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基于SHELL模型的航空货物运输安全问题研究
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作者 钟波兰 龙海燕 《长沙航空职业技术学院学报》 2024年第3期82-87,共6页
文章阐述了SHELL 模型的基本理论,分析了航空货物运输的基本流程及常见安全问题,应用SHELL模型重点探究航空货物运输中人与硬件(L-H)、人与软件(L-S)、人与环境(L-E)及人与人(L-L)的要素特征与关系界面,梳理引发安全问题导致不安全事件... 文章阐述了SHELL 模型的基本理论,分析了航空货物运输的基本流程及常见安全问题,应用SHELL模型重点探究航空货物运输中人与硬件(L-H)、人与软件(L-S)、人与环境(L-E)及人与人(L-L)的要素特征与关系界面,梳理引发安全问题导致不安全事件的原因,提出缩小关系界面空隙、提高关系匹配度的措施,保障航空货物运输安全,促进航空货运持续稳定发展。 展开更多
关键词 shell模型 航空货物运输 安全
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A Geometrically Exact Triangular Shell Element Based on Reproducing Kernel DMS-Splines
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作者 Hanjiang Chang Qiang Tian Haiyan Hu 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第7期825-860,共36页
Tomodel amultibody systemcomposed of shell components,a geometrically exact Kirchho-Love triangular shell element is proposed.The middle surface of the shell element is described by using the DMS-splines,which can ex... Tomodel amultibody systemcomposed of shell components,a geometrically exact Kirchho-Love triangular shell element is proposed.The middle surface of the shell element is described by using the DMS-splines,which can exactly represent arbitrary topology piecewise polynomial triangular surfaces.The proposed shell element employs only nodal displacement and can automatically maintain C1 continuity properties at the element boundaries.A reproducing DMS-spline kernel skill is also introduced to improve computation stability and accuracy.The proposed triangular shell element based on reproducing kernel DMS-splines can achieve an almost optimal convergent rate.Finally,the proposed shell element is validated via three static problems of shells and the dynamic simulation of aexible multibody system undergoing both overall motions and large deformations. 展开更多
关键词 DMS-splines reproducing kernel kirchhoff-love shell C^(1)continuity multibody system dynamics
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Characteristics of reactivity and structures of palm kernel shell (PKS) biochar during CO_2/H_2O mixture gasification 被引量:3
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作者 Guozhang Chang Ximin Yan +3 位作者 Pengyu Qi Mei An Xiude Hu Qingjie Guo 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2018年第10期2153-2161,共9页
Palm kernel shell(PKS)biochars with different levels of carbon conversion were initially prepared using a tube furnace,after which the reactivity of each sample was assessed with a thermogravimetric analyzer under a C... Palm kernel shell(PKS)biochars with different levels of carbon conversion were initially prepared using a tube furnace,after which the reactivity of each sample was assessed with a thermogravimetric analyzer under a CO_2 atmosphere.The pore structure and carbon ordering of each biochar also examined,employing a surface area analyzer and a Raman spectroscopy.Thermogravimetric results showed that the gasification index R_sof the PKS biochar decreased from 0.0305 min^(-1) at carbon conversion(x)=20% to 0.0278 min^(-1)at x=40%.The expansion of micropores was the dominant process during the pore structure evolution,ad mesopores with sizes ranging from 6 to 20,48 to 50 nm were primarily generated during gasification under a CO_2/H_2O mixture.The proportion of amorphous carbon in the PKS biochar decreased significantly as x increased,suggesting that the proportion of ordered carbon was increased during the CO_2/H_2O mixed gasification.A significantly reduced total reaction time was observed when employing a CO_2/intermittent H_2O process along with an 83.46% reduction in the steam feed,compared with the amount required using a CO_2/H_2O atmosphere. 展开更多
关键词 Palm kernel shell REACTIVITY Pore structure Carbon ordering degree CO2/intermittent H2O gasification
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Insight on the Ultrastructure, Physicochemical, Thermal Characteristics and Applications of Palm Kernel Shells 被引量:2
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作者 Richard Ntenga Etienne Mfoumou +3 位作者 Alexis Béakou Martin Tango Jordan Kamga Ali Ahmed 《Materials Sciences and Applications》 2018年第10期790-811,共22页
The ultrastructure and physicochemical and thermal properties of Palm Kernel Shells (PKS) in comparison with Coconut Kernel Shells (CKS) were investigated herein. Powder samples were prepared and characterized using S... The ultrastructure and physicochemical and thermal properties of Palm Kernel Shells (PKS) in comparison with Coconut Kernel Shells (CKS) were investigated herein. Powder samples were prepared and characterized using Surface Electron Microscopy (SEM) and Transmission Electron Microscopy (TEM). Chemical and elemental constituents, as well as thermal performance were assessed by Van Soest Method, TEM/EDXA and SEM/EDS techniques. Differential Scanning Calorimetry (DSC) and Thermogravimetric Analysis (TGA) were also performed for thermal characterization. SEM/EDS and TEM/EDXA revealed that most of the PKS and CKS materials are composed of particles with irregular morphology;these are mainly amorphous phases of carbon/oxygen with small amounts of K, Ca and Mg. The DSC data permitted to derive the materials’ thermal transition phases and the relevant characteristic temperatures and physical properties. Thermal Transition phases of PKS observed herein are consistent with the chemical composition obtained and are similar to those of CKS. Nonetheless, TGA/DTG showed that the combustion characteristics of PKS are higher than those of CKS. Taken together, our results reveal that PKS have nanopores and can be efficiently used for 3D printing and membrane filtration applications. Moreover, the chemical constituents found in PKS samples are in agreement with those reported in the literature for material structural applications and thus, present potential use of PKS in these applications. 展开更多
关键词 Biomass Materials PALM kernel shell SEM & TEM ULTRASTRUCTURE THERMAL PROPERTIES PHYSICO-CHEMICAL PROPERTIES
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Effects of Palm Kernel Shell on the Microstructure and Mechanical Properties of Recycled Polyethylene/Palm Kernel Shell Particulate Composites
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作者 Agunsoye J. Olumuyiwa Talabi S. Isaac +1 位作者 Obe A. Adewunmi Adamson I. Ololade 《Journal of Minerals and Materials Characterization and Engineering》 2012年第8期825-831,共7页
The effect of palm kernel shell on the microstructure and mechanical properties of recycled polyethylene (RLDPE) reinforced with palm kernel shell particulate composite was evaluated to assess the possibility of using... The effect of palm kernel shell on the microstructure and mechanical properties of recycled polyethylene (RLDPE) reinforced with palm kernel shell particulate composite was evaluated to assess the possibility of using it as a new material for engineering applications. The composites were produced by compounding and compressive moulding technique by varying the Palm kernel shell particle from 5-25vol% with particles size of 150, 300 and 400 μm. The microstructure (SEM/EDS) and the mechanical properties of the composites were investigated. The hardness of the composite increases with increase in palm kernel shell content and the tensile strength of the composite increased to optimum of 5vol%. Scanning electron Microscopy (SEM) of the composites surfaces indicates fairly interfacial interaction between the palm kernel shell particles and the RLDPE matrix. The composites produced with 150 μm particle size have the best properties of the entire grade. Hence this grade can be use for interior applications such as car seat, dash board, and car interior for decorative purposes or other interior parts of automobile where high strength is not considered a critical requirement. 展开更多
关键词 Recycled POLYETHYLENE PALM kernel shell MICROSTRUCTURE and PROPERTIES
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Research on safety management shell in coal mine
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作者 李红霞 田水承 +1 位作者 郁钟铭 陈勇刚 《Journal of Coal Science & Engineering(China)》 2004年第1期49-52,共4页
Based on the shell (jieke) theory investigation of accident prevention in coal mine, submited a new definition of safety management shell, and analyzed causes on the lack of accident prevention, then pointed that the ... Based on the shell (jieke) theory investigation of accident prevention in coal mine, submited a new definition of safety management shell, and analyzed causes on the lack of accident prevention, then pointed that the strength of research and practice of safety management is necessary to format enduring safety in coal mine. 展开更多
关键词 safety shell shell theory safety management
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Design of Steam Turbine for Electric Power Production Using Heat Energy from Palm Kernel Shell
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作者 Buliaminu Kareem Theophilus Ewetumo +2 位作者 Michael K. Adeyeri Akinlabi Oyetunji O. E. Olatunji 《Journal of Power and Energy Engineering》 2018年第11期111-125,共15页
The steam turbine is a prime mover that converts kinetic energy in steam into rotational mechanical energy through the impact or reaction of the steam against the blades. The aim of this study is to design a steam tur... The steam turbine is a prime mover that converts kinetic energy in steam into rotational mechanical energy through the impact or reaction of the steam against the blades. The aim of this study is to design a steam turbine for a small scale steam power plant with target of producing electricity. The turbine is driven by the heat energy from palm kernel shells as a renewable energy source obtained at a lower or no cost. The study was concentrated on design of turbine elements and its validation using computer packages. Specifically, the microturbine design was limited to design, modeling, simulation and analysis of the rotor, blades and nozzle under the palm kernel shell as fuel for the micro power plant. In blade design, stress failures, efficiency and blade angle parameters were considered. In casing volume design, the overall heat transfer and mean temperature, and different concepts were applied. The thermal distribution on stator and rotor was considered in order to determine its level of tolerance. The design software packages used for design validation were Solidworks and Comsol Multiphysics for analysis. Simulation results showed that the designed steam turbine can adequately tolerate change in stress/load, torsion/compression, temperature and speeds. 展开更多
关键词 PALM kernel shell Steam TURBINE Power Plant DESIGN Software RENEWABLE Energy
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Analysis of Lateritic Soil Reinforced with Palm Kernel Shells for Use as a Sub-Base Layer for Low-Traffic Roads
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作者 Joel Koti Crespin P.Yabi +2 位作者 Mohamed Gibigaye Anne Millien Christophe Petit 《Fluid Dynamics & Materials Processing》 EI 2022年第5期1469-1482,共14页
In tropical areas,palm oil production generates significant amounts of waste,including palm kernel shells.The use of this waste in the civil engineering sector,presents a very challenging task.In the present study,the... In tropical areas,palm oil production generates significant amounts of waste,including palm kernel shells.The use of this waste in the civil engineering sector,presents a very challenging task.In the present study,the production of lateritic soil(A-2 in GTR classification and A-7-6(9)in HRB classification)reinforced with palm kernel shells is considered.In order to improve their performances,these materials are mixed using the Fuller’s parabolic law.Moreover,experimental tests are used to characterize the physical and mechanical geotechnical properties of the lateritic soil.After characterizing the matrix(i.e.,lateritic soil)and the inclusions(i.e.,palm kernel shells)in their natural state,it is found that Avrankou’s lateritic soil has a high level of fine particles(56.6%),high plasticity(PI=21%)and low lift(ICBR=17%);which makes it unusable in the pavement layer.Results also prove that the mixture composed of 39%of lateritic soil volume and 61%of PKS with a CBR index equals to 30 and the mixture composed of 45%of lateritic soil,40%PKS and 15%of lagoon sand with a CBR index equals to 41 can be used as sub-base layer for roads for low and medium traffic,respectively. 展开更多
关键词 Palm kernel shell lateritic soil subbase layer low-traffic roads
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Experimental Investigation of Lime Treated Palm Kernel Shell and Sugarcane Bagasse Ash as Partial Replacement of Coarse Aggregate and Cement Respectively in Concrete
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作者 Mahfouz O. A. Djima Geoffrey N. Mang’uriu John N. Mwero 《Open Journal of Civil Engineering》 2018年第4期358-372,共15页
This experimental research is focused on the effect of concrete made by incorporating lime treated Palm Kernel Shell (PKS) & Sugarcane Bagasse Ash (SCBA) as partial replacements of coarse aggregates and Ordinary P... This experimental research is focused on the effect of concrete made by incorporating lime treated Palm Kernel Shell (PKS) & Sugarcane Bagasse Ash (SCBA) as partial replacements of coarse aggregates and Ordinary Portland Cement (OPC) respectively. An experimental analysis for concrete grade 30 with a mix design ratio of 1:1.97:3.71 of cement:fine aggregates:coarse aggregates with a constant water to cement ratio of 0.5, was used. Physical tests such as workability on fresh concrete and water absorption on hardened concrete of each batch were carried out. Mechanical tests like compressive strength and split tensile strength were carried out on hardened concrete cubes (100 mm × 100 mm × 100 mm) and cylinders (100 mm × 200 mm) at 7 and 28 days. The experimental results obtained in this study indicate the possibility of using up 15% of lime treated PKS and 10% of SCBA for production of structural concrete. 展开更多
关键词 Compressive STRENGTH LIME TREATED PALM kernel shell Split Tensile STRENGTH WORKABILITY SUGARCANE Bagasse Ash
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Experimental and Analytical Study of Water Diffusion in Palm Kernel Shell of Cameroon
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作者 Dieunedort Ndapeu Jean Bosco Kuate Yagueka +3 位作者 Francis Tamwo Bernard Morino Ganou Koungang Médard Fogue Ebenezer Njeugna 《Materials Sciences and Applications》 2020年第11期733-743,共11页
Moisture diffusion during soaking of palm kernel shell (<strong><em>Elaeis guineensis</em></strong>) aggregate concerning DURA variety of Cameroon was studied. Parameters like percentage of wat... Moisture diffusion during soaking of palm kernel shell (<strong><em>Elaeis guineensis</em></strong>) aggregate concerning DURA variety of Cameroon was studied. Parameters like percentage of water gain at the saturation point and the effective moisture diffusivity were the main purposes. The knowledge of the behavior of those shells in presence of the liquid during the realization of the composite materials is important. Gravimetric method with discontinuous control of the mass of sample after immersion at the ambient temperature was used. Palm kernel shell aggregate of two origins and two considerable sizes respectively in mm: Sizes ≥ 16 and 12.5 ≤ Sizes < 16 were used. The rate of water absorption was found to be [6.18% and 11.74%] respectively for Tombel PKS and Bafang PKS and moisture diffusivity of [5.19 × 10<sup>-8</sup> and 7.90 × 10<sup>-9</sup> m<sup>2</sup>/s] was also determined according to their irregular shapes by fitted soaking data in Becker’s model. 展开更多
关键词 Palm kernel shell (PKS) ABSORPTION MOISTURE DIFFUSIVITY
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Size Variation of Palm Kernel Shells as Replacement of Coarse Aggregate for Lightweight Concrete Production
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作者 Humphrey Danso Frank Appiah-Agyei 《Open Journal of Civil Engineering》 2021年第1期153-165,共13页
The utilization of palm kernel shells (PKS) as an alternative to conventional materials for construction is desirable to promote sustainable development. The purpose of this study is to investigate the properties of l... The utilization of palm kernel shells (PKS) as an alternative to conventional materials for construction is desirable to promote sustainable development. The purpose of this study is to investigate the properties of lightweight concrete produced with different sizes of PKS of 6, 8, 10, 12 mm and mix (consisting of 25% each of the four sizes). RPK sizes were used to replace coarse aggregate in the concrete and cured for 7, 14, 21 and 28 days. The tests performed on the concrete are dry density, compressive strength, flexural strength, EDS and SEM. It was revealed that the densities of the concrete specimens were all less than 2000 kg/m</span><sup><span style="font-family:Verdana;">3</span></sup><span style="font-family:Verdana;">, which implies that the PKS concrete satisfied the requirement of lightweight concrete for structural application. The compressive strength of the 12 mm PKS concrete specimens at 28-day of curing was 10.2 MPa which was 4% to 15.9% better than the other PKS sizes concrete. The flexural strength of the 12 mm PKS concrete specimens at 28-day of curing was 2.85 MPa which was also 3.2% to 57.07% better than the other PKS sizes concrete. It was also revealed by the SEM analysis that there was a good bond between the palm kernel shells and the mortar. A high calcium-silicate content was found in the concrete which resulted in a Ca/Si ratio of 1.26 and Al/Si ratio of 0.11. The study therefore concludes that size variations of PKS as replacement of coarse aggregate have an influence on the properties of the lightweight concrete and recommends 12 mm PKS for use by construction practitioners for lightweight concrete structural application</span></span></span><span style="font-family:Verdana;">. 展开更多
关键词 Compressive Strength Dry Density Flexural Strength Lightweight Concrete Palm kernel shell
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Industrial Elaboration by Extrusion of PVC Tubes Loaded with Micronized Dura Palm Kernel Shell Powder
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作者 Rolland Djomi Christian Mbopda Fokam +4 位作者 Florent Biyeme Chantal Marguerite Mveh Roland Olembé Hypolyte Ntede Ateba Atangana 《Journal of Materials Science and Chemical Engineering》 2021年第10期41-69,共29页
We present in this work how to use the dura palm kernel shell powders as loads for the elaboration by extrusion of PVC tubes. The transformation of dura palm kernel shells into micronized shell powder as well as its c... We present in this work how to use the dura palm kernel shell powders as loads for the elaboration by extrusion of PVC tubes. The transformation of dura palm kernel shells into micronized shell powder as well as its characterization was the subject of recent work. We carried out, the formulations by using the industrial scales of precision, the mixtures of the instrants with an industrial machine of mark HENSHLLE N&#730;2 MAIN 570762, the routine tests by ATG/DSC then by IRTF, the extrusion of the tubes with an extruder twin-screw with 9 rooms of transformation finally the tests of conformity by the observations and the analyses. We obtained for the formulations the dosage of 0%, 4.01%, 12.54%, 23.03%, 32.01%, 38.01%, 51.02% representing the percentage of hull powder in the mixture, the machine mixing gave perfectly homogeneous powders, the routine tests showed that the hull powder keeps all its properties until the end of the shaping whatever the percentage of hulls contained in the PVC, the extrusion gave tubes for each formulation and the conformity tests gave perfectly round tubes of diameter 90 × 82 mm, a coloration going from white grey at 0% to dark black at 51.02% showing the influence of the carbon black and the color of the shell powder according to its proportion. The infrared of the tubes obtained shows for each formulation a variation of the CH<sub>2</sub> and CH bonds and a decrease of the &#8722;OH bonds. The thermogravimetric analyses and the differential calorimetric analyses of the tubes of each formulation, show each time that the quantity of shell powders in the mixture influences the PVC tubes obtained. Thus, we obtain a variation of the phase temperatures according to the dosage, giving from 108.72<span style="white-space:normal;">&#730;</span>C to 76.56<span style="white-space:normal;">&#730;</span>C for the glass transition temperature and from 494.71<span style="white-space:normal;">&#730;</span>C to 414.56<span style="white-space:normal;">&#730;</span>C for the melting temperature, at the DSC and a progressive decrease of the mass following the heat absorption with each time 4 phases instead of 5 for the unloaded PVC tubes at the ATG according to the dosage. 展开更多
关键词 Extrusion Elaboration of PVC Tubes Micronized Dura Palm kernel shells Routine Extrusion Test Tube Conformity Test
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Tungsten Carbide Synthesis by Microwave-Induced Alloying Using Phosphoric Acid Activated Palm Kernel Shell Carbon
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作者 Siti Zubaidah Hanapi Noor Idayu Masrom Abdul Rahim Yacob 《材料科学与工程(中英文版)》 2010年第12期68-73,共6页
关键词 机械合金化 磷酸活化 微波诱导 诱导合成 碳化钨 棕榈 粉末活性炭 高比表面积
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Anomaly Detection of UAV State Data Based on Single-Class Triangular Global Alignment Kernel Extreme Learning Machine
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作者 Feisha Hu Qi Wang +2 位作者 Haijian Shao Shang Gao Hualong Yu 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第9期2405-2424,共20页
Unmanned Aerial Vehicles(UAVs)are widely used and meet many demands in military and civilian fields.With the continuous enrichment and extensive expansion of application scenarios,the safety of UAVs is constantly bein... Unmanned Aerial Vehicles(UAVs)are widely used and meet many demands in military and civilian fields.With the continuous enrichment and extensive expansion of application scenarios,the safety of UAVs is constantly being challenged.To address this challenge,we propose algorithms to detect anomalous data collected from drones to improve drone safety.We deployed a one-class kernel extreme learning machine(OCKELM)to detect anomalies in drone data.By default,OCKELM uses the radial basis(RBF)kernel function as the kernel function of themodel.To improve the performance ofOCKELM,we choose a TriangularGlobalAlignmentKernel(TGAK)instead of anRBF Kernel and introduce the Fast Independent Component Analysis(FastICA)algorithm to reconstruct UAV data.Based on the above improvements,we create a novel anomaly detection strategy FastICA-TGAK-OCELM.The method is finally validated on the UCI dataset and detected on the Aeronautical Laboratory Failures and Anomalies(ALFA)dataset.The experimental results show that compared with other methods,the accuracy of this method is improved by more than 30%,and point anomalies are effectively detected. 展开更多
关键词 UAV safety kernel extreme learning machine triangular global alignment kernel fast independent component analysis
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基于IAOA-KELM的储气库注采管柱内腐蚀速率预测 被引量:1
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作者 骆正山 于瑶如 +1 位作者 骆济豪 王小完 《安全与环境学报》 CAS CSCD 北大核心 2024年第3期971-977,共7页
针对储气库注采管柱的内腐蚀速率预测问题,建立了基于阿基米德优化算法(Archimedes Optimization Algorithm,AOA)与核极限学习机(Kernel Extreme Learning Machine,KELM)相结合的模型提高腐蚀速率预测精度。通过引入佳点集、改进密度降... 针对储气库注采管柱的内腐蚀速率预测问题,建立了基于阿基米德优化算法(Archimedes Optimization Algorithm,AOA)与核极限学习机(Kernel Extreme Learning Machine,KELM)相结合的模型提高腐蚀速率预测精度。通过引入佳点集、改进密度降低因子、采用黄金正弦算法缩小搜索空间,提高局部开发能力,利用改进阿基米德优化算法(Improved Archimedes Optimization Algorithm,IAOA)优化KELM正则化系数(C)和核函数参数(γ),进而建立IAOA-KELM储气库注采管柱内腐蚀速率预测模型;使用MATLAB软件运用该模型对某注采管柱内腐蚀数据集进行学习与预测,将IAOA-KELM模型与KELM、粒子群优化算法(Particle Swarm Optimization,PSO)-KELM、AOA-KELM结果进行预测误差对比。结果表明,IAOA-KELM模型的预测值与实际值较为拟合,其E RMSE为0.65%,E MAE为0.39%,R 2为99.83%,均优于其他模型。研究表明,IAOA-KELM模型能够更为准确地预测储气库注采管柱内腐蚀速率,为储气库注采管柱的运维及储气库的健康管理提供参考。 展开更多
关键词 安全工程 地下储气库 注采管柱 核极限学习机 改进阿基米德优化算法 腐蚀速率
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基于EDEM的核桃壳仁混合物振动筛分级工艺优化
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作者 胡国玉 陈旭东 +3 位作者 赵腾飞 董娅兰 刘广 周建平 《中国油脂》 CAS CSCD 北大核心 2024年第2期95-100,共6页
为提高核桃壳仁混合物的分级效果,对现有核桃壳仁混合物分级设备进行三维实体建模,利用EDEM软件模拟核桃壳仁混合物的分级过程,以筛面上物料的运动速度、质量以及各等级颗粒在统计区域的数量为指标,以振幅、振动频率、振动方向角、筛面... 为提高核桃壳仁混合物的分级效果,对现有核桃壳仁混合物分级设备进行三维实体建模,利用EDEM软件模拟核桃壳仁混合物的分级过程,以筛面上物料的运动速度、质量以及各等级颗粒在统计区域的数量为指标,以振幅、振动频率、振动方向角、筛面倾角为考察因素,对振动筛分级工艺进行优化。结果表明:在振动频率12 Hz、振幅5 mm、振动方向角45°、筛面倾角4°的工艺参数组合下,各等级核桃壳仁的透筛率最高,分级效果最好。 展开更多
关键词 振动筛 核桃壳仁混合物 分级 EDEM
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基于多重机制优化YOLOv8的复杂环境下安全帽检测方法
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作者 肖振久 严肃 曲海成 《计算机工程与应用》 CSCD 北大核心 2024年第21期172-182,共11页
为了解决建筑工地、隧道、煤矿等施工场景中现有安全帽检测算法对于小目标、密集目标以及复杂环境下的检测精度低的问题,提出了一种基于多重机制的安全帽检测方法。以YOLOv8n为基础将Backbone部分的C2f模块加入可扩张残差(DWR)注意力模... 为了解决建筑工地、隧道、煤矿等施工场景中现有安全帽检测算法对于小目标、密集目标以及复杂环境下的检测精度低的问题,提出了一种基于多重机制的安全帽检测方法。以YOLOv8n为基础将Backbone部分的C2f模块加入可扩张残差(DWR)注意力模块,使得网络能够更灵活地适应不同尺度的特征,以而更准确地识别图像中的物体;采用可变形卷积AKConv模块取代主干部分中的原始Conv,为卷积神经网络带来了显著的性能提升,从而实现更高效的特征提取。此外引用了大型可分离核注意力LSKA模块与SPPF结构相结合,大大增强了模型核心的融合能力。在Safety helmet数据集的实验结果表明,改进后的算法相较于原模型,mAP@0.5指标上提升了10.5个百分点,在mAP@0.5-0.95指标上提升了3.7个百分点,能有效提高复杂场景下的安全帽佩戴检测精度。 展开更多
关键词 安全帽 YOLOv8n DWR模块 AKConv模块 LSKA模块
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面向煤矿安全监测边缘计算的YOLOv5s剪枝方法
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作者 陈志文 陈嫒靓霏 +3 位作者 唐晓丹 柯浩彬 蒋朝辉 肖菲 《工矿自动化》 CSCD 北大核心 2024年第7期89-97,共9页
目前,边缘计算与机器视觉相结合具有较好的煤矿安全监测应用前景,但边缘端存储空间和计算资源有限,高精度的复杂视觉模型难以部署。针对上述问题,提出了一种面向煤矿安全监测边缘端的基于间接和直接重要性评价空间融合(IDESF)的YOLOv5s... 目前,边缘计算与机器视觉相结合具有较好的煤矿安全监测应用前景,但边缘端存储空间和计算资源有限,高精度的复杂视觉模型难以部署。针对上述问题,提出了一种面向煤矿安全监测边缘端的基于间接和直接重要性评价空间融合(IDESF)的YOLOv5s剪枝方法,实现对YOLOv5s网络的轻量化。首先对YOLOv5s网络中各模块的卷积层进行结构分析,确定自由剪枝层和条件剪枝层,为后续分配剪枝率及计算卷积核剪枝数奠定基础。其次,根据基于卷积核权重幅值和层相对计算复杂度的卷积核权重重要性得分为可剪枝层分配剪枝率,有效降低剪枝后网络的计算复杂度。然后,基于卷积核直接重要性评价准则,将卷积层的间接输出重要性以缩放因子的形式引入直接重要性空间中,更新卷积核位置分布,构建包含卷积核输出信息和幅值信息的融合重要性评价空间,提高卷积核重要性评价的全面性。最后,借鉴topk投票的思想对中值滤波筛选冗余卷积核的流程进行优化,并用有向图的邻接矩阵中节点的入度来量化卷积核的冗余程度,提高了冗余卷积核筛选过程的可解释性和通用性。实验结果表明:①从平衡模型精度和轻量化程度的角度出发,剪枝率为50%的YOLOV5s_IDESF是最优的轻量级YOLOv5s。在VOC数据集上,YOLOv5s_IDESF的mAP@.5和mAP@0.5∶0.95均达到最高,分别为0.72和0.44,参数量降至最低2.65×10^(6),计算量降低至1.16×10^(9),综合复杂度也降至最低,图像处理帧率达到31.15帧/s。②在煤矿数据集上,YOLOv5s_IDESF的mAP@.5和mAP@0.5∶0.95均达到最高,分别为0.94和0.52,参数量降至最低3.12×10^(6),计算量降低至1.24×10^(9),综合复杂度也降至最低,图像处理帧率达到31.55帧/s。 展开更多
关键词 智慧矿山 煤矿安全监测边缘计算 卷积核剪枝 网络轻量化 直接重要性评价准则 间接重要性评价准则 剪枝率 YOLOv5s
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樟树籽仁油的90 d亚慢性经口毒性评价 被引量:2
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作者 彭婷 梁丽军 +6 位作者 曾哲灵 李美娜 鄢祥辉 夏佳恒 余平 万冬满 文学方 《中国油脂》 CAS CSCD 北大核心 2024年第7期83-89,100,共8页
为评价樟树籽仁油的食用安全性,以4.0、2.0、1.0、0.0 mL/kg剂量的樟树籽仁油对4组SPF级SD大鼠(20只/组、雌雄各半)连续灌胃90 d,研究樟树籽仁油的亚慢性经口毒性,探明其剂量-反应关系,毒作用靶器官和可逆性。结果表明:90 d经口毒性试... 为评价樟树籽仁油的食用安全性,以4.0、2.0、1.0、0.0 mL/kg剂量的樟树籽仁油对4组SPF级SD大鼠(20只/组、雌雄各半)连续灌胃90 d,研究樟树籽仁油的亚慢性经口毒性,探明其剂量-反应关系,毒作用靶器官和可逆性。结果表明:90 d经口毒性试验期间,大鼠的活动和生长均正常;除高剂量组雌、雄性大鼠的血糖显著低于对照组外(p<0.05),各剂量组雌、雄性大鼠的体质量及其增量、进食量及食物利用率、脏体比、血常规、血生化、血电解质和尿液等指标与对照组均无显著性差异(p>0.05);病理检查未见樟树籽仁油对大鼠的作用靶器官产生有意义的病理变化。综上,樟树籽仁油对大鼠生长和生理的影响无剂量-反应关系,对大鼠的作用靶器官无毒害作用且无剂量-反应关系,樟树籽仁油无亚慢性经口毒性,其未观察到毒效应的剂量(NOAEL)大于4.0 mL/kg,食用安全性高。 展开更多
关键词 樟树籽仁油 毒理学 90 d亚慢性经口毒性 食用安全性
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运用SAFETI6.3软件模拟喷射燃烧 被引量:3
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作者 银小兵 周大为 +1 位作者 李明 向启贵 《石油与天然气化工》 CAS CSCD 北大核心 2004年第2期140-142,共3页
运用SAFETI6 .3软件中Shell模式和APIRP5 2 1模式模拟了某天然气输气场站放空喷射火焰形状、强度及下风向 10 0m范围内各点热辐射值。因SAFETI6 .3软件模拟喷射燃烧所假设的近似倒立圆台形或弯曲香蕉形火焰形状接近实际 ,且考虑了风向... 运用SAFETI6 .3软件中Shell模式和APIRP5 2 1模式模拟了某天然气输气场站放空喷射火焰形状、强度及下风向 10 0m范围内各点热辐射值。因SAFETI6 .3软件模拟喷射燃烧所假设的近似倒立圆台形或弯曲香蕉形火焰形状接近实际 ,且考虑了风向、风速等气象条件的影响 ,因而模拟结果更切合实际。 展开更多
关键词 SAFETI6.3 软件 喷射燃烧系统 模拟技术 shell模式 天然气工业
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