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Prediction of blasting mean fragment size using support vector regression combined with five optimization algorithms 被引量:11
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作者 Enming Li Fenghao Yang +3 位作者 Meiheng Ren Xiliang Zhang Jian Zhou Manoj Khandelwal 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2021年第6期1380-1397,共18页
The main purpose of blasting operation is to produce desired and optimum mean size rock fragments.Smaller or fine fragments cause the loss of ore during loading and transportation,whereas large or coarser fragments ne... The main purpose of blasting operation is to produce desired and optimum mean size rock fragments.Smaller or fine fragments cause the loss of ore during loading and transportation,whereas large or coarser fragments need to be further processed,which enhances production cost.Therefore,accurate prediction of rock fragmentation is crucial in blasting operations.Mean fragment size(MFS) is a crucial index that measures the goodness of blasting designs.Over the past decades,various models have been proposed to evaluate and predict blasting fragmentation.Among these models,artificial intelligence(AI)-based models are becoming more popular due to their outstanding prediction results for multiinfluential factors.In this study,support vector regression(SVR) techniques are adopted as the basic prediction tools,and five types of optimization algorithms,i.e.grid search(GS),grey wolf optimization(GWO),particle swarm optimization(PSO),genetic algorithm(GA) and salp swarm algorithm(SSA),are implemented to improve the prediction performance and optimize the hyper-parameters.The prediction model involves 19 influential factors that constitute a comprehensive blasting MFS evaluation system based on AI techniques.Among all the models,the GWO-v-SVR-based model shows the best comprehensive performance in predicting MFS in blasting operation.Three types of mathematical indices,i.e.mean square error(MSE),coefficient of determination(R^(2)) and variance accounted for(VAF),are utilized for evaluating the performance of different prediction models.The R^(2),MSE and VAF values for the training set are 0.8355,0.00138 and 80.98,respectively,whereas 0.8353,0.00348 and 82.41,respectively for the testing set.Finally,sensitivity analysis is performed to understand the influence of input parameters on MFS.It shows that the most sensitive factor in blasting MFS is the uniaxial compressive strength. 展开更多
关键词 Blasting mean fragment size e-support vector regression(e-SVR) V-support vector regression(v-SVR) Meta-heuristic algorithms Intelligent prediction
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Controlling fragment size distribution for modelling the breakage o multi-sphere particles
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作者 Chao Zhang Connor O'Shaughnessy +2 位作者 Sadaf Maramizonouz Vasileios Angelidakis Sadegh Nadimi 《Particuology》 2025年第3期105-116,共12页
Voro-Pack,an open-source code is introduced to reconstruct real particles into multi-sphere clusters consisting of fragments with controlled size distributions,enabling experiment-informed fragment size distributions(... Voro-Pack,an open-source code is introduced to reconstruct real particles into multi-sphere clusters consisting of fragments with controlled size distributions,enabling experiment-informed fragment size distributions(FSD).Two types of silica sand are employed to evaluate the performance of the code,where FsD data are obtained through laser diffraction and sieving,and particle shape information is obtained through micro computed tomography.The results show that the particle sizes and shapes of the multi-sphere clusters generated by the code are in good agreement with those of real particles.It is found that the fragment sizes in the multi-sphere clusters aligned more closely with the real FSD data when laser diffraction data were used as input,compared to sieving.The volume ratio of the multisphere clusters to the actual particles is a key factor influencing the size distribution of fragments,with better matching to the actual FSD data when the volume ratio exceeds 0.5 and approaches 1.0.Additionally,the particle shape characteristics do not significantly affect the FSD data in the codegenerated clusters.These findings suggest that the Voro-Pack code is an effective tool in reconstructing multi-sphere clusters for particles of various morphologies,providing valuable insights into modelling the breakage of granular materials. 展开更多
关键词 fragment size distribution Cluster of spheres Particle volume Particle size Particle shape
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矿岩爆破——破碎能量耦合耗散机制试验研究
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作者 邱贤阳 杨振武 +4 位作者 邱泓杰 沈文博 李蕾蕾 冯泽平 武栋 《黄金科学技术》 北大核心 2026年第1期150-165,共16页
为优化爆破—破碎环节的能量耦合效率,采用分离式霍普金森(SHPB)冲击试验与落锤冲击试验,建立了爆破能量—破碎块度—破碎能耗的定量耦合模型。SHPB试验在不同冲击气压条件下对若干试样进行动态破碎,揭示了入射能与三轴平均径的线性递... 为优化爆破—破碎环节的能量耦合效率,采用分离式霍普金森(SHPB)冲击试验与落锤冲击试验,建立了爆破能量—破碎块度—破碎能耗的定量耦合模型。SHPB试验在不同冲击气压条件下对若干试样进行动态破碎,揭示了入射能与三轴平均径的线性递减关系;落锤试验以不合格碎块作为研究对象,构建了破碎能耗与输入块度的指数递增模型。两阶段模型耦合表明,总能耗随块度变化呈先降低后升高的变化趋势,碎块粒径控制在37~42 mm时能耗最低,降幅可达42.8%。研究结果揭示了传统能量最优理论在破碎环节的非线性能耗与爆破能量梯度分布之间的矛盾,提出了通过多级破碎或优化能量分配实现系统节能。通过阐明能量跨工序传递的非线性规律,为矿山全流程能耗优化提供了理论依据和参数化指导,对于提升硬岩开采的能效管理具有重要的工程应用价值。 展开更多
关键词 冲击载荷 分离式霍普金森压杆(SHPB) 落锤冲击 能量耗散 破碎块度
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Rock fragmentation control in opencast blasting 被引量:12
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作者 P.K.Singh M.P.Roy +3 位作者 R.K.Paswan Md.Sarim Suraj Kumar Rakesh Ranjan Jha 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2016年第2期225-237,共13页
The blasting operation plays a pivotal role in the overall economics of opencast mines.The blasting subsystem affects all the other associated sub-systems,i.e.loading,transport,crushing and milling operations.Fragment... The blasting operation plays a pivotal role in the overall economics of opencast mines.The blasting subsystem affects all the other associated sub-systems,i.e.loading,transport,crushing and milling operations.Fragmentation control through effective blast design and its effect on productivity are the challenging tasks for practicing blasting engineer due to inadequate knowledge of actual explosive energy released in the borehole,varying initiation practice in blast design and its effect on explosive energy release characteristic.This paper describes the result of a systematic study on the impact of blast design parameters on rock fragmentation at three mines in India.The mines use draglines and shoveledumper combination for removal of overburden.Despite its pivotal role in controlling the overall economics of a mining operation,the expected blasting performance is often judged almost exclusively on the basis of poorly defined parameters such as powder factor and is often qualitative which results in very subjective assessment of blasting performance.Such an approach is very poor substitutes for accurate assessment of explosive and blasting performance.Ninety one blasts were conducted with varying blast designs and charging patterns,and their impacts on the rock fragmentation were documented.A high-speed camera was deployed to record the detonation sequences of the blasts.The efficiency of the loading machines was also correlated with the mean fragment size obtained from the fragmentation analyses. 展开更多
关键词 Opencast blast Rock fragmentation Explosives performance Dragline efficiency fragment size
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Dynamic fragmentation of microwave irradiated rock 被引量:6
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作者 Shuai Wang Ying Xu +1 位作者 Kaiwen Xia Tianyang Tong 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2021年第2期300-310,共11页
The microwave-assisted rock fragmentation has been proven to be a promising approach in reducing cutting tools wear and improving efficiency in rock crushing and excavation.Thus,understanding the influence of damage i... The microwave-assisted rock fragmentation has been proven to be a promising approach in reducing cutting tools wear and improving efficiency in rock crushing and excavation.Thus,understanding the influence of damage induced by microwave irradiation on rock fragmentation is necessary.In this context,cylindrical Fangshan granite(FG)specimens were exposed to microwave irradiation at a power of 6 kW for different durations up to 4.5 min.The damages of the specimens induced by irradiation were quantified by using both X-ray micro-CT scanning and ultrasonic wave measurement.The CT value and Pwave velocity decreased with increase of irradiation duration.The irradiated specimens were then tested using a split Hopkinson pressure bar(SHPB)system to simulate rock fragmentation.A momentum-trap technique was utilized to ensure single-pulse loading on the specimen in SHPB tests,enabling valid fragment size distribution(FSD)analysis.The dependence of dynamic uniaxial compressive strength(UCS)on the irradiation duration and loading rate was revealed.The dynamic UCS increased with increase of loading rate while decreased with increase of irradiation duration.Using the sieve analysis,three fragmentation types were proposed based on FSD,which were dictated by both loading rate and irradiation duration.In addition,an average fragment size was proposed to quantify FSD.The results showed that the average fragment size decreased with increase of loading rate.A loading rate range was identified,where a dramatic reduction of the average fragment size occurred.The dependence of fragmentation on the irradiation duration and loading rate was also discussed. 展开更多
关键词 Microwave irradiation Split Hopkinson pressure bar(SHPB) Momentum-trap Dynamic compressive strength fragment size distribution(FSD) Fangshan granite(FG)
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An estimation model for the fragmentation properties of brittle rock block due to the impacts against an obstruction 被引量:6
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作者 HOU Tian-xing XU Qiang +2 位作者 XIE Hong-qiang XU Nu-wen ZHOU Jia-wen 《Journal of Mountain Science》 SCIE CSCD 2017年第6期1161-1173,共13页
Mountain hazards with large masses of rock blocks in motion – such as rock falls, avalanches and landslides – threaten human lives and structures. Dynamic fragmentation is a common phenomenon during the movement pro... Mountain hazards with large masses of rock blocks in motion – such as rock falls, avalanches and landslides – threaten human lives and structures. Dynamic fragmentation is a common phenomenon during the movement process of rock blocks in rock avalanche, due to the high velocity and impacts against obstructions. In view of the energy consumption theory for brittle rock fragmentation proposed by Bond, which relates energy to size reduction, a theoretical model is proposed to estimate the average fragment size for a moving rock block when it impacts against an obstruction. Then, different forms of motion are studied, with various drop heights and slope angles for the moving rock block. The calculated results reveal that the average fragment size decreases as the drop height increases, whether for free-fall or for a sliding or rolling rock block, and the decline in size is rapid for low heights and slow for increasing heights in the corresponding curves. Moreover, the average fragment size also decreases as the slope angle increases for a slidingrock block. In addition, a rolling rock block has a higher degree of fragmentation than a sliding rock block, even for the same slope angle and block volume. Finally, to compare with others' results, the approximate number of fragments is estimated for each calculated example, and the results show that the proposed model is applicable to a relatively isotropic moving rock block. 展开更多
关键词 Rock block Rock fragmentation Rock movement process Crushing work ratio Average fragment size
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Damage evolution and fragmentation behavior of pyramid cut blasting under uniaxial compression 被引量:1
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作者 CHEN Si-yu YANG Li-yun +2 位作者 YANG Ai-yun HUANG Chen XIE Huan-zhen 《Journal of Mountain Science》 SCIE CSCD 2022年第5期1475-1486,共12页
Pyramid cut blasting is an essential form of inclined hole cut blasting,but the in-situ stress effect of pyramid cut blasting is rarely studied.Based on the research background of pyramid cut blasting in a deep rock m... Pyramid cut blasting is an essential form of inclined hole cut blasting,but the in-situ stress effect of pyramid cut blasting is rarely studied.Based on the research background of pyramid cut blasting in a deep rock mass,the size,volume,and fragment size distribution of the blasting cavity before and after uniaxial compression were analysed by a model test.Otherwise,the damage and effective stress of the pyramid cut blasting were analysed with LS-DYNA numerical simulation.The results show that the damage and fragmentation of pyramid cut blasting are not only affected by blasting stress wave and blasting gas,but also affected by uniaxial compression.Under the influence of uniaxial compression,the blasting stress wave and blasting gas are more likely to damage the rock mass parallel to the uniaxial compression direction near the connecting line of blasting hole,and make the volume of cavity larger and the fragment rate lower.Additionally,uniaxial compression has a prominent influence during the middle and late stages of blasting. 展开更多
关键词 Model test Pyramid cut blasting Blasting cavity sizes Uniaxial compression fragment size
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基于AEA-XGBoost模型的爆破块度预测
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作者 王晓雷 兰超 +2 位作者 李群 闫顺玺 杜潇潇 《金属矿山》 北大核心 2026年第2期157-165,共9页
爆破块度是影响露天矿山生产效率和成本控制的重要因素,准确预测块度对于优化爆破参数设计具有重要意义。为此,提出了一种基于阿尔法进化算法(AEA)优化的XGBoost混合集成模型。该模型通过97组爆破样本数据,利用AEA优化XGBoost模型的超参... 爆破块度是影响露天矿山生产效率和成本控制的重要因素,准确预测块度对于优化爆破参数设计具有重要意义。为此,提出了一种基于阿尔法进化算法(AEA)优化的XGBoost混合集成模型。该模型通过97组爆破样本数据,利用AEA优化XGBoost模型的超参数,并结合交叉验证评估其性能。研究结果表明,AEA-XGBoost模型在预测精度、稳定性和泛化能力方面表现优异。模型的决定系数最高为0.9214,方差解释率为92.75%,均方根误差为0.045,显著优于传统的人工神经网络、K近邻算法、梯度提升决策树、LightGBM及AEA优化的随机森林模型,表现出更强的鲁棒性和防过拟合能力。为进一步提高模型的可解释性,采用Shapley加性解释算法进行分析,揭示了弹性模量、堵塞长度与抵抗线比值以及原岩块度是影响爆破块度预测的关键特征。最后,基于8个实际爆破工程案例,验证了AEA-XGBoost模型的应用效果,预测值与实测值高度一致,证明了该模型在复杂地质条件和实际爆破环境中的可行性和有效性。 展开更多
关键词 混合集成模型 AEA优化算法 块度预测 Shapley模型解释
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Numerical Prediction of Statistical Masonry Wall Fragment Distribution Induced by Blast Loading
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作者 汪明 郝洪 +1 位作者 丁阳 李忠献 《Transactions of Tianjin University》 EI CAS 2008年第6期409-413,共5页
The hazard caused by the fragments of damaged structures is usually significant in acci-dental explosions or hostile blast events.A reliable and efficient method to estimate probable fragment size,velocity and launch ... The hazard caused by the fragments of damaged structures is usually significant in acci-dental explosions or hostile blast events.A reliable and efficient method to estimate probable fragment size,velocity and launch distance will be useful to assess and design countermeasures to mitigate the possible fragment hazards.This paper presents a numerical method for predicting the size and launch distance of the fragments caused by explosive damage of masonry wall.Numerical simulations with different scaled distances are carried out,and the statistical distribution functions of the fragment size and launch distance in terms of the scaled distance are derived. 展开更多
关键词 fragment size launch distance masonry wall statistical distribution function
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A review of development of better prediction equations for blast fragmentation 被引量:14
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作者 F.Ouchterlony J.A. Sanchidrián 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2019年第5期1094-1109,共16页
The paper reviews the development of prediction formulas for the fragmentation from bench blasting.Much attention has been paid to the Kuz-Ram model,its development and errors,and the mean vs.median misunderstanding.T... The paper reviews the development of prediction formulas for the fragmentation from bench blasting.Much attention has been paid to the Kuz-Ram model,its development and errors,and the mean vs.median misunderstanding.The work by the US Bureau of Mines(USBM)and Chung and Katsabanis are also reviewed,as well as the two Julius Kruttschnitt Mineral Research Centre(JKMRC)models,i.e.the crush zone model(CZM)and the two-component model(TCM),which were developed to cope with the underestimation of blasting fines.The change brought by the Swebrec distribution and the associated Kuznetsov-Cunningham-Ouchterlony(KCO)model is described.Studying distribution-free fragment sizes xP for an arbitrary mass passing P led to the discovery of the fragmentation-energy fan,and with the help of dimensional analysis,to the new fragmentation prediction model xP-frag,which has much lower errors than those of the Kuz-Ram and CZM models. 展开更多
关键词 BENCH BLASTING Rock fragmentATION fragmentATION model size distribution Swebrec function fragmentation-energy FAN
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Parametric study of single confined fragment launch explosive device 被引量:3
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作者 Pankaj K.Choudha A.Kumaraswamy Kusumkant D.Dhote 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2019年第2期179-185,共7页
In this article, parametric study of single confined fragment launch device was carried out. The configuration proposed was further studied to derive the empirical relationship for effect of fragment size,charge size,... In this article, parametric study of single confined fragment launch device was carried out. The configuration proposed was further studied to derive the empirical relationship for effect of fragment size,charge size, confinement thickness on fragment velocity. The simulations were carried out using ANSYSAUTODYNE explicit solver. Fragment velocities were estimated as a function of different parametric combinations of explosive quantities, charge length to diameter ratio, fragment height to diameter ratio,confinement thickness, fragment material and fragment mass. The data was further converted to charge to metal ratio under fragment and confinement. It was observed that, increase in confinement thickness,charge quantity and decrease in fragment height increases the fragment velocity. It is also noted that,charge to metal mass ratio under fragment significantly affects the fragment velocity. At the end, an empirical relationship for fragment velocity interms of all these parameters was established. Using these relations, two velocities 1831.92 m/s and 2523.9 m/s required for NATO STANAG 4496 IM test were estimated. The design parameters for these velocities are presented. Also, the results estimated using the empirical relationship has been compared with published experimental data. Error in the predicted velocities is within the acceptable range. The empirical relationship proposed will be useful for finalization of design of the fragment launch device. 展开更多
关键词 CONFINEMENT fragment size Empirical relationship fragment velocity Insensitive munition test fragment LAUNCHING DEVICE
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土地细碎化抑制粮食单产的机理及破解路径研究
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作者 郝梦雨 谢彦明 +1 位作者 郝峻锋 张永杰 《西南林业大学学报(社会科学)》 2026年第1期63-68,128,共7页
破解土地细碎化困局是实现规模化种粮、落实“藏粮于地”战略的关键环节。基于山东省729户粮食种植主体的调研数据,运用多元线性回归模型、结构方程模型和有调节的中介模型,实证分析了土地细碎化抑制粮食单产的机理。结果表明:土地细碎... 破解土地细碎化困局是实现规模化种粮、落实“藏粮于地”战略的关键环节。基于山东省729户粮食种植主体的调研数据,运用多元线性回归模型、结构方程模型和有调节的中介模型,实证分析了土地细碎化抑制粮食单产的机理。结果表明:土地细碎化对粮食单产具有显著负向直接效应(β=0.086,p<0.01),并通过阻碍机械化水平的提升间接抑制粮食单产;扩大经营规模可以减弱土地细碎化对粮食单产的抑制作用,并且能够缓解土地细碎化经由机械化程度对粮食单产产生的抑制路径。据此提出需要推进土地资源综合整治,加强高标准农田建设;加强农机技术培训,提升农业机械化水平;支持多种形式经营,鼓励发展适度规模。 展开更多
关键词 土地细碎化 粮食单产 机械化程度 经营规模 结构方程模型
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Fragmentation Analyses of Granular Explosive Under Drop Weight Impact
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作者 Yanqing Wu Zhao Zhang Hongfu Guo 《Journal of Beijing Institute of Technology》 EI CAS 2019年第4期703-706,共4页
Fragmental size and distribution of explosive particles play a more important role in the formation of hot-spot than original particles size under drop weight impact.Because the particles breakage and the hot-spots ig... Fragmental size and distribution of explosive particles play a more important role in the formation of hot-spot than original particles size under drop weight impact.Because the particles breakage and the hot-spots ignition will form in a sequence between fragments and between the fragments and the drop weight surface under the impact.In this paper,the size and distribution of the cyclotetramethylenete tranitramine(HMX)fragments were analyzed by the Laser Particle Size Analyzer Malvern MS2000.The post-analysis results of fragments showed that size distribution of fragments was strongly dependent on drop height.An empirical formula is established to describe the relationship between the average size and drop height.The volume-based probability distribution of explosive fragments was also studied by experiments and theoretical calculations. 展开更多
关键词 granular explosive fragmentATION drop weight fragments size distribution hot spots
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Convenient synthesis of stable silver quantum dots with enhanced photoluminescence emission by laser fragmentation
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作者 李爽 陈明 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第4期255-260,共6页
A new strategy for the facile synthesis of very stable and mono-dispersed silver (Ag) quantum dots (QDs) is developed by laser fragmentation of bulk Ag in water using polysorbate 80 as a dispersing and stabilizing... A new strategy for the facile synthesis of very stable and mono-dispersed silver (Ag) quantum dots (QDs) is developed by laser fragmentation of bulk Ag in water using polysorbate 80 as a dispersing and stabilizing agent. The surfactant plays an important role in the formation of size-controlled Ag nano-structures. The Ag QDs have excellent photo-stability of ,-500 h and enhanced photoluminescence (PL) at 510 nm. This has significant implications for selective and ultrasensitive PL probes. Based on laser fragmentation in the biocompatible surfactant solution, our results have opened up a novel paradigm to obtain stable metal QDs directly from bulk targets. This is a breakthrough in the toxicity problems that arise from standard chemical fabrication. 展开更多
关键词 size-controlled Ag nano-structures pulsed laser fragmentation
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The Impacts and Causes of Land Fragmentation on Farm Productivity: Case Review of East African Countries 被引量:2
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作者 Joseph Mayindo Mayele Jacob B. Kolleh Joel Emmanuel Saburi 《Open Journal of Ecology》 2024年第5期455-482,共28页
This report provides an overall assessment of land fragmentation problems in East Africa. Many parts of East Africa have become highly fragmented, putting development systems and activities in these areas at risk of c... This report provides an overall assessment of land fragmentation problems in East Africa. Many parts of East Africa have become highly fragmented, putting development systems and activities in these areas at risk of complete collapse. Land fragmentation occurs when land gets converted for agriculture, industrialization, or urbanization, invaded by non-local plants, or enclosed for individual use and by subdividing farmlands into subsequent smaller units called parcels with varying average farm sizes. Fragmentation results from inappropriate agricultural development processes and ineffective land use planning that fails to recognize how farmland is used, and the importance of its interconnected areas. Insecurity of tenure and resource rights are key factors in making this possible. Land fragmentation is one of the key reasons why the ability of most resources in East Africa becomes scarcer, and those remaining become “privatized” by more powerful community members—keen to maintain their access to them. Such individualistic attitudes are new and disadvantage the poorest even further by affecting the traditional customary safety nets and agricultural outputs. Neither the government nor customary governance systems effectively protect resource access for the poorest. This review summary report identifies the key causes, measures, and implications, government interventions, and the common remedies to land fragmentation problems in the East African Countries of Kenya, Uganda, Rwanda, and Tanzania including neighboring Ethiopia, and the Sudan. The findings indicated from 2005 to 2015, the population kept increasing for all the named countries in East Africa with Rwanda and Uganda having a substantial increase in population density. The study review further explores the trend in the performance of agriculture by average farm sizes within the intervals of five years by highlighting their strong linkages and found that the average farm size has declined drastically, especially for Kenya. This can only mean that small farms kept becoming smaller and smaller and that there were more small-scale farmers. The results further depicted that the major and commonly cultivated food crops among the East African countries include maize, sorghum, rice, cassava, sweet potatoes, bananas, Irish potatoes, beans, peas, etc., with maize yields (Mt/ha) in 2003 for Uganda being the highest (1.79 Mt/ha) and the lowest in Rwanda (0.77 Mt/ha) respectively. Therefore, from the review results, recommendations are being made as to how the negative impacts of land fragmentation on agricultural productivity can be reduced or mitigated. One way is by community sensitization and awareness about the importance of land consolidation and its proposition on farm productivity. 展开更多
关键词 Land fragmentation Land Consolidation Farm Productivity INDUSTRIALIZATION Impacts CAUSES Average Farm size Population East Africa
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Exploring the Effects of Land-Cover Configuration, Body Size and Trophic Diversity on the Avifauna Richness of Prince Edward Island, Canada
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作者 Marina Silva-Opps Joshua Mailhiot +1 位作者 Sheldon B. Opps Javier Sanchez 《Open Journal of Ecology》 2019年第7期216-237,共22页
We explored the effects of land-cover configuration, body size and trophic diversity in determining avian species richness on Prince Edward Island, Canada. Data on avian species richness were obtained from the Maritim... We explored the effects of land-cover configuration, body size and trophic diversity in determining avian species richness on Prince Edward Island, Canada. Data on avian species richness were obtained from the Maritime Breeding Bird Atlas data. Prince Edward Island was divided into 97 sampling cells of 10 × 10 km. Land-cover metrics were calculated using a forest inventory database, Fragstats and ArcView version 8.1. The relationships between avian species richness and explanatory variables were explored using correlation analysis, mixed forward-backward stepwise analysis, generalized linear models and Akaike’s information criterion. Models predicted between 27% and 63% of the variability in species richness, attributing substantial explanatory power to both the average body size and the range of body size spanned by the avian community. The body-size frequency distribution showed that avian communities were dominated by species weighing between 50 and 80 g. Habitat metrics associated with forests were more important to the avifauna than those related to agriculture. Avian species richness also decreased with both the fragmentation and isolation of wetlands. The total area covered by the human infrastructure land-cover and its subdivision were also important. Clearly, body size plays a key role in determining the diversity of birds on Prince Edward Island. In particular, species weighing 50 - 80 g appear to have sufficient resources to be successful on Prince Edward Island’s landscapes. Our findings also highlighted the importance of controlling the expansion of human infrastructure and both the fragmentation and reduction in size of wetlands to maintain avian species richness patterns. 展开更多
关键词 Species Richness Body size BIRDS Spatial Variation LAND-COVER Structure HABITAT fragmentATION
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喷头间距对细水雾抑灭油池火的影响
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作者 彭伟 朱秀霞 +1 位作者 任俊生 徐鑫鑫 《湖北理工学院学报》 2025年第2期25-31,共7页
通过双喷头高压细水雾抑灭油池火实验平台,改变细水雾的喷头布置间距,分析了细水雾雾滴粒径、雾通量以及水雾与火焰相互作用后火焰温度和热辐射的变化情况,研究了喷头间距对抑灭油池火的影响。结果表明:在灭火过程中,双喷头细水雾灭火... 通过双喷头高压细水雾抑灭油池火实验平台,改变细水雾的喷头布置间距,分析了细水雾雾滴粒径、雾通量以及水雾与火焰相互作用后火焰温度和热辐射的变化情况,研究了喷头间距对抑灭油池火的影响。结果表明:在灭火过程中,双喷头细水雾灭火的主导机理为对火焰的冷却作用。双喷头细水雾雾滴相互碰撞形成二次破碎,雾滴粒径变小;喷头间距越小,干涉区雾滴碰撞破碎程度越高,雾滴粒径越小,雾通量越大。喷头间距越小灭火效果越好,实际应用中喷头的布置间距应大于喷头的保护半径,小于两倍的保护半径。 展开更多
关键词 喷头间距 干涉区域 雾滴粒径 破碎现象 冷却效应
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岩石Mott环自由膨胀动态破碎特征研究
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作者 何立恒 李海波 +1 位作者 李潜 李晓锋 《力学学报》 北大核心 2025年第2期502-515,共14页
为研究脆性材料冲击破碎问题,基于自主开发的连续非连续软件对岩石Mott环在自由膨胀过程中的动态破碎特征展开研究.讨论网格尺寸对模拟结果的影响,通过网格细化分和收敛性分析,验证模拟结果的准确性和可靠性.提出一种新的基于初始动能... 为研究脆性材料冲击破碎问题,基于自主开发的连续非连续软件对岩石Mott环在自由膨胀过程中的动态破碎特征展开研究.讨论网格尺寸对模拟结果的影响,通过网格细化分和收敛性分析,验证模拟结果的准确性和可靠性.提出一种新的基于初始动能、残余动能和断裂能严格平衡的Mott环动态破碎理论模型,讨论动能比对归一化碎片尺寸的影响关系.开展不同断裂能、抗拉强度和弹性模量下的岩石Mott环模拟,研究材料参数变化对碎片尺寸、应变率及归一化效应的影响.结果表明:新的基于能量平衡的破碎模型可以更好地预测碎片的平均尺寸,克服传统Grady模型和Glenn-Chudnovsky模型的不足;碎片的累积分布曲线可近似地采用Rayleigh分布曲线表征;随着断裂能的增加,在保持应变速率恒定的条件下,岩石Mott环的破碎程度降低.在恒定初始膨胀速度下,岩石Mott环受断裂前累积应力水平、应变能积累及断裂过程中应力集中等因素影响,平均碎片尺寸并未随抗拉强度的增加呈现单调变化趋势.弹性模量对岩石Mott环的应变速率效应存在一个明显阈值,当应变率超过该阈值,岩石材料从弹性变形阶段到最终断裂所需时间越小,导致弹性模量对碎片平均尺寸的影响几乎可以忽略. 展开更多
关键词 岩石Mott环自由膨胀 碎片尺寸 应变率 连续非连续 归一化分析
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基于TLCE-POA-XGBoost的爆破渣石块度预测模型及其应用
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作者 肖勇卓 雷明锋 +4 位作者 蔡永昌 张运波 旷华江 贾朝军 潘秋景 《铁道科学与工程学报》 北大核心 2025年第11期5028-5039,共12页
爆破渣石块度尺寸直接影响隧道出渣效率和施工效益,如何通过预测隧道渣石块度以优化爆破设计参数是工程爆破的热点问题。在系统化分析POA(pelican optimization algorithm)算法基本原理的基础上,利用Tent混沌映射、莱维飞行、柯西变异... 爆破渣石块度尺寸直接影响隧道出渣效率和施工效益,如何通过预测隧道渣石块度以优化爆破设计参数是工程爆破的热点问题。在系统化分析POA(pelican optimization algorithm)算法基本原理的基础上,利用Tent混沌映射、莱维飞行、柯西变异和精英保存等多策略改进提出了TLCE-POA算法,并以此为基础对XGBoost算法核心参数寻优,建立TLCE-POA-XGBoost预测模型,进一步依托公开的隧道爆破试验数据训练形成爆破最大渣石块度预测模型,以测试组的预测结果验证模型的可靠性。同时以平均影响值法筛选影响渣石块度的主要参数,分析爆破参数优化方法,最后将模型应用于实际工程中,验证模型的实用性。研究结果表明:TLCE-POA-XGBoost预测模型训练结果的f_(mae)、f_(mape)、f_(mse)和f_(r)^(2)分别为3.299、4.277%、4.329和0.977,预测值贴合于实测值,相对于POA-XGBoost预测模型,各类评价指标得到大幅提升,表明TLCE-POA算法的寻优能力大幅增强,提高了POA算法的全局搜索能力,有效避免了陷入局部最优的情况。同时依据测试组的预测,得到测试组的f_(mae)、f_(mape)、f_(mse)和f_(r)^(2)分别为4.197、3.853%、4.765和0.976,其预测效果优于POA-BPNN模型、POA-SVR模型、POA-Bi-LSTM及其他变体模型,具备更高的预测精度、拟合能力和稳定性以及泛化性能;根据各参数的f_(miv)值认为,为提高隧道出渣效果,应按照光爆层厚度、总装药量、周边孔间距、辅助孔间距、掏槽孔最大单孔装药量和炮孔数量的顺序逐一调整。 展开更多
关键词 块度预测 鹈鹕优化 TLCE-POA-XGBoost模型 参数优化 特征筛选
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各控因对落石碰撞碎后碎块数量及其尺寸分布的影响
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作者 姬中民 林明惠 +6 位作者 王庭辉 伍法权 吕汉川 胡云进 沙鹏 张芳 戚国庆 《地质学报》 北大核心 2025年第11期3950-3961,共12页
落石与坡面碰撞后发生碎裂在实际落石事件中更为常见,而准确预测碎块数量、碎块尺寸分布等碎裂特征参数,是计算岩石碎块后续运动轨迹、运动距离及冲击能量的关键。然而,由于这些参数控制机制复杂且相关测试技术发展相对滞后,关于该方面... 落石与坡面碰撞后发生碎裂在实际落石事件中更为常见,而准确预测碎块数量、碎块尺寸分布等碎裂特征参数,是计算岩石碎块后续运动轨迹、运动距离及冲击能量的关键。然而,由于这些参数控制机制复杂且相关测试技术发展相对滞后,关于该方面内容研究仍处于初步探索阶段。本文结合碰撞理论确定了碎裂特征密切关联控因,基于此,通过专门搭建的落石冲击碎裂试验平台,开展了各控因对碎块数量、碎块尺寸分布影响的系统研究。结果表明:试块长短轴比、落高及坡面施密特硬度与碎块数量呈正相关,试块施密特硬度则与碎块数量呈负相关;随试块长短轴比、坡面硬度、落高增大及试块硬度减小,碎块尺寸分布逐渐趋于良好级配模式,即由较小和较大尺寸碎块大量累积、中等尺寸碎块相对缺失,逐渐演变为较小尺寸碎块数量显著增加,占比总体逐渐提高,中等尺寸碎块数量大幅提升,占比获提升后基本保持不变或略降,较大尺寸碎块数量则略增或基本持平,但占比及等效直径明显缩小;各控因不同水平测试条件下获得的基于累积碎块数量频率的碎块尺寸分布均良好服从幂律分布,且幂律指数与试块施密特硬度呈负相关,与落高及坡面施密特硬度呈正相关。这些发现不仅可为完善落石轨迹预测程序开发提供重要参考,进而有效提升落石灾害预测精度,还可为后续防护结构的优化设计及减灾措施制定提供关键依据。 展开更多
关键词 落石 碎裂 碎块数量 碎块尺寸分布 影响规律
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