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Routing with Cooperative Nodes Using Improved Learning Approaches

Intelligent Automation & Soft Computing 2023年第3期35卷 2857-2874页

作者： R.Raja N.Satheesh j.britto dennis C.Raghavendra Department of CSIT CVR College of EngineeringTelanganaIndia Department of Computer Science and Engineering St.Martin’s Engineering CollegeSecunderabadTelanganaIndia Department of Computer Science and Engineering Dhanalakshmi Srinivasan UniversityTrichyTamilnaduIndia CSIT Department CVR College of EngineeringHyderabadIndia

In IoT,routing among the cooperative nodes plays an incredible role in fulﬁlling the network requirements and enhancing system *** eva-luation of optimal routing and related routing parameters over the deployed net-work environment is *** research concentrates on modelling a memory-based routing model with Stacked Long Short Term Memory(s-LSTM)and Bi-directional Long Short Term Memory(b-LSTM).It is used to hold the routing information and random routing to attain superior *** pro-posed model is trained based on the searching and detection mechanisms to com-pute the packet delivery ratio(PDR),end-to-end(E2E)delay,throughput,*** anticipated s-LSTM and b-LSTM model intends to ensure Quality of Service(QoS)even in changing network *** performance of the proposed b-LSTM and s-LSTM is measured by comparing the signiﬁcance of the model with various prevailing ***,the performance is measured with Mean Absolute Error(MAE)and Root Mean Square Error(RMSE)for mea-suring the error rate of the *** prediction of error rate is made with Learn-ing-based Stochastic Gradient Descent(L-SGD).This gradual gradient descent intends to predict the maximal or minimal error through successive *** simulation is performed in a MATLAB 2020a environment,and the model performance is evaluated with diverse *** anticipated model intends to give superior performance in contrast to prevailing approaches.

关键词： Internet of Things(IoT) stacked long short term memory bi-directional long short term memory error rate stochastic gradient descent

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Sequential good lattice point sets for computer experiments

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Science China Mathematics 2024年

作者： Xue-Ru Zhang Yong-Dao Zhou Min-Qian Liu dennis K.j.Lin NITFID LPMC & KLMDASR School of Statistics and Data Science Nankai University Department of Statistics Purdue University

Sequential Latin hypercube designs (SLHDs) have recently received great attention for computer experiments, with much of the research restricted to invariant spaces. The related systematic construction methods are inflexible, and algorithmic methods are ineffective for large designs. For designs in contracting spaces, systematic construction methods have not been investigated yet. This paper proposes a new method for constructing SLHDs via good lattice point sets in various experimental spaces. These designs are called sequential good lattice point (SGLP) sets. Moreover, we provide efficient approaches for identifying the (nearly)optimal SGLP sets under a given criterion. Combining the linear level permutation technique, we obtain a class of asymptotically optimal SLHDs in invariant spaces, where the L1-distance in each stage is either optimal or asymptotically optimal. Numerical results demonstrate that the SGLP set has a better space-filling property than the existing SLHDs in invariant spaces. It is also shown that SGLP sets have less computational complexity and more adaptability.

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A detailed comparison of the composition of(RE)-Ba-Cu-O-Ag bulk superconductors

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Superconductivity 2024年第1期9卷 87-94页

作者： j.V.j.Congreve Y.Shi A.R.dennis H.Druiff N.C.Tutt D.A.Cardwell j.H.Durrell Department of Engineering University of CambridgeCambridgeUK

The homogeneity of the microstructure and composition are critical in determining the properties of rare earthbarium‐cuprate,single grain bulk superconductors[(RE)BCO].The magnitude of the trapped magnetic field achieveable in these technologically important materials,in particular,is influenced heavily by the size and distribution of(RE)_(2)BaCuO_(x)(RE‐211)flux pinning inclusions in the bulk microstructure,whereas the size and distribution of silver agglomerates present within the bulk superconducting matrix correlate directly with improved mechanical *** careful engineering,these materials have significant potential for application in range of devices related to energy storage,medicine,electro‐magnetic machinery and microelectronic *** of(RE)BCO bulk superconductors typically involves heating a powder compact above its peritectic decomposition temperature followed by slow cooling to facilitate the growth of a single ***(RE)BCO composition has a different peritectic temperature and growth rate,which,therefore,necessitates different requirements in the heating *** fabrication temperature and growth rate,for example,may have an effect on the RE‐211 and silver distribution,which may,in turn,affect the superconducting properties of the resulting single *** this work we compare the distributions of silver and RE‐211 in the single grain microstructures of YBCOAg,GdBCO‐Ag,EuBCO‐Ag and SmBCO‐Ag bulk superconductors using optical microscopy,scanning electron microscopy and energy dispersive X‐ray *** observe that the distributions are very similar along both the a/b‐axis and c‐axis of these *** suggests that factors other than the maximum temperature used to achieve peritectic decomposition and the rate of single grain growth are particularly influential in determining the properties of the as‐processed samples in the top seeded melt growth *** observation demonstrates there is freedom to us

关键词： YBCO‐Ag GdBCO‐Ag SmBCO‐Ag EuBCO‐Ag Composition Bulk superconductor

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Evaluation of a Wireless Solar Powered Personal Weather Station

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Agricultural Sciences 2024年第1期15卷 36-53页

作者： Robert j. Lascano Timothy S. Goebel dennis C. Gitz III john E. Stout Cropping Systems Research Laboratory Wind Erosion and Water Conservation Research Unit USDA-ARS Lubbock TX USA

We are evaluating dryland cotton production in Martin County, Texas, measuring cotton lint yield per unit of rainfall. Our goal is to collect rainfall data per 250 - 400 ha. Upon selection of a rainfall gauge, we realized that the cost of using, for example, a tipping bucket-type rain gauge would be too expensive and thus searched for an alternative method. We selected an all-in-one commercially available weather station;hereafter, referred to as a Personal Weather Station (PWS) that is both wireless and solar powered. Our objective was to evaluate average measurements of rainfall obtained with the PWS and to compare these to measurements obtained with an automatic weather station (AWS). For this purpose, we installed four PWS deployed within 20 m of the Plant Stress and Water Conservation Meteorological Tower that was used as our AWS, located at USDA-ARS Cropping Systems Research Laboratory, Lubbock, TX. In addition, we measured and compared hourly average values of short-wave irradiance (Rg), air temperature (Tair) and relative humidity (RH), and wind speed (WS), and calculated values of dewpoint temperature (Tdew). This comparison was done over a 242-day period (1 October 2022-31 May 2023) and results indicated that there was no statistical difference in measurements of rainfall between the PWS and AWS. Hourly average values of Rg measured with the PWS and AWS agreed on clear days, but PWS measurements were higher on cloudy days. There was no statistical difference between PWS and AWS hourly average measurements of Tair, RH, and calculated Tdew. Hourly average measurements of Rg and WS were more variable. We concluded that the PWS we selected will provide adequate values of rainfall and other weather variables to meet our goal of evaluating dryland cotton lint yield per unit rainfall.

关键词： Automation Sensors Citizen Weather Station Mesonet Rainfall Weather Variables

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Review of current method to determine outburst threshold limits in Australian underground coal mines

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International journal of Mining Science and Technology 2019年第6期29卷 859-865页

作者： dennis j.Black CoalGAS Department of Civil Mining and Environmental Engineering University of Wollongong

Desorption rate index(DRI)was presented to the Australian underground coal industry in 1995 as a means for determining outburst threshold limits for Australian coal *** is a measure of the gas volume released from a coal sample in the first 30 s of crushing during the Q3 stage of gas content testing,multiplied by the ratio between measured Q3 and *** were identified between QM and DRI for both CO2 and CH4 rich coal samples collected from the Bulli Seam at West Cliff Colliery and that identified relationship was referred to as the Bulli Seam *** outburst mining gas content threshold limit values specified for the Bulli Seam at that time,when applied to the QM-DRI Bulli Seam benchmark,was shown to closely align with a DRI value of 900(DRI900),for both CO2 and CH4 rich seam gas *** Australian coal industry adopted the DRI900 as the basis for determining outburst gas content TLV for Australian coal *** mining experience in Australia has shown that gas content is not the only significant factor that impacts outburst risk,as all significant outburst events have been associated with abnormal geological conditions,such as faults and ***,assessing the potential application of additional outburst risk factors,to accurately define outburst risk zones,set safe mining threshold levels,and determine appropriate mining controls,warrants further *** Australian coal mines have implemented mining procedures enabling mining to continue in areas with gas content greater than the TLV determined using the DRI900 approach,without inducing an *** is a broad lack of understanding among Australian coal mine operators as to the procedure and calculations used to determine ***,there has been growing concern regarding the accuracy and validity of the DRI900 method for determining outburst TLV.A comprehensive set of gas data has been collected from Australian coal seams,including the Bulli Seam,and t

关键词： Outburst Desorption rate DRI Threshold limit

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Review of coal and gas outburst in Australian underground coal mines

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International journal of Mining Science and Technology 2019年第6期29卷 815-824页

作者： dennis j.Black CoalGAS Department of Civil Mining and Environmental Engineering University of Wollongong

Outburst of coal and gas represents a significant risk to the health and safety of mine personnel working in development and longwall production face *** have been over 878 outburst events recorded in twenty-two Australian underground coal *** outburst incidents have been associated with abnormal geological *** of Australian outburst incidents and mining experience in conditions where gas content was above current threshold levels are presented and *** experience suggests that for gas con-tent below 9.0 m^3/t,mining in carbon dioxide(CO2)rich seam gas conditions does not pose a greater risk of outburst than mining in CH4 rich seam gas *** experience also suggests that where no abnormal geological structures are present that mining in areas with gas content greater than the current accepted threshold levels can be undertaken with no discernible increase in outburst *** current approach to determining gas content threshold limits in Australian mines has been effective in prevent-ing injury from outburst,however operational experience suggests the current method is overly conser-vative and in some cases the threshold limits are low to the point that they provide no significant reduction in outburst *** factors that affect outburst risk,such as gas pressure,coal toughness and stress and geological structures are presently not incorporated into outburst threshold limits adopted in Australian *** factors and the development of an outburst risk index applicable to Australian underground coal mining conditions are the subject of ongoing research.

关键词： Outburst Desorption rate DRI Threshold limit

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Investigations into the identification and control of outburst risk in Australian underground coal mines

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International journal of Mining Science and Technology 2017年第5期27卷 749-753页

作者： dennis j.Black PacificMGM Bulli 2516Australia Department of Civil Mining and Environmental EngineeringUniversity of WollongongWollongong 2500Australia

Australian coal mines currently use gas content to assess outburst risk. The gas content threshold values for each mine are indirectly determined from measurement of gas volume liberated from 150 g coal samples during Q_3 residual gas content testing. It has been more than twenty years since this method, known as desorption rate index(DRI), was presented to the Australian coal industry, and in that time, there have been significant changes in mining conditions and the outburst threshold limits used at the benchmark Bulli seam mines. NSW Regulations list matters to be considered in developing control measures to manage the risk of gas outburst, and specifies that gas content, or DRI method, is used as the basis for determining outburst control zone. Whilst Queensland Regulations state that a coal or rock outburst is a high potential incident, there is no guidance provided to assist mine operators to define outburst prone conditions. A research project is planned at UOW to investigate the application of the DRI method and other potentially significant factors, such as gas pressure, coal toughness and permeability, which can be utilised by mine operators to assess outburst risk and determine appropriate outburst threshold limits and controls.

关键词： Outburst Desorption rate DRI Threshold limit

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Programmable endonuclease combined with isothermal polymerase amplification to selectively enrich for rare mutant allele fractions

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Chinese Chemical Letters 2022年第8期33卷 4126-4132页

作者： junman Chen Tian Qiu Michael G.Mauk Zheng Su Yaguang Fan dennis j.Yuan Qinghua Zhou Youlin Qiao Haim H.Bau jianming Ying jinzhao Song Key Laboratory of Clinical Laboratory Diagnostics(Ministry of Education) College of Laboratory MedicineChongqing Medical UniversityChongqing 400016China The Cancer Hospital of the University of Chinese Academy of Sciences(Zhejiang Cancer Hospital) Institute of Basic Medicine and Cancer(IBMC)Chinese Academy of SciencesHangzhou 310022China Department of Mechanical Engineering and Applied Mechanics University of PennsylvaniaPhiladelphiaPA 19104United States Department of Pathology National Cancer Center/National Clinical Research Center for Cancer/Cancer HospitalChinese Academy of Medical Sciences and Peking Union Medical CollegeBeijing 100021China Center for Global Health School of Population Medicine and Public HealthChinese Academy of Medical Sciences and Peking Union Medical CollegeBeijing 100730China Tianjin Key Laboratory of Lung Cancer Metastasis and Tumor Microenvironment Tianjin Lung Cancer InstituteTianjin Medical University General HospitalTianjin 300052China Sichuan Lung Cancer Institute Sichuan Lung Cancer CenterWest China HospitalSichuan UniversityChengdu 610041China

Liquid biopsy is a highly promising method for non-invasive detection of tumor-associated nucleic acid fragments in body fluids but is challenged by the low abundance of nucleic acids of clinical interest and their sequence homology with the vast background of nucleic acids from healthy ***,programmable endonucleases such as clustered regularly interspaced short palindromic repeats(CRISPR)associated protein(Cas)and prokaryotic Argonautes have been successfully used to remove background nucleic acids and enrich mutant allele fractions,enabling their detection with deep next generation sequencing(NGS).However,the enrichment level achievable with these assays is limited by futile binding events and off-target *** overcome these shortcomings,we conceived a new assay(Programmable Enzyme-Assisted Selective Exponential Amplification,PASEA)that combines the cleavage of wild type alleles with concurrent polymerase *** PASEA increases the numbers of both wild type and mutant alleles,the numbers of mutant alleles increase at much greater rates,allowing PASEA to achieve an unprecedented level of selective enrichment of targeted *** combining CRISPR-Cas9 based cleavage with recombinase polymerase amplification,we converted samples with0.01%somatic mutant allele fractions(MAFs)to products with 70%MAFs in a single step within 20 min,enabling inexpensive,rapid genotyping with such as Sanger ***,PASEA's extraordinary efficiency facilitates sensitive real-time detection of somatic mutant alleles at the point of care with custom designed Exo-RPA ***-time PASEA'performance was proved equivalent to clinical amplification refractory mutation system(ARMS)-PCR and NGS when testing over hundred cancer patients'*** strategy has the potential to reduce the cost and time of cancer screening and genotyping,and to enable targeted therapies in resource-limited settings.

关键词： Mutant allele enrichment Programmable endonuclease Liquid biopsy Mutation detection Point-of-care testing CRISPR-Cas9 Recombinase polymerase amplification Nucleic acid diagnostics

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Acoustic measurements of models of military style supersonic nozzle jets

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Chinese journal of Aeronautics 2014年第1期27卷 23-33页

作者： Ching-Wen Kuo jérémy Veltin dennis K.McLaughlin Department of Aerospace Engineering The Pennsylvania State UniversityUniversity Park TNO Science and Industry

Modern military aircraft jet engines are designed with variable-geometry nozzles to provide optimal thrust in different operating conditions, depending on the flight envelope. How- ever, acoustic measurements for such nozzles are scarce, due to the cost involved in making full- scale measurements and the lack of details about the exact geometries of these nozzles. Thus the present effort at Pennsylvania State University （PSU） in partnership with GE Aviation and the NASA Glenn Research Center is aiming to study and characterize the acoustic field produced by supersonic jets issuing from converging-diverging military style nozzles, and to identify and test promising noise reduction techniques. An equally important objective is to develop methodology for using data obtained from small- and moderate-scale experiments to reliably predict the full-scale engine noise. The experimental results presented show reasonable agreement between small-scale and medium-scale jets, as well as between heated jets and heat-simulated ones.

关键词： Aeroacoustics Acoustic noise measurement jet noise jets Nozzle Supersonic flow

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Dual-functional porous and cisplatin-loaded polymethylmethacrylate cement for reconstruction of load-bearing bone defect kills bone tumor cells

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Bioactive Materials 2022年第9期7卷 120-130页

作者： Zhule Wang Liebert Parreiras Nogueira Håvard jostein Haugen Ingrid CM.Van Der Geest Patricia Caetano de Almeida Rodrigues dennis janssen Thom Bitter jeroen j.j.P.van den Beucken Sander CG.Leeuwenburgh Radboud University Medical Center Department of Dentistry-Regenerative BiomaterialsRadboud Institute for Molecular Life SciencesNijmegenthe Netherlands University of Oslo Department of BiomaterialsInstitute of Clinical DentistryFaculty of DentistryOsloNorway Radboud University Medical Center Department of OrthopedicsRadboud Institute for Health SciencesNijmegenthe Netherlands

Malignant bone tumors are usually treated by resection of tumor tissue followed by filling of the bone defect with bone graft ***(PMMA)cement is the most commonly used bone substitute in clinical orthopedics in view of its ***,the dense nature of PMMA renders this biomaterial unsuitable for local delivery of chemotherapeutic drugs to limit the recurrence of bone ***,we introduce porosity into PMMA cement by adding carboxymethylcellulose(CMC)to facilitate such local delivery of chemotherapeutic drugs,while retaining sufficient mechanical properties for bone reconstruction in load-bearing *** results show that the mechanical strength of PMMA-based cements gradually decreases with increasing CMC *** incorporation of≥3%CMC,the PMMA-based cements released up to 18%of the loaded cisplatin,in contrast to cements containing lower amounts of CMC which only released less than 2%of the cisplatin over 28 *** release of cisplatin efficiently killed osteosarcoma cells in vitro and the fraction of dead cells increased to 91.3%at day 7,which confirms the retained chemotherapeutic activity of released cisplatin from these PMMA-based ***,tibias filled with PMMA-based cements containing up to 3%of CMC exhibit comparable compressive strengths as compared to intact *** conclusion,we demonstrate that PMMA cements can be rendered therapeutically active by introducing porosity using CMC to allow for release of cisplatin without compromising mechanical properties beyond critical *** such,these data suggest that our dual-functional PMMA-based cements represent a viable treatment option for filling bone defects after bone tumor resection in load-bearing sites.

关键词： Porous polymethylmethacrylate cement Bone tumor treatment Local drug delivery Chemotherapeutic drug Ex vivo biomechanical assessment

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