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Experimental investigation of the inhibition of deep-sea mining sediment plumes by polyaluminum chloride
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作者 Fengpeng Zhang Xuguang Chen +3 位作者 Jiakang Wei Yangyang Zhang Weikun Xu Hao Li 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2024年第1期91-104,共14页
Deep-sea sediment disturbance may occur when collecting polymetallic nodules,resulting in the creation of plumes that could have a negative impact on the ecological environment.This study aims to investigate the poten... Deep-sea sediment disturbance may occur when collecting polymetallic nodules,resulting in the creation of plumes that could have a negative impact on the ecological environment.This study aims to investigate the potential solution of using polyaluminum chloride(PAC)in the water jet.The effects of PAC are examined through a self-designed simulation system for deep-sea polymetallic nodule collection and sediment samples from a potential deep-sea mining area.The experimental results showed that the optimal PAC dose was found to be 0.75 g/L.Compared with the test conditions without the addition of PAC,the presence of PAC leads to a reduction in volume,lower characteristic turbidity,smaller diffusion velocity,and shorter settling time of the plume.This indicates that PAC inhibits the entire development process of the plume.The addition of PAC leads to the flocculation of mm-sized particles,resulting in the formation of cm-sized flocs.The flocculation of particles decreases the rate of erosion on the seabed by around 30%.This reduction in erosion helps to decrease the formation of plumes.Additionally,when the size of suspended particles increases,it reduces the scale at which they diffuse.Furthermore,the settling velocity of flocs(around 10^(-2) m/s)is much higher that of compared to sediment particles(around 10^(-5) m/s),which effectively reduces the amount of time the plume remains in suspension. 展开更多
关键词 deep-sea mining deep-sea polymetallic nodules Sediment plume Polyaluminum chloride Jet impact Particle flocculation
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Integrated biomarker response to assess toxic impacts of iron and manganese on deep-sea mussel Gigantidas platifrons under a deep-sea mining activity scenario
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作者 Li ZHOU Mengna LI +7 位作者 Zhaoshan ZHONG Minxiao WANG Hao CHEN Chao LIAN Hao WANG Huan ZHANG Lei CAO Chaolun LI 《Journal of Oceanology and Limnology》 SCIE CAS CSCD 2024年第2期522-532,共11页
Deep-sea mining activities can potentially release metals,which pose a toxicological threat to deep-sea ecosystems.Nevertheless,due to the remoteness and inaccessibility of the deep-sea biosphere,there is insufficient... Deep-sea mining activities can potentially release metals,which pose a toxicological threat to deep-sea ecosystems.Nevertheless,due to the remoteness and inaccessibility of the deep-sea biosphere,there is insufficient knowledge about the impact of metal exposure on its inhabitants.In this study,deep-sea mussel Gigantidas platifrons,a commonly used deep-sea toxicology model organism,was exposed to manganese(100,1000μg/L)or iron(500,5000μg/L)for 7 d,respectively.Manganese and iron were chosen for their high levels of occurrence within deep-sea deposits.Metal accumulation and a battery of biochemical biomarkers related to antioxidative stress in superoxide dismutase(SOD),catalase(CAT),malondialdehyde(MDA);immune function in alkaline phosphatase(AKP),acid phosphatase(ACP);and energy metabolism in pyruvate kinase(PK)and hexokinase(HK)were assessed in mussel gills.Results showed that deep-sea mussel G.platifrons exhibited a high capacity to accumulate Mn/Fe.In addition,most tested biochemical parameters were altered by metal exposure,demonstrating that metals could induce oxidative stress,suppress the immune system,and affect energy metabolism of deep-sea mussels.The integrated biomarker response(IBR)approach indicated that the exposure to Mn/Fe had a negative impact on deep-sea mussels,and Mn demonstrated a more harmful impact on deep-sea mussels than Fe.Additionally,SOD and CAT biomarkers had the greatest impact on IBR values in Mn treatments,while ACP and HK were most influential for the low-and high-dose Fe groups,respectively.This study represents the first application of the IBR approach to evaluate the toxicity of metals on deep-sea fauna and serves as a crucial framework for risk assessment of deep-sea mining-associated metal exposure. 展开更多
关键词 MUSSEL metal deep-sea mining BIOMARKER environmental monitoring
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Multiparameter Numerical Investigation of Two Types of Moving Interactions Between the Deep-Sea Mining Vehicle Track Plate and Seabed Soil:Digging and Rotating Motions
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作者 SUN Peng-fei LYU Hai-ning +1 位作者 YANG Jian-min XU Zhi-yong 《China Ocean Engineering》 SCIE EI CSCD 2024年第3期408-423,共16页
To ensure the safe performance of deep-sea mining vehicles(DSMVs),it is necessary to study the mechanical characteristics of the interaction between the seabed soil and the track plate.The rotation and digging motions... To ensure the safe performance of deep-sea mining vehicles(DSMVs),it is necessary to study the mechanical characteristics of the interaction between the seabed soil and the track plate.The rotation and digging motions of the track plate are important links in the contact between the driving mechanism of the DSMV and seabed soil.In this study,a numerical simulation is conducted using the coupled Eulerian–Lagrangian(CEL)large deformation numerical method to investigate the interaction between the track plate of the DSMV and the seabed soil under two working conditions:rotating condition and digging condition.First,a soil numerical model is established based on the elastoplastic mechanical characterization using the basic physical and mechanical properties of the seabed soil obtained by in situ sampling.Subsequently,the soil disturbance mechanism and the dynamic mechanical response of the track plate under rotating and digging conditions are obtained through the analysis of the sensitivity of the motion parameters,the grouser structure,the layered soil features and the soil heterogeneity.The results indicate that the above parameters remarkably influence the interaction between the DSMV and the seabed soil.Therefore,it is important to consider the rotating and digging motion of the DSMV in practical engineering to develop a detailed optimization design of the track plate. 展开更多
关键词 deep-sea mining vehicle rotating motion digging motion track plate-seabed soil interaction CEL numerical method
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Experimental research on grouser traction of deep-sea mining machine 被引量:5
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作者 Wenbo MA Qiuhua RAO +1 位作者 Kang FENG Feng XU 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2015年第9期1243-1252,共10页
The traction characteristics of the grouser, cutting the simulative soil of deepsea sediment, with different tooth widths, tooth heights, and ground pressures are studied with traction characteristic test apparatus. A... The traction characteristics of the grouser, cutting the simulative soil of deepsea sediment, with different tooth widths, tooth heights, and ground pressures are studied with traction characteristic test apparatus. A traction-displacement model is obtained by combining the analysis of the cutting mechanism. The results show that the tractiondisplacement curves of grousers with different tooth widths, tooth heights, and ground pressures have the same changing trend, which matches the Wong traction model. Their sensitivity coefficient and shear modulus are slightly fluctuated. Therefore, the average values can be used as the traction model parameters. The maximum traction of the grouser with a two-side edge and a 10 mm tooth width increment changing with the tooth height and ground pressure can be determined according to the grousers with different tooth widths. By combining the traction model parameters, the traction-displacement curve of the grouser with a certain group values of tooth width, tooth height, and ground pressure can be predicted. Therefore, the slip of the mining machine can be prevented to improve the mining efficiency. 展开更多
关键词 deep-sea sediment simulative soil traction test deep-sea mining machine grouser traction model
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Turning traction force of tracked mining vehicle based on rheological property of deep-sea sediment 被引量:7
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作者 Feng XU Qiu-hua RAO Wen-bo MA 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2018年第6期1233-1240,共8页
Based on main physical and mechanical properties of deep-sea sediment from C-C poly-metallic nodule mining area in the Pacific Ocean, the best sediment simulant was successfully prepared by mixing bentonite with a cer... Based on main physical and mechanical properties of deep-sea sediment from C-C poly-metallic nodule mining area in the Pacific Ocean, the best sediment simulant was successfully prepared by mixing bentonite with a certain content of water. Compression-shear coupling rheological constitutive model of the sediment simulant was established by endochronic theory and the coupling rheological parameters were obtained by compressive and compression-shear creep tests. A new calculation formula of turning traction force of the tracked mining vehicle was first derived based on the coupling rheological model and consideration of pushing resistance and sinkage of the tracked mining vehicle. Effects of the turning velocity, crawler spacing and contacting length of crawler with deep-sea sediment on the turning traction force were analyzed. Research results can provide theoretical foundation for operation safety and optimal design of the tracked mining vehicle. 展开更多
关键词 turning traction force compression-shear coupling rheology deep-sea sediment tracked mining vehicle
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Predicting the sinkage of a moving tracked mining vehicle using a new rheological formulation for soft deep-sea sediment 被引量:5
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作者 许锋 饶秋华 马雯波 《Journal of Oceanology and Limnology》 SCIE CAS CSCD 2018年第2期230-237,共8页
The sinkage of a moving tracked mining vehicle is greatly af fected by the combined compression-shear rheological properties of soft deep-sea sediments. For test purposes, the best sediment simulant is prepared based ... The sinkage of a moving tracked mining vehicle is greatly af fected by the combined compression-shear rheological properties of soft deep-sea sediments. For test purposes, the best sediment simulant is prepared based on soft deep-sea sediment from a C-C poly-metallic nodule mining area in the Pacific Ocean. Compressive creep tests and shear creep tests are combined to obtain compressive and shear rheological parameters to establish a combined compressive-shear rheological constitutive model and a compression-sinkage rheological constitutive model. The combined compression-shear rheological sinkage of the tracked mining vehicle at dif ferent speeds is calculated using the Recur Dyn software with a selfprogrammed subroutine to implement the combined compression-shear rheological constitutive model. The model results are compared with shear rheological sinkage and ordinary sinkage(without consideration of rheological properties). These results show that the combined compression-shear rheological constitutive model must be taken into account when calculating the sinkage of a tracked mining vehicle. The combined compression-shear rheological sinkage decrease with vehicle speed and is the largest among the three types of sinkage. The developed subroutine in the Recur Dyn software can be used to study the performance and structural optimization of moving tracked mining vehicles. 展开更多
关键词 SINKAGE RECURDYN soft deep-sea sediment combined compression-shear rheology tracked mining vehicle
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Deep-sea rock mechanics and mining technology:State of the art and perspectives 被引量:3
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作者 Zenghui Liu Kai Liu +4 位作者 Xuguang Chen Zhengkuo Ma Rui Lv Changyun Wei Ke Ma 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2023年第9期1083-1115,共33页
The review covers the development and the state of the art in deep-sea mining rock mechanics,equipment and challenges.It begins by introducing the significance of deep-sea mining,the types and geographical distributio... The review covers the development and the state of the art in deep-sea mining rock mechanics,equipment and challenges.It begins by introducing the significance of deep-sea mining,the types and geographical distribution of deep-sea resources.Section 2 reviews the mechanical properties and fracture mechanism of seabed and related continental rocks,which contributes to the advancement of relevant technologies and theories.Deep-sea mining systems developed by coastal countries are presented in Section 3.Seabed mineral collection systems are critically assessed in Section 4.Subsea mining vehicle is reviewed by walking mechanism and controlling system in Section 5.In Section 6,the development of subsea lifting system is detailed by dividing it into hydraulic and pneumatic lifting modes,and some technical problems in the lifting system are described.An in-depth description of surface support systems is presented in Section 7,which includes the deep-sea mining ship,dynamic positioning system,heave compensation system,launch and retrieval system,mineral disposing system as well as the storage and transferring systems.Section 8 discusses the challenges in the deep-sea mining,in terms of natural occurrence conditions,international legal framework and cooperative mining,environmental protection and economic benefits,etc.Finally,a brief summary and some aspects of prospective research are presented in Section 9. 展开更多
关键词 deep-sea mining deep-sea minerals Seabed mineral collection system Subsea mining vehicle Subsea lifting system
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Theoretical analysis of effect of solid phase on cavitation performance of deep-sea mining pump 被引量:2
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作者 XU Hai-Liang XU Cong WU Bo 《Journal of Chongqing University》 CAS 2018年第2期49-54,共6页
In view of the present situation of low cavitation performance of deep-sea mining slurry pump, the effect of solid phase on the cavitation performance of deep-sea mining pump is analyzed theoretically. The relationshi... In view of the present situation of low cavitation performance of deep-sea mining slurry pump, the effect of solid phase on the cavitation performance of deep-sea mining pump is analyzed theoretically. The relationship between gas and liquid phases are established by cavitation nucleon theory and mass energy equation as well as solid phase and liquid phase, and then we explored the relationship between gas phase and solid phase. The results show that the critical bubble radius and solid-phase concentration flow rate during the cavitation can be related to the liquid pressure. Eq.(19) show that the larger the solid particle concentration and the solid phase flow, the earlier the cavitation will occur, and pump anti-cavitation performance will decline. 展开更多
关键词 deep-sea mining PUMP SOLID-LIQUID TWO-PHASE flow CAVITATION theoretical analysis
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Review of Nodule Mineral Image Segmentation Algorithms for Deep-Sea Mineral Resource Assessment 被引量:1
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作者 Wei Song Lihui Dong +3 位作者 Xiaobing Zhao Jianxin Xia Tongmu Liu Yuxi Shi 《Computers, Materials & Continua》 SCIE EI 2022年第10期1649-1669,共21页
A large number of nodule minerals exist in the deep sea.Based on the factors of difficulty in shooting,high economic cost and high accuracy of resource assessment,large-scale planned commercial mining has not yet been... A large number of nodule minerals exist in the deep sea.Based on the factors of difficulty in shooting,high economic cost and high accuracy of resource assessment,large-scale planned commercial mining has not yet been conducted.Only experimental mining has been carried out in areas with high mineral density and obvious benefits after mineral resource assessment.As an efficient method for deep-sea mineral resource assessment,the deep towing system is equipped with a visual system for mineral resource analysis using collected images and videos,which has become a key component of resource assessment.Therefore,high accuracy in deep-sea mineral image segmentation is the primary goal of the segmentation algorithm.In this paper,the existing deep-sea nodule mineral image segmentation algorithms are studied in depth and divided into traditional and deep learning-based segmentation methods,and the advantages and disadvantages of each are compared and summarized.The deep learning methods show great advantages in deep-sea mineral image segmentation,and there is a great improvement in segmentation accuracy and efficiency compared with the traditional methods.Then,the mineral image dataset and segmentation evaluation metrics are listed.Finally,possible future research topics and improvement measures are discussed for the reference of other researchers. 展开更多
关键词 Polymetallic nodule deep-sea mining image segmentation deep learning
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Influence on the Solid−Liquid Two-Phase Flow from Cross-Section Area of Slurry Pumps for Deep-Sea Mining
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作者 WANG Run-kun ZHU Zu-chao +3 位作者 SU Xiang-hui TANG Da-sheng JIN Xing Maciej GRUSZCZYNSKI 《China Ocean Engineering》 SCIE EI CSCD 2022年第3期439-450,共12页
To explore the mechanism of solid-liquid two-phase flow in deep-sea mining pumps,this paper investigates the influences of the impeller cross-section area on the multi-phase flow in the slurry pump.Experimental and nu... To explore the mechanism of solid-liquid two-phase flow in deep-sea mining pumps,this paper investigates the influences of the impeller cross-section area on the multi-phase flow in the slurry pump.Experimental and numerical results are presented for two-phase flow in four impellers with different cross-section areas.They show that the degree of vortex strength and the passing capacity of particles increase as the cross-section area of the impeller.In addition,the correlations between the two-phase flow and cross-section area have been revealed by a mathematical model taking the force of the flow field into account.The simulation results confirm the theoretical analysis,while the experimental pump performances validate the numerical calculation.The influence of the cross-section area on two-phase flow and pump performance could provide theoretical support for the design of high-performance deep-sea mining slurry pumps. 展开更多
关键词 deep-sea mining slurry pump CFD-DEM solid-liquid two-phase flow Rossby number
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System Identification and Parameter Self-Tuning Controller on Deep-Sea Mining Vehicle
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作者 WENG Qi-wang YANG Jian-min +2 位作者 LIANG Qiong-wen MAO Jing-hang GUO Xiao-xian 《China Ocean Engineering》 SCIE EI CSCD 2023年第1期53-61,共9页
System identification is a quintessential measure for real-time analysis on kinematic characteristics for deep-sea mining vehicle, and thus to enhance the control performance and testing efficiency. In this study, the... System identification is a quintessential measure for real-time analysis on kinematic characteristics for deep-sea mining vehicle, and thus to enhance the control performance and testing efficiency. In this study, the system identification algorithm, recursive least square method with instrumental variables(IV-RLS), is tailored to model ‘Pioneer I’, a deep-sea mining vehicle which recently completed a 1305-meter-deep sea trial in the Xisha area of the South China Sea in August, 2021. The algorithm operates on the sensor data collected from the trial to obtain the vehicle’s kinematic model and accordingly design the parameter self-tuning controller. The performances demonstrate the accuracy of the model, and prove its generalization capability. With this model, the optimal controller has been designed, the control parameters have been self-tuned, and the response time and robustness of the system have been optimized,which validates the high efficiency on digital modelling for precision control of deep-sea mining vehicles. 展开更多
关键词 deep-sea mining system identification parameter self-tuning controller digital modeling
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Blockage of the Deep-Sea Mining Pump Transporting Large Particles with Different Sphericity
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作者 TENG Shuang KANG Can +2 位作者 LI Ming-hui QIAO Jin-yu DING Ke-jin 《China Ocean Engineering》 SCIE EI CSCD 2023年第2期343-352,共10页
The present study aims to plumb blockage of the deep-sea mining pump transporting large particles with different shapes. A numerical work was performed through combining the computational fluid dynamics(CFD) technique... The present study aims to plumb blockage of the deep-sea mining pump transporting large particles with different shapes. A numerical work was performed through combining the computational fluid dynamics(CFD) technique and the discrete element method(DEM). Six particle shapes with sphericity ranging from 0.67 to 1.0 were selected. A velocity triangle is built with the absolute, relative, and circumferential velocities of particles. Velocity triangles with absolute velocity angles ranging from 90° to 180° prevail in the first-stage impeller. With declining sphericity, more particles follow the velocity triangle with absolute velocity angles ranging from 0° to 90°, which weakens the ability of particles to pass through the flow passage. Furthermore, the forces acting on the particles traveling in the impeller passage are analyzed. Large particles, especially non-spherical ones, suffer from high centrifugal force and therefore move along the suction surface of the impeller blades. Non-spherical particles undergo great drag force as a result of large surface area. The distribution of drag force angles is featured by two peaks, and one vanishes due to blockage.As particle sphericity declines, both magnitude and angle of the pressure gradient force decrease. Variation of the drag force and the pressure gradient force causes clockwise deflection of the centripetal force, resulting in deflection and elongation of particle trajectory, which increases the possibility of blockage. 展开更多
关键词 deep-sea mining pump particle sphericity velocity triangle force angle particle trajectory BLOCKAGE
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Big data-driven automatic generation of ship route planning in complex maritime environments 被引量:5
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作者 Peng Han Xiaoxia Yang 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2020年第8期113-120,共8页
With the rapid development of the global economy, maritime transportation has become much more convenient due to large capacities and low freight. However, this means the sea lanes are becoming more and more crowded,l... With the rapid development of the global economy, maritime transportation has become much more convenient due to large capacities and low freight. However, this means the sea lanes are becoming more and more crowded,leading to high probabilities of marine accidents in complex maritime environments. According to relevant historical statistics, a large number of accidents have happened in water areas that lack high precision navigation data, which can be utilized to enhance navigation safety. The purpose of this work was to carry out ship route planning automatically, by mining historical big automatic identification system(AIS) data. It is well-known that experiential navigation information hidden in maritime big data could be automatically extracted using advanced data mining techniques;assisting in the generation of safe and reliable ship planning routes for complex maritime environments. In this paper, a novel method is proposed to construct a big data-driven framework for generating ship planning routes automatically, under varying navigation conditions. The method performs density-based spatial clustering of applications with noise first on a large number of ship trajectories to form different trajectory vector clusters. Then, it iteratively calculates its centerline in the trajectory vector cluster, and constructs the waterway network from the node-arc topology relationship among these centerlines. The generation of shipping route could be based on the waterway network and conducted by rasterizing the marine environment risks for the sea area not covered by the waterway network. Numerous experiments have been conducted on different AIS data sets in different water areas, and the experimental results have demonstrated the effectiveness of the framework of the ship route planning proposed in this paper. 展开更多
关键词 ship route planning AIS big data trajectory data mining electronic chart
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Development of Bayesian Network Models for Risk-Based Ship Design 被引量:3
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作者 Dimitris Konovessis Wenkui Cai Dracos Vassalos 《Journal of Marine Science and Application》 2013年第2期140-151,共12页
In the past fifteen years, the attention of ship safety treatment as an objective rather than a constraint has started to sweep through the whole maritime industry. The risk-based ship design (RBD) methodology, advo... In the past fifteen years, the attention of ship safety treatment as an objective rather than a constraint has started to sweep through the whole maritime industry. The risk-based ship design (RBD) methodology, advocating systematic integration of risk assessment within the conventional design process has started to takeoff. Despite this wide recognition and increasing popularity, important factors that could potentially undermine the quality of the results come from both quantitative and qualitative aspects during the risk assessment process. This paper details a promising solution by developing a formalized methodology for risk assessment through effective storing and processing of historical data combined with data generated through first-principle approaches. This method should help to generate appropriate risk models in the selected platform (Bayesian networks) which can be employed for decision making at design stare. 展开更多
关键词 risk-based ship design risk assessment data mining Bayesian networks ship safety
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Modeling of miner track system during steering motion 被引量:2
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作者 UMARU Samaila 刘少军 韩庆珏 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第2期502-510,共9页
Equipment for deep sea mining has risen from a position of virtual non-existence to a major industrial significance and in deep sea bed mining, the miner is the key equipment of the whole system that charges with the ... Equipment for deep sea mining has risen from a position of virtual non-existence to a major industrial significance and in deep sea bed mining, the miner is the key equipment of the whole system that charges with the most complex and dangerous task.Evaluation of trafficability for tracked vehicles for deep sea mining is essential. Rare earth elements(REEs) are used in a wide range of modern applications. These applications are highly specific and substitutes are inferior or unknown. One possible source of the REE could be the poly-metallic nodule, at present explored in the tropical part of the Pacific Ocean. In developing miners of high performance, dynamic behaviour should be investigated under various traveling conditions. The mechanics of tracked vehicles is of continuing interest to organizations and agencies that specify design and operate tracked vehicles. Most works done are on the complete track vehicle system but in this work the research activity is aimed only at the track system with the basic aim of optimizing the track system design so that it can be manufactured by using the minimum resources. Equations and models are developed for the track system of a miner during steering motion. These equations and models could further be used for design optimization of the track system. 展开更多
关键词 deep-sea mining TRACK design OPTIMIZATION MINER
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Design and implementation of model test installation of heave compensation system of deepsea mining 被引量:2
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作者 胡琼 刘少军 郑皓 《Journal of Central South University》 SCIE EI CAS 2011年第3期642-649,共8页
In order to validate the simulation model and develop heave compensation control strategy,heave compensation model tests were performed.The model test installation includes themining ship motion simulator,the heave co... In order to validate the simulation model and develop heave compensation control strategy,heave compensation model tests were performed.The model test installation includes themining ship motion simulator,the heave compensation system,the lifting pipe simulator,the buffer simulator and the water pool.The tests ofmining ship motion simulator show that it is able to perform under the predetermined attitude path smoothly and can meet the requirements of themining ship motions.The heave compensation effect is more than 60% under random wave and the goal is set to be 50%.The model test results indicate that this heave compensation system is effective and feasible. 展开更多
关键词 deepsea mining heave compensation model test installation mining ship motion simulator gimbal
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基于数据挖掘的大型邮轮船型特征及船型参数分析
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作者 姚丹丽 《舰船科学技术》 北大核心 2024年第6期173-176,共4页
以确定大型邮轮的最优船型参数,提升邮轮的航行性能为目标,提出基于数据挖掘的大型邮轮船型特征及船型参数分析方法。利用模糊C均值聚类算法,聚类大型邮轮船型数据,挖掘大型邮轮船型特征。基于粗糙集理论,对大型邮轮船型特征挖掘结果约... 以确定大型邮轮的最优船型参数,提升邮轮的航行性能为目标,提出基于数据挖掘的大型邮轮船型特征及船型参数分析方法。利用模糊C均值聚类算法,聚类大型邮轮船型数据,挖掘大型邮轮船型特征。基于粗糙集理论,对大型邮轮船型特征挖掘结果约简处理,约简后船型特征对应的参数,作为船型性能优化的船型参数。利用自由变形方法,构建大型邮轮船型变换模型。依据船型参数变化,调整模型控制体的控制顶点,变化大型邮轮形状。利用回归分析方法,拟合船型变换模型中的船型参数,确定大型邮轮的最佳船型参数。实验结果表明,该方法可以精准挖掘大型邮轮船型特征,确定最佳船型参数。最佳船型参数下的邮轮阻力下降了1.48%,提升了大型邮轮的航行性能。 展开更多
关键词 数据挖掘 大型邮轮 船型特征 粗糙集 回归分析
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基于数据挖掘的船舶信息安全风险检测 被引量:1
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作者 张懿爵 《舰船科学技术》 北大核心 2024年第13期171-174,共4页
信息安全是导致船舶航运安全风险发生的主要原因,为保障船舶航运安全,设计基于数据挖掘的船舶信息安全风险检测方法。采用网络爬虫技术收集船舶基本信息、网络通信信息、技术信息等,并对信息实施清洗、集成与转换等预处理。采用关联分... 信息安全是导致船舶航运安全风险发生的主要原因,为保障船舶航运安全,设计基于数据挖掘的船舶信息安全风险检测方法。采用网络爬虫技术收集船舶基本信息、网络通信信息、技术信息等,并对信息实施清洗、集成与转换等预处理。采用关联分析方法提取船舶信息安全风险特征,考虑船舶信息全生命周期的时序性特征,对提取时船舶信息安全特征进行实时变换处理。利用数据挖掘中的支持向量机模型构建舰船信息安全风险检测模型,利用沙丘猫群算法优化模型参数,仿真实验结果表明,该方法能够有效获取研究对象信息安全风险检测结果,降低各类信息安全风险事件发生的概率70%以上,由此说明该方法能够有效保障船舶航运安全。 展开更多
关键词 数据挖掘 船舶信息 安全风险检测 关联分析 支持向量机 参数优化
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舰船综合电力系统继电保护定值校核方法
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作者 吴相坛 尹丽菊 +1 位作者 时慧慧 刘原 《舰船科学技术》 北大核心 2024年第8期153-156,共4页
针对舰船综合电力系统,提出基于大数据的继电保护定值校核方法。首先,针对舰船综合电力系统产生的海量动态数据,利用SOM聚类算法挖掘电力系统的运行数据。然后,采用基于部分失真的SOM聚类算法提高聚类效率,在计算连接权向量后,判断当前... 针对舰船综合电力系统,提出基于大数据的继电保护定值校核方法。首先,针对舰船综合电力系统产生的海量动态数据,利用SOM聚类算法挖掘电力系统的运行数据。然后,采用基于部分失真的SOM聚类算法提高聚类效率,在计算连接权向量后,判断当前最小欧氏距离与该向量的欧氏距离大小,再决定是否继续聚类;最后,依据电力系统运行数据,采用基于Ward等值的故障计算方法获取故障计算结果,参考定值校核规则,完成继电保护定值校核。实验表明,该方法通过SOM聚类处理,能够准确分类出船舶综合电力系统电流以及电压数据,且能够准确获取继电保护线路的定值校核结果,可以为提高舰船综合电力系统安全性提供支持。 展开更多
关键词 大数据 数据挖掘 SOM 舰船综合电力系统 继电保护 定值校核
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河道非法采砂对堤防防洪安全影响分析及研究
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作者 李巍 马飞跃 《山西建筑》 2024年第21期172-175,共4页
河道非法采砂社会影响恶劣,是各部门重点打击的对象,监管中传统手段是对开采出的河砂价值进行鉴定,实际往往难以界定,立案困难。针对非法采砂实例利用侧扫声呐对水下地貌特征进行探测,用无人测量船对水下地形进行测量,给出采砂区的平面... 河道非法采砂社会影响恶劣,是各部门重点打击的对象,监管中传统手段是对开采出的河砂价值进行鉴定,实际往往难以界定,立案困难。针对非法采砂实例利用侧扫声呐对水下地貌特征进行探测,用无人测量船对水下地形进行测量,给出采砂区的平面范围、深度和体积等,对堤防稳定性进行计算,分析研究发现河道采砂区深泓点左右摆动严重,堤防抗滑稳定安全系数不足,严重影响河势稳定,危害防洪安全。文章采用的方法可对非法采砂进行定性定量判定,成本低、适应性强、效率高,为识别非法采砂、进行司法处理提供有效技术支撑,也可适用于中小河流非法采砂的监管。 展开更多
关键词 非法采砂 采砂监管 河势稳定 侧扫声呐 无人测量船
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