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An improved model for predicting thermal contact resistance at multi-layered rock interface
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作者 WEN Min-jie XIE Jia-hao +4 位作者 LI Li-chen TIAN Yi EL NAGGAR M.Hesham MEI Guo-xiong WU Wen-bing 《Journal of Central South University》 2025年第1期229-243,共15页
This study proposes a general imperfect thermal contact model to predict the thermal contact resistance at the interface among multi-layered composite structures.Based on the Green-Lindsay(GL)thermoelastic theory,semi... This study proposes a general imperfect thermal contact model to predict the thermal contact resistance at the interface among multi-layered composite structures.Based on the Green-Lindsay(GL)thermoelastic theory,semi analytical solutions of temperature increment and displacement of multi-layered composite structures are obtained by using the Laplace transform method,upon which the effects of thermal resistance coefficient,partition coefficient,thermal conductivity ratio and heat capacity ratio on the responses are studied.The results show that the generalized imperfect thermal contact model can realistically describe the imperfect thermal contact problem.Accordingly,it may degenerate into other thermal contact models by adjusting the thermal resistance coefficient and partition coefficient. 展开更多
关键词 multi-layered structures general thermal contact model thermal contact resistance GL thermoelastic theory Laplace transform
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Experimental investigation on dynamic stab resistance of highperformance multi-layer textile materials
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作者 Mulat Alubel Abtew François Boussu +1 位作者 Irina Cristian Bekinew Kitaw Dejene 《Defence Technology(防务技术)》 2025年第5期1-14,共14页
Stab-resistant textiles play a critical role in personal protection,necessitating a deeper understanding of how structural and layering factors influence their performance.The current study experimentally examines the... Stab-resistant textiles play a critical role in personal protection,necessitating a deeper understanding of how structural and layering factors influence their performance.The current study experimentally examines the effects of textile structure,layering,and ply orientation on the stab resistance of multi-layer textiles.Three 3D warp interlock(3DWI)structures({f1},{f2},{f3})and a 2D woven fabric({f4}),all made of high-performance p-aramid yarns,were engineered and manufactured.Multi-layer specimens were prepared and subjected to drop-weight stabbing tests following HOSBD standards.Stabbing performance metrics,including Depth of Trauma(DoT),Depth of Penetration(DoP),and trauma deformation(Ymax,Xmax),were investigated and analyzed.Statistical analyses(Two-and One-Way ANOVA)indicated that fabric type and layer number significantly impacted DoP(P<0.05),while ply orientation significantly affected DoP(P<0.05)but not DoT(P>0.05).Further detailed analysis revealed that 2D woven fabrics exhibited greater trauma deformation than 3D WIF structures.Increasing the number of layers reduced both DoP and DoT across all fabric structures,with f3 demonstrating the best performance in multi-layer configurations.Aligned ply orientations also enhanced stab resistance,underscoring the importance of alignment in dissipating impact energy. 展开更多
关键词 2D/3D woven fabrics High-performance fibers Protective textiles multi-layer panels Impact ply orientation Dynamic stab resistance
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Damage of multi-layer spaced metallic target plates impacted by radial layered PELE 被引量:9
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作者 Chun Cheng Zhong-hua Du +4 位作者 Xi Chen Li-zhi Xu Cheng-xin Du Ji-long Han Xiao-dong Wang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2020年第1期201-207,共7页
Three different kinds of PELE(the penetrator with lateral efficiency) were launched by ballistic artillery to impact the multi-layer spaced metal target plates.The lmpact velocities of the projectiles were measured by... Three different kinds of PELE(the penetrator with lateral efficiency) were launched by ballistic artillery to impact the multi-layer spaced metal target plates.The lmpact velocities of the projectiles were measured by the velocity measuring system.The damage degree and process of each laye r of target plate impacted by the three kinds of projectiles were analyzed.The experimental results show that all the three kinds of projectiles have the effect of expanding holes on the multi-layer spaced metal target plates.For the normal structure PELE(without layered) with tungsten alloy jacket and the radial layered PELE with tungsten alloy jacket,the diameters of holes on the seco nd layer of plates are 3.36 times and 3.76 times of the diameter of the projectile,re spectively.For radial layered PELE with W/Zr-based amorphous composite jacket,due to the large number of tungsten wires dispersed after the impact,the diameter of the holes on the four-layer spaced plates can reach 2.4 times,3.04 times,5.36 times and 2.68 times of the diameter of the projectile.Besides,the normal structure PELE with tungsten alloy jacket and the radial layered PELE whit tungsten alloy jacket formed a large number of fragments impact marks on the third target plate.Although the number of fragments penetrating the third target plate is not as large as that of the normal structure PELE,the area of dispersion of fragments impact craters on the third target plate is larger by the radial layered PELE.The radial layered PELE with W/Zr-based amorphous composite jacket released a lot of heat energy due to the impact of the matrix material,and formed a large area of ablation marks on the last three target plates. 展开更多
关键词 PELE(the PENETRATOR with lateral efficiency) multi-layer spaced metal TARGET PLATES Impact DAMAGE
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Simulation of thermal field induced by concave spherical transducer in multi-layer media 被引量:5
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作者 丁亚军 钱盛友 廖志远 《Journal of Central South University》 SCIE EI CAS 2013年第11期3166-3170,共5页
High intensity focused ultrasound(HIFU)therapy is an effective method in clinical treatment of tumors,in order to explore the bio-heat conduction mechanism of in multi-layer media by concave spherical transducer,tempe... High intensity focused ultrasound(HIFU)therapy is an effective method in clinical treatment of tumors,in order to explore the bio-heat conduction mechanism of in multi-layer media by concave spherical transducer,temperature field induced by this kind of transducer in multi-layer media will be simulated through solving Pennes equation with finite difference method,and the influence of initial sound pressure,absorption coefficient,and thickness of different layers of biological tissue as well as thermal conductivity parameter on sound focus and temperature distribution will be analyzed,respectively.The results show that the temperature in focus area increases faster while the initial sound pressure and thermal conductivity increase.The absorption coefficient is smaller,the ultrasound intensity in the focus area is bigger,and the size of the focus area is increasing.When the thicknesses of different layers of tissue change,the focus position changes slightly,but the sound intensity of the focus area will change obviously.The temperature in focus area will rise quickly before reaching a threshold,and then the temperature will keep in the threshold range. 展开更多
关键词 multi-layer media concave spherical transducer high intensity focused ultrasound thermal field
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Numerical simulation analysis on multi-layer low-temperature heating method of asphalt pavement in hot in-place recycling 被引量:4
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作者 MA Deng-cheng LAN Fen 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第12期3793-3806,共14页
Asphalt mixture pavement reheating is one of the important steps in hot in-place recycling(HIR).To improve the heating speed of asphalt pavement in HIR,based on the numerical analysis model of asphalt mixture heating ... Asphalt mixture pavement reheating is one of the important steps in hot in-place recycling(HIR).To improve the heating speed of asphalt pavement in HIR,based on the numerical analysis model of asphalt mixture heating process,a new multi-layer low-temperature heating method(MLHM)was proposed.Considering input heat flux,the thermal capacity and thermal resistance of asphalt mixture,the heat transfer model was established based on energy conservation law.By heating the asphalt mixture in layers,it changes the situation that the heat energy can only be input from the upper surface of the asphalt mixture pavement.Through the simulation of the heating method of asphalt mixture in the existing technology,the result shows that the existing heating methods lead to serious aging or charring of the asphalt mixture.By MLHM,the upper and the bottom of the asphalt mixture are heated at the same time,and the heating temperature is lower than other heat methods,which not only reduces the heating thickness and increases the heating area of the asphalt mixture pavement,but also improves the heating speed,saves the energy resource and ensures the heating quality.Especially,by MLHM,the heating uniformity is better and speed is faster. 展开更多
关键词 asphalt pavement hot in-place recycling heating speed heating uniformity multi-layer LOW-TEMPERATURE
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Limit analysis of ultimate uplift capacity and failure mechanism ofshallow plate anchors in multi-layered soils 被引量:2
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作者 LYU Cheng WANG Zhu-hong +1 位作者 ZENG Zheng-qiang ZHANG Xiao 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第6期2049-2061,共13页
Considering the fact that in some complex cases,plate anchors are buried in multi-layered geotechnical materials,the ultimate dynamic analysis was performed to investigate the uplift capacity and failure mechanism of ... Considering the fact that in some complex cases,plate anchors are buried in multi-layered geotechnical materials,the ultimate dynamic analysis was performed to investigate the uplift capacity and failure mechanism of shallow strips and circular plate anchors in multi-layered soils.The nonlinear strength criterion and non-associated flow rule of geotechnical materials were introduced to investigate the influence of nonuniformity on the pullout performance and failure mechanism of shallow plate anchors.The expressions of the detaching curves or surfaces were obtained to reflect the failure mechanism,which can be used to figure out the ultimate uplift capacity and failure range.The results are generally in agreement with the numerical simulations and previous research.The effects of various parameters on the ultimate uplift capacity and failure mechanism of plate anchors in multi-layered soils were investigated,and it is found that the ultimate uplift capacity and failure range of shallow anchors increase with the increase of initial cohesion and dilatancy coefficient,but decrease with the unit weight,axial tensile stress and nonlinear coefficient. 展开更多
关键词 limit analysis dilatancy coefficient ultimate uplift capacity plate anchors multi-layered soils
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New multi-layer data correlation algorithm for multi-passive-sensor location system 被引量:1
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作者 Zhou Li Li Lingyun He You 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第4期667-672,共6页
Under the scenario of dense targets in clutter, a multi-layer optimal data correlation algorithm is proposed. This algorithm eliminates a large number of false location points from the assignment process by rough corr... Under the scenario of dense targets in clutter, a multi-layer optimal data correlation algorithm is proposed. This algorithm eliminates a large number of false location points from the assignment process by rough correlations before we calculate the correlation cost, so it avoids the operations for the target state estimate and the calculation of the correlation cost for the false correlation sets. In the meantime, with the elimination of these points in the rough correlation, the disturbance from the false correlations in the assignment process is decreased, so the data correlation accuracy is improved correspondingly. Complexity analyses of the new multi-layer optimal algorithm and the traditional optimal assignment algorithm are given. Simulation results show that the new algorithm is feasible and effective. 展开更多
关键词 multi-passive-sensor data correlation multi-layer correlation algorithm location system correlation cost
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Blast wave characteristics of multi-layer composite charge:Theoretical analysis,numerical simulation,and experimental validation 被引量:1
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作者 Jun-bao Li Wei-bing Li +2 位作者 Xiao-wen Hong Jia-xin Yu Jian-jun Zhu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2023年第1期91-102,共12页
This article investigates the characteristics of shock wave overpressure generated by multi-layer composite charge under different detonation modes.Combining dimensional analysis and the explosion mechanism of the cha... This article investigates the characteristics of shock wave overpressure generated by multi-layer composite charge under different detonation modes.Combining dimensional analysis and the explosion mechanism of the charge,a peak overpressure prediction model for the composite charge under singlepoint detonation and simultaneous detonation was established.The effects of the charge structure and initiation method on the overpressure field characteristics were investigated in AUTODYN simulation.The accuracy of the prediction model and the reliability of the numerical simulation method were subsequently verified in a series of static explosion experiments.The results reveal that the mass of the inner charge was the key factor determining the peak overpressure of the composite charge under single-point detonation.The peak overpressure in the radial direction improved apparently with an increase in the aspect ratio of the charge.The overpressure curves in the axial direction exhibited a multi-peak phenomenon,and the secondary peak overpressure even exceeded the primary peak at distances of 30D and 40D(where D is the charge diameter).The difference in peak overpressure among azimuth angles of 0-90°gradually decreased with an increase in the propagation distance of the shock wave.The coupled effect of the detonation energy of the inner and outer charge under simultaneous detonation improved the overpressure in both radial and axial directions.The difference in peak overpressure obtained from model prediction and experimental measurements was less than 16.4%. 展开更多
关键词 Blast wave characteristics multi-layer composite charge Dimensional analysis AUTODYN mapping Model Explosion experiment
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Digital modulation classification using multi-layer perceptron and time-frequency features
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作者 Yuan Ye Mei Wenbo 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第2期249-254,共6页
Considering that real communication signals corrupted by noise are generally nonstationary, and timefrequency distributions are especially suitable for the analysis of nonstationary signals, time-frequency distributio... Considering that real communication signals corrupted by noise are generally nonstationary, and timefrequency distributions are especially suitable for the analysis of nonstationary signals, time-frequency distributions are introduced for the modulation classification of communication signals: The extracted time-frequency features have good classification information, and they are insensitive to signal to noise ratio (SNR) variation. According to good classification by the correct rate of a neural network classifier, a multilayer perceptron (MLP) classifier with better generalization, as well as, addition of time-frequency features set for classifying six different modulation types has been proposed. Computer simulations show that the MLP classifier outperforms the decision-theoretic classifier at low SNRs, and the classification experiments for real MPSK signals verify engineering significance of the MLP classifier. 展开更多
关键词 Digital modulation classification Time-frequency feature Time-frequency distribution multi-layer perceptron.
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Application of response surface method for optimal transfer conditions of multi-layer ceramic capacitor alignment system
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作者 PARK Su-seong KIM Jae-min +1 位作者 CHUNG Won-jee SHIN O-chul 《Journal of Central South University》 SCIE EI CAS 2011年第3期726-730,共5页
The multi-layer ceramic capacitor (MLCC) alignment system aims at the inter-process automation between the first and the second plastic processes.As a result of testing performance verification of MLCC alignment syste... The multi-layer ceramic capacitor (MLCC) alignment system aims at the inter-process automation between the first and the second plastic processes.As a result of testing performance verification of MLCC alignment system,the average alignment rates are 95% for 3216 chip,88.5% for 2012 chip and 90.8% for 3818 chip.The MLCC alignment system can be accepted for practical use because the average manual alignment is just 80%.In other words,the developed MLCC alignment system has been upgraded to a great extent,compared with manual alignment.Based on the successfully developed MLCC alignment system,the optimal transfer conditions have been explored by using RSM.The simulations using ADAMS has been performed according to the cube model of CCD.By using MiniTAB,the model of response surface has been established based on the simulation results.The optimal conditions resulted from the response optimization tool of MiniTAB has been verified by being assigned to the prototype of MLCC alignment system. 展开更多
关键词 multi-layer ceramic capacitor (MLCC) alignment system response surface method (RSM) MiniTAB ADAMS
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复杂动态环境下先验知识引导机器人路径规划 被引量:1
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作者 赵桂清 崔传辉 +2 位作者 高德营 邢金鹏 王宁 《现代制造工程》 北大核心 2025年第1期50-56,共7页
针对车间动态环境下的机器人路径规划问题,提出了先验知识引导下基于模糊DWA算法的路径规划方法。考虑到车间静态环境的恒定性,设计了用于全局路径规划的自适应A^(*)算法,并将此作为先验信息引导机器人运动。建立了机器人运动学模型,在... 针对车间动态环境下的机器人路径规划问题,提出了先验知识引导下基于模糊DWA算法的路径规划方法。考虑到车间静态环境的恒定性,设计了用于全局路径规划的自适应A^(*)算法,并将此作为先验信息引导机器人运动。建立了机器人运动学模型,在先验信息引导下提出基于模糊DWA的局部路径规划方法,该方法可以根据环境复杂度模糊调整评价函数权重。经实验验证,在30 m×30 m栅格环境中,混合A^(*)算法规划的路径长度为51.32 m,自适应A^(*)算法规划的路径长度为46.83 m,比混合A^(*)算法减少了8.75%;在局部路径规划中,模糊DWA算法规划路径的安全性、柔顺性和长度均优于标准DWA算法,验证了模糊DWA算法的优越性。 展开更多
关键词 车间环境 先验知识引导 自适应A~*算法 模糊DWA算法 环境复杂度
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基于云边协同的智能数控车间自调控系统研究与实现 被引量:1
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作者 阴艳超 梁珉清 +2 位作者 张万达 施成娟 邹朝普 《计算机集成制造系统》 北大核心 2025年第3期828-840,共13页
针对当前智能数控车间中数据采集、处理及系统运行存在通讯延时高、响应慢等问题,基于边缘计算技术提出一种云边协同的智能数控车间自调控模式。在分析数控车间运行机制和调控特点的基础上,搭建了智能数控车间制造单元边缘感知云协同运... 针对当前智能数控车间中数据采集、处理及系统运行存在通讯延时高、响应慢等问题,基于边缘计算技术提出一种云边协同的智能数控车间自调控模式。在分析数控车间运行机制和调控特点的基础上,搭建了智能数控车间制造单元边缘感知云协同运行智能调控框架,完成了云边两级协同交互场景部署,通过设计规则引擎的判断逻辑提高了边缘感知节点的计算性能;其次,基于云边协同完成智能数控车间生产设备的关联调控,采用长短期记忆神经网络进行加工质量的云边预测模型训练、修正及交互,为数控车间自调控系统提供决策指令;最后,通过应用案例验证了所提云边协同框架具有易协同、易调控、延时低、预测准的特点,为实现数控车间智能化生产提供了技术支撑。 展开更多
关键词 智能数控车间 调控框架 边缘感知 云边协同 设备自调控
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人工智能驱动“包装生产线与车间设计”课程教学模式重构与实践
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作者 巩雪 侯理达 +2 位作者 张英蕾 董静 王宇 《印刷与数字媒体技术研究》 北大核心 2025年第3期210-222,共13页
随着人工智能技术在各领域的深度渗透,包装产业的智能化转型进程显著加快。这一变革为包装工程专业人才的培养设定了更为严苛的标准,对相关课程教学提出了全新的挑战与要求。本研究围绕人工智能驱动下“包装生产线与车间设计”课程教学... 随着人工智能技术在各领域的深度渗透,包装产业的智能化转型进程显著加快。这一变革为包装工程专业人才的培养设定了更为严苛的标准,对相关课程教学提出了全新的挑战与要求。本研究围绕人工智能驱动下“包装生产线与车间设计”课程教学模式的重构与实践展开深入探讨,系统剖析传统教学模式的弊端,详细阐述人工智能赋能课程改革的重要性与紧迫性。通过构建全新的教学内容体系、引入创新教学方法、搭建多层次实践教学平台以及完善教学评价体系等多方面的探索,全面验证新教学模式在提升学生专业素养、实践技能和创新思维方面的显著成效。借助数字化包装虚拟车间,学生与智能系统的互动得以实现,不仅能够沉浸式体验包装流程,还能有效培养解决复杂工程问题的能力,为包装工程专业课程教学改革提供坚实的理论支撑,为专业人才培养指明清晰的方向。 展开更多
关键词 人工智能 数字化 包装车间设计 教学模式重构
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数字孪生制造装备高可用运行协同的计算方法
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作者 丁国富 刘名远 +3 位作者 谢家翔 张剑 张海柱 郑庆 《西南交通大学学报》 北大核心 2025年第1期194-204,共11页
在数字孪生技术中,复杂模型和生产逻辑的运行会消耗大量资源,且硬件能力与用户需求存在差异,进而导致模拟精度和实时性难以得到保证,降低系统可用性.为此,提出一种可视化与逻辑运算协同处理的数字孪生制造装备实时同步计算框架.首先,根... 在数字孪生技术中,复杂模型和生产逻辑的运行会消耗大量资源,且硬件能力与用户需求存在差异,进而导致模拟精度和实时性难以得到保证,降低系统可用性.为此,提出一种可视化与逻辑运算协同处理的数字孪生制造装备实时同步计算框架.首先,根据车间多维度信息构建设备数字模型,考虑硬件能力和用户个性化计算需求,提出可配置、自适应的系统环境映射方法以修正模拟保真度,确保孪生装备的实时准确运行,并以光照环境映射为例说明其流程;然后,提出基于仿真的六自由度机械手运动逻辑解算算法,将渲染帧时作为仿真时钟推进步长,保证模型运动准确以及可视化与解算同步,并将算法泛化,以应用到其他多体设备中;最后,基于Web设计并开发数字孪生车间建模仿真云平台,以六自由度机械手与某转向架构架加工车间为应用对象对所提方法进行验证.结果表明:随着映射保真度自适应下降,模拟响应速度提升45%,同时GPU和CPU的资源利用率有效降低;证明本文所提方法可实现资源合理配置与系统高效计算,并减少误差累计,是一种高可用的实时协同计算方法. 展开更多
关键词 数字孪生车间 制造装备 高可用 协同计算 环境映射 运动逻辑解算
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我国职业教育服务周边国家的现状、成效及推进路径(笔谈) 被引量:1
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作者 宋凯 赵旭 +3 位作者 李丹妮 杜兰 张慧波 戴裕崴 《中国职业技术教育》 北大核心 2025年第17期5-16,共12页
在“一带一路”倡议与人类命运共同体理念深入推进的背景下,我国职业教育走出国门、服务周边国家发展,已成为深化周边外交、促进区域共同繁荣的重要举措。本刊特邀相关专家围绕我国职业教育服务周边国家发展的实践,系统梳理了我国与周... 在“一带一路”倡议与人类命运共同体理念深入推进的背景下,我国职业教育走出国门、服务周边国家发展,已成为深化周边外交、促进区域共同繁荣的重要举措。本刊特邀相关专家围绕我国职业教育服务周边国家发展的实践,系统梳理了我国与周边国家在职业教育领域的合作现状与成效,多维度探讨了职业教育在推动周边外交、促进区域合作与构建人类命运共同体中的重要作用,同时分析了当前面临的地缘政治、文化适应、机制协同等现实挑战,提出了深化战略布局、强化产教融合、推动标准输出、构建多边平台等实践路径。 展开更多
关键词 职教出海 人类命运共同体 鲁班工坊 产教融合 一带一路 职业教育国际化
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机械加工车间作业人员不安全行为识别模型
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作者 胡啸峰 滕腾 +1 位作者 胡今鸣 温家骏 《中国安全科学学报》 北大核心 2025年第8期40-47,共8页
为提高机械加工车间作业人员的安全管理水平,构建基于YOLOv11的识别模型,融合元架构视觉模块(MetaFormer)、混合聚合网络(MANet)以及自适应特征网格卷积注意力机制(AFGC Attention),改进YOLOv11模型,并建立真实车间环境下的视频数据集,... 为提高机械加工车间作业人员的安全管理水平,构建基于YOLOv11的识别模型,融合元架构视觉模块(MetaFormer)、混合聚合网络(MANet)以及自适应特征网格卷积注意力机制(AFGC Attention),改进YOLOv11模型,并建立真实车间环境下的视频数据集,验证上述模型。结果表明:改进YOLOv11模型能够识别无人值守、未佩戴面罩作业、未穿着防护服作业3种行为,F1指数均达到0.93以上;改进的模型在小尺寸目标识别方面的性能具有显著提升,识别戴手套作业行为的F1指数从0.684提升至0.708,平均精度均值(m AP)@0.5值从0.604提升到0.651。 展开更多
关键词 机械加工车间 作业人员 不安全行为 YOLOv11 注意力机制
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改进SLP和GA在车间布局优化设计中的应用
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作者 孙洪华 孙伟 《机械设计与制造》 北大核心 2025年第7期155-158,共4页
为解决SLP算法的局限性,提出改进的SLP算法模型。该模型包括两个部分:首先建立物料搬运成本最小的目标函数,解决了传统SLP算法中物流等级划分的主观性;然后根据模糊判断矩阵求出影响作业单位相互关系的多因素的权重,建立了多因素影响的... 为解决SLP算法的局限性,提出改进的SLP算法模型。该模型包括两个部分:首先建立物料搬运成本最小的目标函数,解决了传统SLP算法中物流等级划分的主观性;然后根据模糊判断矩阵求出影响作业单位相互关系的多因素的权重,建立了多因素影响的作业单位相互关系最大化的目标函数,解决了单因素影响的片面性。最后,应用遗传算法完成改进SLP算法的案例分析,结果表明:改进后SLP算法求解的车间布局可快速实现布局的优化设计,验证了改进SLP算法的可行性和有效性。 展开更多
关键词 车间布局 改进SLP算法 遗传算法
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融合EEMD与HGS-LSTM的船厂生产车间能耗预测
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作者 王冲 华德睿 +2 位作者 彭江 黄林 陈奕沅 《船海工程》 北大核心 2025年第4期115-120,126,共7页
为精准预测船厂生产车间的能耗,提出一种融合了集合经验模态分解(EEMD)与长短期记忆网络(LSTM)的能耗预测模型。采用EEMD模型对能耗时序数据进行分解,降低原始时序的不稳定性;采用饥饿游戏搜索算法(HGS)对LSTM的超参数进行优化,并对分... 为精准预测船厂生产车间的能耗,提出一种融合了集合经验模态分解(EEMD)与长短期记忆网络(LSTM)的能耗预测模型。采用EEMD模型对能耗时序数据进行分解,降低原始时序的不稳定性;采用饥饿游戏搜索算法(HGS)对LSTM的超参数进行优化,并对分解的各本征模函数进行预测,将各个预测结果叠加得到最终预测结果;采用LSTM网络、PSO-LSTM网络、HGS-LSTM网络、EEMD-LSTM网络与该组合模型对某中型造船厂生产车间能耗数据进行预测。实验结果表明,EEMD-HGS-LSTM模型具有更高的预测精度,在单步和多步预测中的MAE、RMSE均明显低于其他对比预测模型。 展开更多
关键词 车间能耗预测 集合经验模态分解 长短期记忆网络 饥饿游戏搜索算法
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有限暂存区和设备多状态能耗的柔性流水车间生产调度
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作者 潘柏松 李楠 李一帆 《计算机集成制造系统》 北大核心 2025年第6期2071-2083,共13页
为了优化柔性流水车间的生产调度策略,针对柔性流水车间生产调度问题理论研究中通常假设暂存区具有无限容量与实际企业空间资源受限不符的问题,以及制造业发展对生产调度提出兼顾生产效率与能源消耗的要求,对带有限暂存区的柔性流水车间... 为了优化柔性流水车间的生产调度策略,针对柔性流水车间生产调度问题理论研究中通常假设暂存区具有无限容量与实际企业空间资源受限不符的问题,以及制造业发展对生产调度提出兼顾生产效率与能源消耗的要求,对带有限暂存区的柔性流水车间,考虑设备加工、待机状态以及连续作业时的换模状态,建立了以最小化最大完工时间和车间总能耗为优化目标的数学模型,并提出基于Pareto思想的多目标帝国竞争算法作为全局优化方法,在初始种群、帝国同化引入快速非支配排序,在帝国更新过程中引入变量邻域搜索与逆向学习,最后通过算例扩展验证了算法的可行性和求解效率的优越性。该算法可以有效平衡完工时间能耗,显著提升调度方案的综合性能,为制造企业的绿色高效生产调度技术提供了新思路,对推动生产系统的可持续发展具有实际应用价值。 展开更多
关键词 车间制造 柔性流水车间 生产调度 能源消耗
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面向柔性制造车间的生产调度研究
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作者 杜娟 刘宇航 +2 位作者 晋美娟 南晓林 宋文辉 《机床与液压》 北大核心 2025年第11期138-143,共6页
由于多品种小批量生产模式逐渐成为主流生产模式之一,柔性车间的调度问题引发了越来越多的讨论。在柔性生产中,如何在有限工期内完成订单要求显得尤为重要,由此针对紧急订单扰动和最小化最大完成时间的问题进行研究。分析一种重调度方法... 由于多品种小批量生产模式逐渐成为主流生产模式之一,柔性车间的调度问题引发了越来越多的讨论。在柔性生产中,如何在有限工期内完成订单要求显得尤为重要,由此针对紧急订单扰动和最小化最大完成时间的问题进行研究。分析一种重调度方法,并结合蛇优化算法提出一种混沌高斯蛇优化算法(CDSO)。该算法引入混沌映射以及自适应高斯变异,以增强种群搜索的均匀性以及遍历性。同时,通过镜反转的反向学习策略策略扩大搜索范围,提高种群多样性,提升算法的寻优能力。最后,通过Kacem和MK两种算例对所提算法进行验证,验证结果表明了该算法的有效性和可靠性。 展开更多
关键词 柔性制造车间 生产调度 蛇算法 混沌映射 重调度
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