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A Predictive Energy Management Strategies for Mining Dump Trucks
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作者 Yixuan Yu Yulin Wang +1 位作者 Qingcheng Li Bowen Jiao 《Energy Engineering》 EI 2024年第3期769-788,共20页
The plug-in hybrid vehicles(PHEV)technology can effectively address the issues of poor dynamics and higher energy consumption commonly found in traditional mining dump trucks.Meanwhile,plug-in hybrid electric trucks c... The plug-in hybrid vehicles(PHEV)technology can effectively address the issues of poor dynamics and higher energy consumption commonly found in traditional mining dump trucks.Meanwhile,plug-in hybrid electric trucks can achieve excellent fuel economy through efficient energy management strategies(EMS).Therefore,a series hybrid system is constructed based on a 100-ton mining dump truck in this paper.And inspired by the dynamic programming(DP)algorithm,a predictive equivalent consumption minimization strategy(P-ECMS)based on the DP optimization result is proposed.Based on the optimal control manifold and the SOC reference trajectory obtained by the DP algorithm,the P-ECMS strategy performs real-time stage parameter optimization to obtain the optimal equivalent factor(EF).Finally,applying the equivalent consumption minimization strategy(ECMS)realizes real-time control.The simulation results show that the equivalent fuel consumption of the P-ECMS strategy under the experimentally collected mining cycle conditions is 150.8 L/100 km,which is 10.9%less than that of the common CDCS strategy(169.3 L/100 km),and achieves 99.47%of the fuel saving effect of the DP strategy(150 L/100 km). 展开更多
关键词 mining dump truck energy management strategy plug-in hybrid electric vehicle equivalent consumption minimization strategy dynamic programming
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Design and Optimization of New Smoke Exhaust Pipe for Mining Trucks
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作者 Qian WANG Cheng XIN +1 位作者 Jialei ZHOU Liang HAN 《Mechanical Engineering Science》 2023年第1期1-3,I0005,I0006,共5页
In order to improve the maintenance efficiency,extend the use time,ensure that the exhaust emission meets the standard,forthe 830E truck heating bucket exhaust pipe design defects,the current single smoke exhaust syst... In order to improve the maintenance efficiency,extend the use time,ensure that the exhaust emission meets the standard,forthe 830E truck heating bucket exhaust pipe design defects,the current single smoke exhaust system is transformed into atime period,convertible smoke exhaust system.After the transformation,it can not only realize the side row to prevent direct corrosion of the box bucket in summer,but also realize the heating of the box bucket at low temperature in winter to prevent snow and ice and frozen blocks from sticking to the box bucket and the materials transported.After the transformation can save a lot of manpower,material resources,financial resources,improve the service life. 展开更多
关键词 smoke exhaust pipe mining truck extended use
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Cycle Time Analysis of Open Pit Mining Dump Trucks
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作者 Baatarchuluun Enkhchuluun Bat-Ochir Batgerel Cao Ping 《International Journal of Geosciences》 2023年第8期689-709,共21页
This study demonstrates a practical cycle time analysis of dump truck haulage system of “Ukhaa Khudag” open-pit coal mine located in Umnugobi Province, Mongolia. It examines the possibility of minimizing the cycle t... This study demonstrates a practical cycle time analysis of dump truck haulage system of “Ukhaa Khudag” open-pit coal mine located in Umnugobi Province, Mongolia. It examines the possibility of minimizing the cycle time of the haulage system as well as factors impacting the speed of the dump truck. The current study divides the open pit mine road for the dump trucks into five sections which are bench road, ramp, surface road, dump road uphill, and dump road. Meanwhile, it investigates the influence of the length, the grade, and the rolling resistance of the road section on the cycle time. The data is analyzed using mathematical regression methods via Microsoft Excel program. For each of the five road sections, we compare the statistical calculations of three regression models: linear, quadratic and exponential;thus, a total of thirty regression models are obtained in this research. Accordingly, the cycle time for each road section is predicted by the most accountable model. The loaded and empty direction of the movement is measured and calculated for each road section, and it appears that the difference between the calculated mean value and the actual cycle time of the models is 0.82 seconds with a relative error of 2.51 percent. 展开更多
关键词 Dump truck Cycle Time Mine Haul Road Regression Analysis
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基于MineSched的卡车燃油消耗预测模型构建及应用
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作者 曾冰勇 刘玉龙 闫国斌 《金属矿山》 CAS 北大核心 2024年第10期166-175,共10页
纳米比亚某露天矿年度采矿生产燃油消耗成本高达数亿元,卡车燃油消耗占总油耗约50%,是整个采矿生产燃油消耗成本的主要组成部分。然而,该矿山因缺乏合适的燃油消耗预测模型,无法准确预测因优化生产和排土次序带来的经济效益,且油耗阶段... 纳米比亚某露天矿年度采矿生产燃油消耗成本高达数亿元,卡车燃油消耗占总油耗约50%,是整个采矿生产燃油消耗成本的主要组成部分。然而,该矿山因缺乏合适的燃油消耗预测模型,无法准确预测因优化生产和排土次序带来的经济效益,且油耗阶段性预算与实际消耗偏差较大,无法满足矿山生产精细化管理要求。为解决该矿山卡车燃油消耗预测难题,以优化采矿生产和指导卡车运输管理,降低卡车燃油消耗,实现降本增效,通过MineSched排产软件,结合相应的年度排产计划方案,并利用Haulage模块功能模拟卡车实际运输路线,以相应采坑、排土场地表作为约束条件,精准匹配实际开采位置和排土范围,从而获得不同道路坡度下运输物料的运输功。再结合设备厂家所提供的卡车发动机小时油耗计算表、矿山实测卡车在不同运输状态下的平均速度,以及卡车重载、空载等信息,将发动机小时油耗转换为卡车的吨公里油耗,以此构建出高精度的卡车燃油消耗预测模型。根据模型预测结果与历年实际油耗数据进行对比迭代,修正燃油消耗预测模型。利用该模型进行了抽样预测历史油耗、计算优化排土区域及次序经济效益、滚动预测卡车油耗、开展卡车油耗差异化原因分析等。结果表明:模型预测的燃油消耗与实际油耗的平均偏差控制在4%以内,模型精度高;通过优化排土场分区、排土次序和运输路径,计算出矿山全生命周期内可节约柴油消耗量约3832万L,节约燃油成本约3亿元;基于模型建立了卡车的年、季、月燃油消耗预算体系,据此分析卡车阶段性油耗差异化原因,滚动优化和降低生产油耗,可为矿山采矿生产精细化管理提供支持。 展开更多
关键词 露天矿 MineSched 燃油消耗 运输功 运输卡车
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基于TruckSim矿用汽车转向工况侧倾运动特性分析 被引量:2
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作者 王旭斌 徐珂 《机械设计与制造》 北大核心 2023年第6期193-196,共4页
车辆发生转向时,由于离心力的作用而产生侧倾运动,空载高速转向时该部分作用将更为明显,进而影响车辆平稳运输。根据悬挂系统的特性差异,对所研究矿用汽车前后悬挂的侧倾中心和侧倾轴进行分析;基于以上分析,对转向时的侧倾运动进行分析... 车辆发生转向时,由于离心力的作用而产生侧倾运动,空载高速转向时该部分作用将更为明显,进而影响车辆平稳运输。根据悬挂系统的特性差异,对所研究矿用汽车前后悬挂的侧倾中心和侧倾轴进行分析;基于以上分析,对转向时的侧倾运动进行分析,获取关键参数的变化模型;根据理论分析结果,基于Matlab/Simulink建立车辆转向工况表征侧倾运动的分析模型;根据悬挂特性和转向特性,分别建立分析模型,与车辆多体动力学模型联合,基于TruckSim建立整车转向特征分析模型;分析在固定转向盘稳态回转试验时,车辆的行驶轨迹;对空载高速转向工况下,车辆内外轮转角特征曲线,悬挂刚度、位移、侧倾刚度等参数变化进行分析;对比分析考虑转向侧倾与否的转角特征及偏差与理论分析之间的差异,以验证分析的可靠性。结果可知:车辆内外侧悬挂缸出现伸缩跳动,此时出现了附加转向效应叠加在车轮上;车轮需要较大的侧偏角,满足侧向力的需要;此时,整车的转向角关系不单单满足Ackerman定理,还增加了轮胎的侧偏角;未考虑转向侧倾时,转角偏差值随着转角的增加而不断增大,最大偏差达到了0.4223°,而考虑时,转角偏差的目标值为0.3618°。因此表明,所建立的分析模型具有较好的分析结果,能够更精确的反应车辆转向过程中,侧倾运动各部分参数的变化,为此类研究提供参考。 展开更多
关键词 矿用汽车 油气悬挂 刚度 侧倾运动 转向工况 模型
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Application of reliability-centered maintenance for productivity improvement of open pit mining equipment:Case study of Sungun Copper Mine 被引量:5
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作者 Amin Moniri Morad Mohammad Pourgol-Mohammad Javad Sattarvand 《Journal of Central South University》 SCIE EI CAS 2014年第6期2372-2382,共11页
Equipment plays an important role in open pit mining industry and its cost competence at efficient operation and maintenance techniques centered on reliability can lead to significant cost reduction.The application of... Equipment plays an important role in open pit mining industry and its cost competence at efficient operation and maintenance techniques centered on reliability can lead to significant cost reduction.The application of optimal maintenance process was investigated for minimizing the equipment breakdowns and downtimes in Sungun Copper Mine.It results in the improved efficiency and productivity of the equipment and lowered expenses as well as the increased profit margin.The field operating data of 10 trucks are used to estimate the failure and maintenance profile for each component,and modeling and simulation are accomplished by using reliability block diagram method.Trend analysis was then conducted to select proper probabilistic model for maintenance profile.Then reliability of the system was evaluated and importance of each component was computed by weighted importance measure method.This analysis led to identify the items with critical impact on availability of overall equipment in order to prioritize improvement decisions.Later,the availability of trucks was evaluated using Monte Carlo simulation and it is revealed that the uptime of the trucks is around 11000 h at 12000 operation hours.Finally,uncertainty analysis was performed to account for the uncertainty sources in data and models. 展开更多
关键词 operating costs maintenance mining dump truck RELIABILITY AVAILABILITY UNCERTAINTY
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A comparison of strategic mine planning approaches for in-pit crushing and conveying, and truck/shovel systems 被引量:2
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作者 M.Nehring P.F.Knights +1 位作者 M.S.Kizil E.Hay 《International Journal of Mining Science and Technology》 SCIE EI CSCD 2018年第2期205-214,共10页
In a global environment where energy and labor are becoming increasingly expensive, continuous mining systems such as In-Pit Crushing and Conveying(IPCC) systems have been advanced as offering a real alternative to co... In a global environment where energy and labor are becoming increasingly expensive, continuous mining systems such as In-Pit Crushing and Conveying(IPCC) systems have been advanced as offering a real alternative to conventional truck haulage systems. The implementation of IPCC systems in hard rock operations in open pit mines however requires different and more comprehensive planning approaches in order to adequately reflect the practical aspects associated with these. This paper investigates the impact that these approaches may have on the implementation of IPCC systems on a basic metalliferous deposit amenable to open pit exploitation. A strategic life of mine plan to provide numerous economic indicators for each approach is analyzed and compared to traditional truck haulage systems. The mine planning and evaluation process highlights the increased overall resource recovery that may accompany the use of IPCC systems. This investigation also provides insights into the issues associated with IPCC and the scale and type of operation and orebody that is likely to provide a feasible alternative to truck haulage. 展开更多
关键词 In pit CRUSHER conveyor SYSTEMS Strategic MINE planning Resource recovery Surface metalliferous mining MINE optimization truck and SHOVEL
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Mining truck scheduling with stochastic maintenance cost 被引量:4
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作者 Erkan TOPAL Salih RAMAZAN 《Journal of Coal Science & Engineering(China)》 2012年第3期313-319,共7页
Open pit mining operations utilize large scale and expensive equipment. For the mines implementing shovel and truck operation system, trucks constitute a large portion of these equipment and are used for hauling the m... Open pit mining operations utilize large scale and expensive equipment. For the mines implementing shovel and truck operation system, trucks constitute a large portion of these equipment and are used for hauling the mined materials. In order to have sustainable and viable operation, these equipment need to be utilized efficiently with minimum operating cost. Maintenance cost is a significant proportion of the overall operating costs. The maintenance cost of a truck changes non-linearly depending on the type, age and truck types. A new approach based on stochastic integer programming (SIP) techniques is used for annually scheduling a fixed fleet of mining trucks in a given operation, over the life of mine (multi-year time horizon) to minimize maintenance cost. The maintenance cost data in mining usually has uncertainty caused from the variability of the operational conditions at mines. To estimate the cost, usually historic data from different operations for new mines, and/or the historic data at the operating mines are used. However, maintenance cost varies depending on road conditions, age of equipment and many other local conditions at an operation. Traditional models aim to estimate the maintenance cost as a deterministic single value and financial evaluations are based on the estimated value. However, it does not provide a confidence on the estimate. The proposed model in this study assumes the truck maintenance cost is a stochastic parameter due to the significant level of uncertainty in the data and schedules the available fleet to meet the annual production targets. The scheduling has been performed by applying both the proposed stochastic and deterministic approaches. The approach provides a distribution for the maintenance cost of the optimized equipment schedule minimizing the cost. 展开更多
关键词 mining truck scheduling mixed integer programming minimizing stochastic cost mining equipment
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Optimization model of truck flow at open-pit mines and standards for feasibility test 被引量:2
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作者 YingZhang YongZhao QiweiLu WenliXu 《Journal of University of Science and Technology Beijing》 CSCD 2004年第5期389-393,共5页
In order to increase production efficiency at open-pit mines, on the basis oflinear programming, a practical mathematical model for optimizing truck flow was developed, whichimproved the traditional fixed manual sched... In order to increase production efficiency at open-pit mines, on the basis oflinear programming, a practical mathematical model for optimizing truck flow was developed, whichimproved the traditional fixed manual schedule method. The model has advantages from linearprogramming and objective programming, makes most handling points working at full capacity and keepsan optimized ratio between trucks and excavators. For ensuring feasibility of the model inpractical production, four standards for feasibility test were proposed. The model satisfied all thestandards. The application in a large scale open-pit iron mine indicated that the model reduced thenumber of required trucks by 10 percent compared with the fixed manual schedule method. 展开更多
关键词 open-pit mine truck flow linear programming mathematical model FEASIBILITY
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Health risk of whole body vibration in mining trucks during various operational conditions
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作者 Rahimdel M.J Mirzaei M +1 位作者 Sattarvand J Hoseinie S.H 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第8期1808-1816,共9页
Mining machineries are generally exposed to intensive vibrations in harsh mining environment. If vibrations are beyond the tolerable limit, the machine and its operator health will be under the risk. In this work, the... Mining machineries are generally exposed to intensive vibrations in harsh mining environment. If vibrations are beyond the tolerable limit, the machine and its operator health will be under the risk. In this work, the vibration of a mining truck at different operational conditions are simulated and discussed. To achieve this aim, three haul roads with low, medium and poor qualities are considered based on the ISO standard. Accordingly, the vibration of a mining truck in different speeds, payload and distribution qualities of materials in the dump body are evaluated in each haul road quality using Trucksim software. The simulation results with statistical discussions indicate that the truck speed and the materials distribution quality have significant effects on the root mean square(RMS) of vertical vibrations. However, the effect of the payload is not considerable on the RMS. Moreover, the accumulation of materials on the rear side of the truck dump body is efficient on the vibrational health risk. 展开更多
关键词 mining trucks operational conditions health risk whole body vibration
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MineSched软件在露天矿车辆需求分析中的应用
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作者 曾冰勇 杨向乐 +3 位作者 王文韬 闫国斌 刘洪波 赵婷钰 《中国矿业》 2023年第10期95-102,共8页
露天矿全生命周期内的车辆需求分析是一个庞大而复杂的数学计算问题,利用传统方法求解计算过程相对复杂繁琐,且对实际运输过程中的多因素影响未能综合考虑,存在一定的局限性。为快速准确获得露天矿全生命周期内的车辆需求分析结果,精准... 露天矿全生命周期内的车辆需求分析是一个庞大而复杂的数学计算问题,利用传统方法求解计算过程相对复杂繁琐,且对实际运输过程中的多因素影响未能综合考虑,存在一定的局限性。为快速准确获得露天矿全生命周期内的车辆需求分析结果,精准预测或评估露天矿山的运输能力问题,以纳米比亚某露天铀矿为例,结合该矿山全生命周期排产的基础信息,在MineSched软件中构建全生命周期排产方案,利用软件中的Haulage功能模块对全生命周期内的车辆需求进行计算分析,以获得全生命周期内的卡车数量,并结合现有卡车数量和采矿承包商现有产能的分配,对全生命周期内的运输能力进行测算和评估,对运输能力缺口提出应对建议。结果表明,利用MineSched软件中的Haulage功能模块开展露天矿车辆需求分析较传统方法求解效率高,且能在真实模拟矿山物料实际运输路线轨迹的同时,综合考虑路况条件、道路坡度、季节变化、设备效率等多因素影响,充分显示了MineSched软件用于露天矿车辆需求分析的精准性和优越性,同时也为露天矿山运输能力的预测和评估提供了新的思路和方法。 展开更多
关键词 MineSched 露天矿 运输效率 采矿生产 运输卡车
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基于双曲嵌入的露天矿区暗光环境下道路多目标检测模型 被引量:1
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作者 顾清华 苏存玲 +2 位作者 王倩 陈露 熊乃学 《工矿自动化》 CSCD 北大核心 2024年第1期49-56,114,共9页
露天矿环境特殊,道路场景复杂多变,在光照不足时会导致矿区道路多目标识别不清、定位不准,进而影响检测效果,给矿区无人矿用卡车的安全行驶带来严重安全隐患。目前的道路障碍物检测模型不能有效解决矿区暗光环境对模型检测效果的影响,... 露天矿环境特殊,道路场景复杂多变,在光照不足时会导致矿区道路多目标识别不清、定位不准,进而影响检测效果,给矿区无人矿用卡车的安全行驶带来严重安全隐患。目前的道路障碍物检测模型不能有效解决矿区暗光环境对模型检测效果的影响,同时对矿区小目标障碍物的识别也有较大误差,不适用于矿区特殊环境下障碍物的检测与识别。针对上述问题,提出了一种基于双曲嵌入的露天矿区暗光环境下多目标检测模型。首先,在模型的图像预处理阶段引入卷积神经网路Retinex-Net对暗图像进行增强,提高图像清晰度;然后,针对数据集中特征过多而无重点偏好的问题,在加强特征提取部分添加全局注意力机制,聚集3个维度上更关键的特征信息;最后,在检测模型预测阶段引入双曲全连接层,以减少特征丢失,并防止过拟合现象。实验结果表明:(1)基于双曲嵌入的露天矿区暗光环境下道路多目标检测模型不仅对露天矿区暗光环境下的大尺度目标具有较高的分类与定位精度,对矿用卡车及较远距离的小尺度目标即行人也可准确检测与定位,能够满足无人矿用卡车在矿区特殊环境下驾驶的安全需求。(2)模型的检测准确率达98.6%,检测速度为51.52帧/s,较SSD、YOLOv4、YOLOv5、YOLOx、YOLOv7分别提高20.31%,18.51%,10.53%,8.39%,13.24%,对于矿区道路上的行人、矿用卡车及挖机的检测精度达97%以上。 展开更多
关键词 露天矿 自动驾驶 无人矿用卡车 暗光环境 多目标检测 小目标障碍物 全局注意力机制 双曲全连接层
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地下矿道无人车可行驶区域检测算法
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作者 陈志军 王朝伟 +3 位作者 吴超仲 钱闯 吴怀主 申广俊 《汽车工程》 EI CSCD 北大核心 2024年第11期2017-2027,共11页
地下矿道可行驶区域检测是地下矿山自动驾驶系统的关键感知技术,然而地下矿道光照强度低、工况复杂的特点给该任务带来极大挑战。鉴于此,本文提出一种地下矿道可行驶区域检测算法。首先,为解决地下矿道细节退化导致图像特征难以提取的问... 地下矿道可行驶区域检测是地下矿山自动驾驶系统的关键感知技术,然而地下矿道光照强度低、工况复杂的特点给该任务带来极大挑战。鉴于此,本文提出一种地下矿道可行驶区域检测算法。首先,为解决地下矿道细节退化导致图像特征难以提取的问题,提出一种双分支特征提取骨干网络;然后,针对地下矿道可行驶区域检测不完整问题,提出一种自适应多尺度空间空洞池化金字塔特征增强模块;最后,为解决地下矿道边界提取不准确的问题,设计一种双分支通道注意力机制融合模块。在自制矿道可行驶区域数据集上进行实验,相较于Deeplabv3+、UNet、DDRNet-23、PIDNet,本文算法取得最佳效果,在MIoU分数上分别提升2.07、2.39、1.87、1.92个百分点,在mAcc分数上分别提升1.78、2.45、1.84、1.86。本文算法已成功应用于地下无人驾驶矿车,验证了其在真实矿道场景下的有效性。 展开更多
关键词 自动驾驶 井工无人矿车 可行驶区域检测 语义分割
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基于多特征融合的露天矿区道路负障碍检测
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作者 阮顺领 鄢盛钰 +1 位作者 顾清华 卢才武 《煤炭学报》 EI CAS CSCD 北大核心 2024年第5期2561-2572,共12页
随着智慧矿山概念的逐步落实,智能化、无人化逐渐在矿区落实,露天矿卡车无人驾驶日益成为矿山智能化建设的主要内容,为解决露天矿区复杂多变的道路因坑洼、塌陷等路面小部分下陷出现的非规则负障碍而导致矿区无人车、重载卡车侧翻等安... 随着智慧矿山概念的逐步落实,智能化、无人化逐渐在矿区落实,露天矿卡车无人驾驶日益成为矿山智能化建设的主要内容,为解决露天矿区复杂多变的道路因坑洼、塌陷等路面小部分下陷出现的非规则负障碍而导致矿区无人车、重载卡车侧翻等安全难题,提升矿区安全驾驶系数,提出一种多特征融合的露天矿区道路负障碍检测方法。该方法使用BiFPN特征融合模块,提高小型负障碍检测权重占比;引入空间和通道双注意力机制提高对负障碍边缘的特征提取和特征融合能力,从而提高对道路小尺度负障碍的检测精度;采用SIoU Loss作为模型边界框损失函数并使用K-means++方法优化Anchor以提高负障碍检测模型的收敛速度和边界框定位效果,并基于遗传算法优化超参数让模型更贴合矿区场景,最终实现对矿区道路负障碍的快速精准识别。实验表明该检测模型能快速准确识别复杂背景下露天矿区道路负障碍目标,对道路负障碍目标的检测精度、召回率、平均精确度均值分别达到了96.9%、89.9%、95.3%,且该模型大小仅有12.7 MB。对比其他主流检测网络,该网络模型更适合复杂环境下露天矿区非结构化道路行驶安全需求,且该检测模型的鲁棒性好,可适配于多种情况的露天矿区,为实际环境复杂多变的露天矿区非结构化道路负向障碍检测提供了可行的方法,为露天矿无人卡车安全生产运输提供安全预警。 展开更多
关键词 露天矿区 无人卡车 负障碍检测 特征融合 安全预警
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大型矿用自卸车厢斗装载程序分析及力学特性研究
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作者 黄蕾 杨国彪 +2 位作者 纪昊男 孟文俊 王朝华 《燕山大学学报》 CAS 北大核心 2024年第6期503-510,共8页
自主装卸是智能矿山建设中亟待突破的关键技术,电铲-矿用自卸车合理的装载程序能够显著降低电铲装卸作业难度,降低复杂动态载荷对厢斗力学性能的影响。以某型号矿用自卸车厢斗为研究对象,依据厢斗容量标定方法建立了厢斗的堆装模型,确... 自主装卸是智能矿山建设中亟待突破的关键技术,电铲-矿用自卸车合理的装载程序能够显著降低电铲装卸作业难度,降低复杂动态载荷对厢斗力学性能的影响。以某型号矿用自卸车厢斗为研究对象,依据厢斗容量标定方法建立了厢斗的堆装模型,确定厢斗堆装容积;分析了厢斗安装特点及结构特征,结合现场实际装载经验,提出了三种不同的装载程序,并利用离散元方法对三种装载程序进行仿真分析,研究不同装载程序下厢斗装载量、物料均匀性及底板承受的压力等;在此基础上,通过仿真分析研究厢斗满载工况下的力学特性。结果表明,在厢斗装载过程中将装载位置放在厢斗满载重心及前侧位置可提升装载量,各铲装载位置尽量靠近厢斗横向方向的中轴线,本文提出的装载程序二的装载量最大,物料可通过自身堆积特性装满厢斗,并在厢斗内部的均匀性更好,且物料装满后厢斗底板的总压力最小,当满载后厢斗的最大变形量为7.50 mm,最大应力为326.85 MPa,满足刚度、强度设计要求。 展开更多
关键词 矿用自卸车 厢斗 装载程序 离散元分析 有限元分析
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基于ISSA-XGBoost模型的多特征融合露天矿卡车行程时间预测
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作者 顾清华 王燕 +1 位作者 王倩 魏瑾瑜 《有色金属(矿山部分)》 2024年第1期1-10,共10页
针对露天矿运输系统卡车行程时间预测问题,提出了一种基于特征选择及改进麻雀算法优化XGBoost的露天矿卡车行程时间预测模型。模型充分考虑了卡车特征、道路特征、气象特征以及时间特征对卡车行程时间的影响,并使用皮尔逊系数法深入分... 针对露天矿运输系统卡车行程时间预测问题,提出了一种基于特征选择及改进麻雀算法优化XGBoost的露天矿卡车行程时间预测模型。模型充分考虑了卡车特征、道路特征、气象特征以及时间特征对卡车行程时间的影响,并使用皮尔逊系数法深入分析影响因素的贡献度。针对麻雀算法中全局搜索能力薄弱的问题引入反向学习和螺旋搜索策略,以提高算法的收敛性能。最后,使用改进的麻雀算法对XGBoost的关键参数进行寻优,进而构建露天矿卡车行程时间预测模型。选取国内某大型露天矿卡车调度系统采集的数据进行仿真模拟,并将所提出模型与SVM、BP、RBF和RF等其他机器学习模型进行对比。结果表明:所提出模型的预测误差均低于其他模型,相关系数可达0.9819。开发的模型和分析结果可以极大地帮助决策者规划、运营和管理更高效的露天矿运输系统。 展开更多
关键词 行程时间预测 露天矿卡车 XGBoost 改进麻雀算法 均值滤波
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基于DHMM-ESUM的露天矿运输系统车铲比优化研究
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作者 刘设 吴生楠 陈盛兰 《控制工程》 CSCD 北大核心 2024年第1期178-184,共7页
在露天矿生产中,如何利用现有的资源条件对电铲与卡车进行合理配比,充分发挥设备的效率,是提高矿山企业生产效益的关键。以安家岭露天矿生产系统收集的数据为基础,首先运用排队理论构建以电铲为采掘中心,卡车为运输工具的闭合排队网络模... 在露天矿生产中,如何利用现有的资源条件对电铲与卡车进行合理配比,充分发挥设备的效率,是提高矿山企业生产效益的关键。以安家岭露天矿生产系统收集的数据为基础,首先运用排队理论构建以电铲为采掘中心,卡车为运输工具的闭合排队网络模型,将运输系统分为4个排队子系统,分析各项服务时间的概率分布;基于离散隐马尔可夫模型(discrete hidden Markov model,DHMM)与拓展求和(extended summation,ESUM)算法分析系统作业性能,获取电铲设备的运行状态和班次生产能力。然后,应用蒙特卡洛法建立随机动态规划模型,以产量期望值最大化为目标对露天矿的车铲比进行优化。最后,对生产系统进行仿真建模分析,结果验证了基于DHMM-ESUM对车铲比进行优化的有效性和准确性。 展开更多
关键词 露天矿 隐马尔可夫模型 排队论 车铲比
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矿用重载轮胎趾口空问题的研究
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作者 张敬 余节泉 +1 位作者 王志平 贺李萍 《橡胶科技》 CAS 2024年第10期584-587,共4页
通过市场返回轮胎断面剖析,结合有限元仿真分析造成矿用重载轮胎趾口空的原因,并提出相应的解决措施。通过采取适当减小胎圈内直径,适当增大胎圈与轮辋过盈量、三角胶尺寸、胎体反包高度,提高耐磨胶的硬度和耐老化性能,在推荐充气压力... 通过市场返回轮胎断面剖析,结合有限元仿真分析造成矿用重载轮胎趾口空的原因,并提出相应的解决措施。通过采取适当减小胎圈内直径,适当增大胎圈与轮辋过盈量、三角胶尺寸、胎体反包高度,提高耐磨胶的硬度和耐老化性能,在推荐充气压力和负荷范围内使用轮胎及在车辆上安装液压减速器以降低刹车片使用频次等措施,可降低趾口空发生率,延长轮胎使用寿命。 展开更多
关键词 矿用重载轮胎 宽体自卸车轮胎 趾口空 有限元仿真
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矿用重载轮胎接地印痕的研究
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作者 张敬 王志平 娄召阳 《橡胶科技》 CAS 2024年第6期338-342,共5页
以14.00R25宽体自卸车轮胎为例,通过轮胎使用情况调研,结合实验室测试和轮胎有限元仿真,研究矿用重载轮胎接地印痕及接地压力分布。结果表明:宽体自卸车轮胎接地印痕形状应接近矩形且接地压力分布均匀;影响轮胎接地印痕及接地压力分布... 以14.00R25宽体自卸车轮胎为例,通过轮胎使用情况调研,结合实验室测试和轮胎有限元仿真,研究矿用重载轮胎接地印痕及接地压力分布。结果表明:宽体自卸车轮胎接地印痕形状应接近矩形且接地压力分布均匀;影响轮胎接地印痕及接地压力分布的主要因素为断面高宽比、胎冠弧半径和弧度高、带束层角度和宽度、花纹沟壁角度和花纹沟宽度等。通过有限元仿真优化设计可避免轮胎出现花纹掉块和非均匀磨损等问题,提高设计效率。 展开更多
关键词 矿用重载轮胎 宽体自卸车轮胎 接地印痕 接地压力分布 有限元仿真
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基于Simulink空载高速转向工况车身运动特性分析
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作者 吴越武 李鑫 王景妍 《机械设计与制造》 北大核心 2024年第3期162-165,170,共5页
针对某矿用汽车悬挂进行分析,获取转向时的侧倾运动中心;对空载高速转向时,车身运动的关键特征参数进行分析,获取特征参数数学模型;采用Simulink搭建空载高速转向时的车身运动控制模型,并与车辆多体动力学模型联合开展运动特性分析;选... 针对某矿用汽车悬挂进行分析,获取转向时的侧倾运动中心;对空载高速转向时,车身运动的关键特征参数进行分析,获取特征参数数学模型;采用Simulink搭建空载高速转向时的车身运动控制模型,并与车辆多体动力学模型联合开展运动特性分析;选取稳态回转工况,对转向特性进行分析,获取侧倾角、侧倾位移等参数的变化规律;将转向角与理论分析结果进行对比,并对比转向角偏差,以验证模型的准确性。结果可知:车身在高速工况转向,由于侧倾效应,外侧悬挂出现跳动,叠加了侧倾转角;侧倾运动对转角特性影响较大,分析模型与理论值基本一致,误差值小于5%;对转角偏差影响也较大,不考虑此部分的影响时,偏差增加了近20%。在精细化设计分析时,需要考虑此部分因素的影响。 展开更多
关键词 矿用汽车 转向系统 悬架 侧倾运动 车身
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