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A Survey on Deep Learning-Based 2D Human Pose Estimation Models

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Computers, Materials & Continua 2023年第8期76卷 2385-2400页

作者： sani Salisu A.S.A.Mohamed M.H.Jaafar Ainun S.B.Pauzi Hussain A.Younis School of Computer Science Universiti Sains MalaysiaPenang11800Malaysia Department of Information Technology Faculty of ComputingFederal University DutseJigawa720211Nigeria School of Industrial Technology Universiti Sains MalaysiaPenang11800Malaysia College of Education for Women University of BasrahBasrah61004Iraqi

In this article,a comprehensive survey of deep learning-based(DLbased)human pose estimation(HPE)that can help researchers in the domain of computer vision is *** is among the fastest-growing research domains of computer vision and is used in solving several problems for human *** the detailed introduction,three different human body modes followed by the main stages of HPE and two pipelines of twodimensional(2D)HPE are *** details of the four components of HPE are also *** keypoints output format of two popular 2D HPE datasets and the most cited DL-based HPE articles from the year of breakthrough are both shown in tabular *** study intends to highlight the limitations of published reviews and surveys respecting presenting a systematic review of the current DL-based solution to the 2D HPE ***,a detailed and meaningful survey that will guide new and existing researchers on DL-based 2D HPE models is ***,some future research directions in the field of HPE,such as limited data on disabled persons and multi-training DL-based models,are revealed to encourage researchers and promote the growth of HPE research.

关键词： Human pose estimation deep learning 2D dataset models body parts

Genome wide identification and characterization of MAPK genes reveals their potential in enhancing drought and salt stress tolerance in Gossypium hirsutum

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Journal of Cotton Research 2022年第3期5卷 261-273页

作者： SADAU Salisu Bello MEHARI Teame Gereziher AHMAD Adeel TAJO sani Muhammad IBRAHIM sani IQBAL Muhammad Shahid ELASAD Mohammed ZHANG Jingjing WEI Hengling YU Shuxun State Key Laboratory of Cotton Biology Institute of Cotton ResearchChinese Academy of Agricultural SciencesAnyangHenan 455000China Key Laboratory of Biology and Genetic Improvement of Oil Crops Ministry of AgricultureOil Crops Research InstituteChinese Academy of Agricultural SciencesWuhan 430062China Department of Science and Technology Education Bayero University KanoP.O.Box 3011KanoNigeria Agricultural Research Corporation(ARC) P.O.Box 126Wad MedaniSudan.

Background:The cotton crop is universally considered as protein and edible oil source besides the major contributor of natural fiber and is grown in tropical and subtropical regions around the world Unpredicted environmental stresses are becoming significant threats to sustainable cotton production,ultimately leading to a substantial irreversible economic ***-activated protein kinase(MAPK)is generally considered essential for recognizing environmental stresses through phosphorylating downstream signal pathways and plays a vital role in numerous biological ***:We have identified 74 MAPK genes across cotton,41 from ***,19 from ***,whereas 14 have been identified from *** MAPK gene-proteins have been further studied to determine their physicochemical characteristics and other essential *** this perspective,characterization,phylogenetic relationship,chromosomal mapping,gene motif,cis-regulatory element,and subcellular localization were carried *** on phylogenetic analysis,the MAPK family in cotton is usually categorized as A,B,C,D,and E *** to the results of the phylogenic relationship,cotton has more MAPKS genes in Clade A than Clade *** cis-elements identified were classified into five groups(hormone responsiveness,light responsiveness,stress responsiveness,cellular development,and binding site).The prevalence of such elements across the promoter region of these genes signifies their role in the growth and development of *** GHMAPK genes(GH_A07G1527,GH_D02G1138,GH_D03G0121,GH_D03G1517,GH_D05G1003,GH_D11G0040,and GH_D12G2528)were selected,and specific tissue expression and profiling were performed across drought and salt *** expressed that six genes were upregulated under drought treatment except for GH_D11G0040 which is *** all the seven genes have been upregulated at various hours of salt stress ***:RNA sequence and qPCR results showe

关键词： Cotton MAPK gene Drought stress Salt stress

Effects of diluted methanol and water as foaming agents on the performance of latex foamed warm asphalt mixtures

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Journal of Traffic and Transportation Engineering(English Edition) 2023年第3期10卷 413-426页

作者： Mohd Rosli Mohd Hasan Tai Guo Hainian Wang Sharvin Poovaneshvaran Ashiru sani Muhammad Khuzaimi Aziz Seyed Reza Omranian School of Civil Engineering Universiti Sains Malaysia(Engineering Campus)Nibong Tebal 14300Pulau PinangMalaysia School of Highway Chang'an UniversityXi'an 710064China Department of Civil Engineering Kano University of Science and TechnologyKano 3244Nigeria Faculty of Applied Engineering EMIB Research GroupUniversity of AntwerpAntwerp 2020Belgium

Latex as an asphalt modifier has gained popularity in the asphalt industry as it improves the durability of asphalt ***,the elastomeric properties of latex stiffen the asphalt binders,resulting in additional energy consumption during the production of asphalt mixtures,which may cause a higher emission of greenhouse *** is undesirable for sustainable development and the *** this study,the applicability of diluted methanol and water was comparatively evaluated as foaming agents in the production of warm mix asphalt(WMA)mixtures incorporating *** methanol was used because it has a lower boiling point and latent heat than water,allowing the asphalt mixture to be produced at a lower temperature and thus consuming less *** performance of the foamed asphalt mixture was investigated through service characteristics,mechanical performance,and moisture susceptibility of *** service characteristics,on the other hand,were measured in a laboratory while preparing and compacting the asphalt mixture,which refers to the amount of energy required during the production and construction stages in the asphalt plant and on the construction site,*** degree of energy required was assessed based on the workability index,coatability index,and the compaction energy *** mechanical performance of asphalt mixtures was characterized by indirect tensile strength,resilient modulus,and dynamic creep *** resistance to moisture damage was evaluated based on the common parameter,indirect tensile strength *** findings revealed that the use of diluted methanol foaming agent helped improve the workability of latex modified asphalt *** foamed latex-modified WMA demonstrated better performance compared to asphalt mixtures prepared using water as the foaming agent.

关键词： Asphalt mixtures Foaming technology Natural resources Low emission Elastomer Lower energy consumption

An Optimal Framework for SDN Based on Deep Neural Network

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Computers, Materials & Continua 2022年第10期73卷 1125-1140页

作者： Abdallah Abdallah Mohamad Khairi Ishak Nor Samsiah sani Imran Khan Fahad RAlbogamy Hirofumi Amano Samih M.Mostafa Department of Industrial Engineering School of Applied Technical Sciences German Jordanian UniversityAmman35247Jordan School of Electrical and Electronic Engineering Universiti Sains MalaysiaNibong Tebal14300Malaysia Center for Artificial Intelligence Technology Faculty of Information Science and TechnologyThe National University of Malaysia(UKM)Bangi43600SelangorMalaysia Department of Electrical Engineering University of Engineering and TechnologyPeshawar814Pakistan Turabah University College Computer Sciences ProgramTaif UniversityTaif21944Saudi Arabia Research Institute for Information Technology Kyushu UniversityFukuoka819-0395Japan Computer Science-Mathematics Department Faculty of ScienceSouth Valley UniversityQena83523Egypt

Software-defined networking(SDN)is a new paradigm that promises to change by breaking vertical integration,decoupling network control logic from the underlying routers and switches,promoting(logical)network control centralization,and introducing network ***,the controller is similarly vulnerable to a“single point of failure”,an attacker can execute a distributed denial of service(DDoS)attack that invalidates the controller and compromises the network security in *** address the problem of DDoS traffic detection in SDN,a novel detection approach based on information entropy and deep neural network(DNN)is *** approach contains a DNN-based DDoS traffic detection module and an information-based entropy initial inspection *** initial inspection module detects the suspicious network traffic by computing the information entropy value of the data packet’s source and destination Internet Protocol(IP)addresses,and then identifies it using the DDoS detection module based on *** assaults were found when suspected irregular traffic was *** reveal that the algorithm recognizes DDoS activity at a rate of more than 99%,with a much better accuracy *** false alarm rate(FAR)is much lower than that of the information entropy-based detection ***,the proposed framework can shorten the detection time and improve the resource utilization efficiency.

关键词： Deep neural network computer networks data security optimization

Geotechnical Risk Assessment and Geological Origin of Building Fracturation in Agadez City(North Niger)

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Journal of Environmental & Earth Sciences 2022年第2期4卷 33-44页

作者： Baraou Idi Souley Abdoulwahid sani Abdoul Wahab Djibo Maiga Moussa Konaté Department of Geology University of AgadezAgadezNiger High Authority for Atomic Energy of Niger(HANEA Niger)OTICENiameyNiger Department of Geology University of NiameyNiameyNiger

The Agadez city is built on the faulted and fractured sandstones formation of the“Agadez Sandstones”,which deposit in unconformity on the Precambrian basement of the Aïr *** present study focuses on the geotechnical risk assessment and geological origin of building fracturation in Agadez city.A methodological approach integrating measurement of fractures planes affecting the buildings and their statistical analysis has been *** analysis of obtained data showed that in 100 fractured buildings,about 3%buildings are at risk of collapse(very high risk),64%buildings are fractured(medium risk of collapse),and 34%buildings are cracked(lower risk of collapse).These results showed as well that the nature of the material(rheology)influences the buildings ***,the buildings made from cement are more easily fractured than buildings made from clay *** analysis of fracture planes reveals that the geotechnical risk associated with buildings fracturation propagates in NW-SE,corresponding to the major directions of risk propagation,mainly dipping in northwest sectors(zones)of the Agadez *** interpretation of geological and geophysical data combined to those obtained in the case of this study,reveals that the risk associated with buildings fracturation in Agadez city is caused by geological seismic events and or anthropogenic activities(explosive firing on the uranium mining sites like Somaïr and Cominak).

关键词： Geotechnical risks Geological origin Buildings fracturation Fractures Cracks Faults Agadez city Niger

The potential of gene therapies for spinal cord injury repair:a systematic review and meta-analysis of pre-clinical studies

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Neural Regeneration Research 2023年第2期18卷 299-305页

作者： Catriona J.Cunningham Mindaugas Viskontas Krzysztof Janowicz Yasmin sani Malin EHåkansson Anastasia Heidari Wenlong Huang Xuenong Bo Institute of Medical Sciences School of MedicineMedical Sciences&NutritionUniversity of AberdeenAberdeenUK Centre for Neuroscience Surgery and TraumaBlizard InstituteBarts and the London School of Medicine and DentistryQueen Mary University of LondonLondonUK

Currently,there is no cure for traumatic spinal co rd injury but one therapeutic approach showing promise is gene *** this systematic review and meta-analysis,we aim to assess the efficacy of gene therapies in pre-clinical models of spinal cord injury and the risk of *** this metaanalysis,registe red at PROSPERO(Registration ID:CRD42020185008),we identified relevant controlled in vivo studies published in English by searching the PubMed,Web of Science,and Embase *** restrictions of the year of publication were applied and the last literature search was conducted on August 3,*** then conducted a random-effects meta-analysis using the restricted maximum likelihood estimator.A total of 71 studies met our inclusion crite ria and were included in the systematic *** results showed that overall,gene therapies were associated with improvements in locomotor score(standardized mean difference[SMD]:2.07,95%confidence interval[CI]:1.68-2.47,Tau^(2)=2.13,I^(2)=83.6%)and axonal regrowth(SMD:2.78,95%CI:1.92-3.65,Tau^(2)=4.13,I^(2)=85.5%).There was significant asymmetry in the funnel plots of both outcome measures indicating the presence of publication *** used a modified CAMARADES(Collaborative Approach to M eta-Analysis and Review of Animal Data in Experimental Studies)checklist to assess the risk of bias,finding that the median score was 4(IQR:3-5).In particula r,reports of allocation concealment and sample size calculations were *** conclusion,gene therapies are showing promise as therapies for spinal co rd injury repair,but there is no consensus on which gene or genes should be targeted.

关键词： animal models gene delivery meta-analysis regenerative medicine spinal cord injury systematic review viral vectors

QTL mapping for pre-harvest sprouting in a recombinant inbred line population of elite wheat varieties Zhongmai 578 and Jimai 22

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The Crop Journal 2023年第3期11卷 863-869页

作者： Rabiu sani Shawai Dan Liu Lingli Li Tiantian Chen Ming Li Shuanghe Cao Xianchun Xia Jindong Liu Zhonghu He Yong Zhang Institute of Crop Sciences National Wheat Improvement CenterChinese Academy of Agricultural SciencesBeijing 100081China Department of Crop Science Faculty of Agriculture and Agricultural TechnologyKano University of Science and Technology WudilKano 713281Nigeria International Maize and Wheat Improvement Center(CIMMYT) China Officec/o CAASBeijing 100081China

Pre-harvest sprouting(PHS)is one of the serious global issues in wheat *** of quantitative trait loci(QTL)and closely-linked markers is greatly helpful for wheat *** the present study,a recombinant inbred line(RIL)population derived from the cross of Zhongmai 578(ZM578)/Jimai 22(JM22)and parents were phenotyped in five environments and genotyped by the wheat 50 K single-nucleotide polymorphism(SNP)*** QTL of germination index(GI),***-3A and ***-5A,were detected,explaining 4.33%–5.58%and 4.43%–8.02%of the phenotypic variances,*** resistant effect of ***-3A was contributed by JM22,whereas that of ***.5A was from *** two QTL did not correspond to any previously identified genes or genetic loci for PHSrelated traits according to their locations in the Chinese Spring reference genome,indicating that they are likely to be new loci for PHS *** kompetitive allele-specific PCR(KASP)markers K_AX-109605367and K_AX-179559687 flanking ***-3A,and K_AX-111258240 and K_AX-109402944flanking ***-5A,were developed and validated in a natural population of 100 wheat *** distribution frequency of resistance alleles at ***-3A and ***-5A loci were 82.7%and57.1%,respectively,in the natural *** findings provide new QTL and tightly linked KASP markers for improvement of PHS resistance in wheat.

关键词： Pre-harvest sprouting Germination index Quantitative trait loci KASP marker Triticum aestivum L.

Validating field regeneration capacity for selected accessions of Gossypium hirsutum using callus induction and regeneration capacity

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Journal of Cotton Research 2023年第2期6卷 98-111页

作者： TAJO sani Muhammad PAN Zhaoe HE Shoupu JIA Yinhua MAHMOOD Tahir NAZIR Mian Fasil HU Daowu WANG Liru SADAU Salisu Bello IBRAHIM sani AUTA Umar GENG Xiaoli DU Xiongming Zhengzhou Research Base National Key Laboratory of Cotton Bio‑Breeding and Integrated UtilizationZhengzhou UniversityZhengzhou 450001China National Key Laboratory of Cotton Bio‑Breeding and Integrated Utilization Institute of Cotton ResearchChinese Academy of Agriculture SciencesAnyangChina Oil Crops Reaserch Institute Chinese Academy of Agriculture SciencesWuhanChina Bioresources Development Centre National Biotechnology Development AgencyAbujaNigeria

Background Gossypium hirsutum undergoes rapid clonal propagation to regenerate a mature plant through tissue ***,the correlation between cotton leaf regeneration,callus induction,and regeneration ability was still *** this research,cotton leaf regeneration level for 21 accessions in the field(new leaves)was observed after the first harvest,and a comparison between field regeneration level and callus induction with its regeneration capacity(new shoots and roots)for the same 21 accessions was carried *** traits,including plant height,leaf area,fresh leaf weight,dry leaf weight,the number of flowers and bolls,and biochemical(proline content)and physiological(chlorophyll and carotenoid content)traits during the flowering stage of 21 upland cotton accessions,were *** A significant correlation between physiological parameters and callus induction was *** induction and regeneration capacity of roots and shoots for hypocotyl,cotyledons,and shoot tip tissues were used to validate field leaf regeneration level after the first *** 24 showed significant leaf regeneration in the field and callus induction capacity through callus induction and *** We found a substantial relationship between field regeneration capability and callus induction with its regeneration capacity for the hypocotyl,cotyledons,and shoot *** results showed that ZS061,Lumian 378,Jimian 863,and ZS065 have the highest moisture retention capacity,while CCRI 24,Liaoyang Duomaomian,and Beizhe Gongshemian have the lowest moisture retention *** 24 has the highest leaf regeneration capacity in the field,while Beizhe Gongshemian has the lowest leaf regeneration *** our result provides a clue for checking the regeneration capacity through leaf regeneration level in the field.

关键词： Upland cotton Agronomic traits Biochemical traits Tissue culture Callus induction Regeneration capacity

Enhanced two-loop model predictive control design for linear uncertain systems

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Journal of Systems Engineering and Electronics 2021年第1期32卷 220-227页

作者： Mohammad-Ghassem FARAJZADEH-DEVIN Seyed Kamal HOSSEINI sani Department of Electrical Engineering Ferdowsi University of MashhadMashhad 1696700Iran

Model predictive controllers(MPC)with the two-loop scheme are successful approaches practically and can be classified into two main categories,tube-based MPC and MPCbased reference governors(RG).In this paper,an enhanced twoloop MPC design is proposed for a pre-stabilized system with the bounded uncertainty subject to the input and state *** proposed method offers less conservatism than the tube-based MPC methods by enlarging the restricted input *** to the MPC-based RGs,the investigated method improves tracking performance of the pre-stabilized system while satisfying the ***,the robust global asymptotic stability of the closed-loop system is guaranteed in a novel procedure with terminal constraint *** of the proposed method on a servo system shows its effectiveness in comparison to the others.

关键词： model predictive control(MPC) robust control cascade control constraint satisfaction