genomica de Plantas Universidad Politecnica de Madrid(UPM)-Instituto Nacional de Investigacion y Tecnologia Agraria y Alimentaria(INIA/CSIC)Campus de Montegancedo UPM28223 Pozuelo de AlarconMadridSpain Departamento de Biotecnologia-Biologia Vegetal Escuela Técnica Superior de Ingenieria AgronomicaAlimentaria y de BiosistemasUPM28040 MadridSpain

Abscisic acid(ABA)is an important hormone that regulates both plant development and stress responses(Chen et al.,2020).In the absence of ABA,group A PROTEIN PHOSPHATASE 2Cs(PP2Cs)interact with and inhibit SUCROSE-NON-FERMENTING 1-RELATED KINASES 2(SnRK2s).When ABA is present,ABA receptor PYRABACTIN RESISTANCE 1 and PYRABACTIN RESISTANCE 1-LIKE PROTEINS bind to and inhibit PP2Cs,allowing phosphorylation and activation of SnRK2s that,in turn,phosphorylate downstream targets,such as transcription factors,ion channels,and transporters(Figure 1).

关键词： SnRK2 Figure

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Hierarchical dispatch of multiple microgrids using nodal price:an approach from consensus and replicator dynamics

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Journal of Modern Power Systems and Clean Energy 2019年第6期7卷 1573-1584页

作者： miguel A.VELASQUEZ Oscar torres-PEREZ Nicanor QUIJANO Angela CADENA Department of Electrical and Electronics Engineering Universidad de los AndesBogotaColombia

A hierarchical approach for the energy management of geographically close microgrids connected through a dedicated AC power network is proposed in this *** proposed approach consists of a two-layer energy management system(EMS)for networked *** the lower layer,each micro grid solves its own economic dispatch problem through a distributed model predictive control approach that respects capacity limits and ramp-rate constraints of distributed *** the upper layer,the energy trading in the network of microgrids decides how to optimally trade the energy based on the marginal cost information from the lower layer in order to improve global optimization objectives,e.g.,social *** order to solve the trading problem,a consensusbased algorithm and a replicator dynamics algorithm are proposed assuming that the marginal cost function of the microgrid is known and *** is shown that both algorithms converge to the same solution,which is equivalent to the minimization of operation *** consensus-based algorithm is extended in order to tackle more general marginal cost functions and trading network ***,the effect of ramp constraints and network limits is *** show the effectiveness of the proposed algorithms for three interconnected microgrids with different characteristics.

关键词： Consensus Economic dispatch Hierarchical control Networked microgrids Ramp limits Replicator dynamics

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Microstructural and photocatalytic characterization of cement-paste sol-gel synthesized titanium dioxide

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Frontiers of Structural and Civil Engineering 2016年第2期10卷 189-197页

作者： Elena CERRO-PRADA miguel MANSO Vicente torres Jesfs SORIANO Civil Engineering Department Universidad Politecnica de Madrid Alfonso XII 3 Madrid 28014 Spain Applied Physics Department Universidad Aut6noma de Madrid Ciudad Universitaria de Cantoblanco Madrid 28049 Spain Laboratory of Materials CEDEX Ministerio de Fomento de Espana Alfonso XIL Madrid 28014 Spain

ABSTRACT A routte for the in paste synthesis of TiO2 loaded cement is described. TiO2 sols are blended with fresh cement paste as an alternative process to add photocatalytic functionality to cement. The modification of cement paste structure after the addition ofTiO2 sols is analyzed by XRD, SEM and TGA. As a particular microstructural feature, TiO2 containing calcium silicate hydrate （C-H-S） particles are identified as networking centers ofa C-S-H gel fiber matrix. The increase of the TiO2 sol concentration induces a decrease of pore size and an increase in the specific surface area in the cement composites. The photocatalytic activity of the TiO2/cement system is evaluated from the degradation of Methylene Blue （MB） under UV irradiation, monitored through the absorbance at 665 nm. The results show that, although TiO2 phases reveal no long range order structure, the cement paste exothermal treatment in presence of hydrate products and alkaline conditions leads to a photocatalytic composite. Such new cement matrix may be twofold advantageous since it additionally promotes the formation of C-S-H gel, main determinant of cement mechanical properties.

关键词： cement composites photocatalytic TiO2 sol-gel C-S-H gel microstructure

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Fe-doped olivine and char for in-bed elimination of gasification tars in an air-blown fluidised bed reactor coupled with oxidative hot gas filtration

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Carbon Resources Conversion 2022年第4期5卷 271-288页

作者： miguel ruiz Adam Schnitzer Claire Courson Guillain Mauviel LRGP CNRSUniversity of LorraineENSIC1 Rue GrandvilleNancyFrance University of Lorraine LERMaBENSTIB27 Rue Philippe S´eguinPO Box 1041F-88051 EpinalFrance Institut of Chemistry and Processes for Energy Environment and HealthICPEES–UMR 7515University of Strasbourg25 Rue Becquerel67087 StrasbourgFrance

Gasification experiments were carried out in a pilot scale fluid bed reactor operated under allothermal mode and low fluidisation regime with iron-doped olivine and char as catalyst for in-situ tar *** catalyst combination resulted in a reduction of 50%in the overall tar yield with respect to the reference ***,the integration of an oxidative Hot Gas Filtration unit downstream the gasification reactor led to a further reduction in overall tar yield and relatively clean gas was obtained(approx.1 g/Nm3,benzene-free).The tar dew point of the resulting producer gas was estimated to 80℃,only 40℃ above the threshold value recommended for its valorisation in standard internal combustion ***,catalyst elutriation and char hold-up took place to a large extent inside the *** analysis of catalyst samples at different Time-On-Stream(TOS)revealed:(i)a considerable loss of iron oxides during the first hour of test because of the interparticle mechanical attrition(mostly surface abrasion)and partial reduction of hematite to magnetite and wustite but,stable composition at higher TOS,(ii)the loss of the iron oxide coverage of Fe/olivine particles and the formation of agglomerates with increasing TOS and,(iii)the amount of carbon deposited in the surface of the Fe/olivine particles increased with TOS,but in any case,these carbon deposits can be completely oxidized above 650℃.

关键词： Gasification Tar Oxidative hot gas filtration Char Iron-doped olivine

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Population structure and range expansion:the case of the invasive gastropod Cyclope neritea in northwest Iberian Peninsula

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Integrative Zoology 2012年第3期7卷 286-298页

作者： Lucía COUCEIRO Lúa LÓPEZ Josémiguel ruiz Rodolfo BARREIRO Department of Ecology College of ScienceUniversity of A CoruñaA CoruñaSpain

Biotic invasions have a reputation for unpredictable ***,we report how slight changes in human activity responsible for the introduction and range expansion of a non-native mollusk have led to detectable differences in the genetics of the *** neritea is a non-predatory gastropod introduced to 2 areas of the European Atlantic:the northwest Iberian Peninsula(NWIP)and the French Atlantic coast(FAC).Shellfish seabed farming is intense in both areas but focuses on different commercial *** mitochondrial gene sequences,the lower genetic diversity recorded along the NWIP suggests a more homogeneous range of source populations than in the *** FAC,genetic diversity and haplotype composition in the NWIP correlate with the date of first occurrence of *** at each site rather than with geographical *** this pattern evokes the genetic signature expected under a serial-founder colonization model from a single initial enclave,a comparison with samples from potential source populations suggests that the NWIP probably experienced several independent *** jump dispersal pattern of *** in the NWIP,together with the observation that populations established in the same year are genetically undifferentiated,point to human transport as the most plausible explanation for the current range *** evidence for human-mediated dispersal,*** managed to develop a seemingly non-random genetic pattern in the *** is suggested that caution must be exerted when interpreting genetic patterns in invaders.

关键词： alien species Cyclope neritea cytochrome oxidase I genetic geographic pattern population structure

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TCF7L2 rs7903146 polymorphism is associated with gastric cancer: a case-control study in the Venezuelan population

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World Journal of Gastroenterology 2016年第28期22卷 6520-6526页

作者： Keila torres Luis Labrador Elvis Valderrama miguel Angel Chiurillo Laboratorio de Genetica Molecular 'Dr. Jorge Yunis-Turbay' Decanato de Ciencias de la Salud Universidad Centroccidental Lisandro Alvarado Barquisimeto 3001 Venezuela Postgrado en Ciencias Biologicas Departamento de Biologia Celular Universidad Simon Bolivar Caracas 1081-A Venezuela Departamento de Anatomia Patologia Hospital Antonio Maria Pineda-UCLA Barquisimeto 3001 Venezuela Departamento de Patologia Clinica Universidade Estadual de Campinas Campinas 13083 Sao Paulo Brazil

AIM: To explore the association between TCF7L2 rs12255372 and rs7903146 single nucleotide polymorphisms (SNPs) and gastric cancer risk in Venezuelan ***: We performed a case-control study including 122 paraffin-embedded archived intestinal-type gastric cancer samples and 129 biopsies obtained by superior endoscopy from chronic gastritis patients. Gastric cancer samples were classified according the degree of carcinoma differentiation. Genomic DNA was extracted from tissues, and the two SNPs of TCF7L2 gene (rs12255372 and rs7903146) were genotyped by polymerase chain reaction-restriction fragment length polymorphism reactions. Multiple regression analysis with adjustments for age and gender were performed and best-fitting models of inheritance were determined. Statistic powers were post-hoc ***: After adjusting for age and sex the TCF7L2 rs7903146 TT genotype was associated with gastric cancer risk under the recessive genetic model (OR = 3.11, 95%CI: 1.22-7.92, P = 0.017). We further investigated the distribution of rs12255372 and rs7903146 genotypes according gastric cancer stratified by degree of differentiation, and we observed that carriers of rs7903146 T allele (CT + TT vs CC) had a significantly increased risk of moderate/well differentiated gastric cancer (dominant model, OR = 2.55, 95%CI: 1.35-4.80, P = 0.004), whereas the rs7903146 TT genotype was associated with poorly differentiated gastric cancer in the recessive model (OR = 3.65, 95%CI: 1.25-10.62, P = 0.018). We did not find association between rs12255372 SNP and the susceptibility of developing gastric ***: TCF7L2 rs7903146 polymorphism is associated with gastric cancer risk in the Venezuelan population, and could be related to determine the degree of differentiation of tumor cells.

关键词： Gastric cancer Wnt/β -catenin pathway TCF7L2 Single nucleotide polymorphism Genetic susceptibility

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Integrity and resilience in the face of multiple crises:commentary from Puerto Rico

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Forensic Sciences Research 2021年第3期6卷 316-319页

作者： Richard J.Noel Jr Jose A.torres-ruiz Department of Basic Sciences School of MedicinePonce Health Sciences UniversityPoncePRUSA Office of the Chancellor Ponce Health Sciences UniversityPoncePRUSA

Since 2010,the population of Puerto Rico has declined by 11.8%and is currently 3.3 million peo-ple[1].This worrisome trend is a result of a pleth-ora of island-wide challenges spanning financial difficulties,natural disasters,and *** over a decade of economic hardship and debt,incapacitating hurricanes,Irma and Maria,destroyed large swaths of the island in *** still recovering from that disaster,a magnitude 6.4 earthquake centered about 5 miles off the south-western coast on January 7,2020,destroying build-ings and roads in southwestern Puerto *** event,and subsequent aftershocks that continue until today,further aggravate an already stressed *** the mix,viral epidemics have brought fur-ther economic,social,and health-related *** Rico was the centre of the 2016-2017 Zika virus infections,representing over 85%of the US infections in 2016[2].

关键词： island disaster southwestern

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