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Research on the Resistance of Cutting Mechanism of Mining Longitudinal Roadheader
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作者 Mengjiao NIU Yong ZHAO Yongliang YUAN 《Mechanical Engineering Science》 2024年第1期8-12,共5页
In order to accurately obtain the dynamic characteristics of the cutting mechanism of the mining longitudinal roadheader,combined with the working principle of the mining longitudinal roadheader,the theoretical analys... In order to accurately obtain the dynamic characteristics of the cutting mechanism of the mining longitudinal roadheader,combined with the working principle of the mining longitudinal roadheader,the theoretical analysis and derivation are carried out in detail.By using ADAMS to simulate,the resistance curve and torque curve of the cutting mechanism in different directions are obtained.The results show that ADAMS can effectively predict the excavation resistance and torque of the cutting mechanism of mining longitudinal roadheader,which has certain reference value for future optimization design. 展开更多
关键词 longitudinal roadheader cutting mechanism dynamic characteristics DYNAMICS
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Prediction of roadheaders' performance using artificial neural network approaches (MLP and KOSFM) 被引量:11
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作者 Arash Ebrahimabadi Mohammad Azimipour Ali Bahreini 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2015年第5期573-583,共11页
A pplication o f m echanical excavators is one o f th e m o st com m only used excavation m eth o d s because itcan bring th e p ro ject m ore productivity, accuracy and safety. A m ong th e m echanical excavators, ro... A pplication o f m echanical excavators is one o f th e m o st com m only used excavation m eth o d s because itcan bring th e p ro ject m ore productivity, accuracy and safety. A m ong th e m echanical excavators, roadhead ers are m echanical m iners w h ich have b een extensively u se d in tu n n elin g , m ining an d civil indu stries. Perform ance pred ictio n is an im p o rta n t issue for successful ro a d h e a d e r application andgenerally deals w ith m achine selection, p ro d u ctio n rate an d b it consu m p tio n . The m ain aim o f thisresearch is to investigate th e c u ttin g p erfo rm an ce (in stan tan eo u s c u ttin g rates (ICRs)) o f m ed iu m -d u tyro ad h ead ers by using artificial neural n etw o rk (ANN) approach. T here are d ifferent categories forANNs, b u t based o n train in g alg o rith m th e re are tw o m ain k in d s: supervised and u n su p erv ised . Them u lti-lay er p ercep tro n (MLP) an d K ohonen self-organizing feature m ap (KSOFM) are th e m o st w idelyused neu ral netw o rk s for supervised an d u n su p erv ised ones, respectively. For gaining this goal, ad atab ase w as prim arily provided from ro ad h e a d e rs' p erfo rm an ce an d geom echanical characteristics o frock form ations in tu n n els and d rift galleries in Tabas coal m ine, th e larg est an d th e only fullymech an ized coal m ine in Iran. T hen th e datab ase w as analyzed in o rd e r to yield th e m ost im p o rtan tfactor for ICR by using relatively im p o rta n t factor in w hich G arson eq u atio n w as utilized. The MLPn etw o rk w as train ed by 3 in p u t p ara m e te rs including rock m ass pro p erties, rock quality d esignation(RQD), in tact rock p ro p erties such as uniaxial com pressive stre n g th (UCS) an d Brazilian ten sile stren g th(BTS), and o n e o u tp u t p a ra m e te r (ICR). In o rd e r to have m ore v alidation o n MLP o u tp u ts, KSOFM visualizationw as applied. The m ean square e rro r (MSE) an d regression coefficient (R ) o f MLP w e re found tobe 5.49 an d 0.97, respectively. M oreover, KSOFM n etw o rk has a m ap size o f 8 x 5 and final qu an tizatio nan d topographic erro rs w e re 0.383 an d 0.032, respectively. The results show th a t MLP neural n etw orkshave a strong capability to p red ict an d ev alu ate th e perfo rm an ce o f m ed iu m -d u ty ro ad h ead ers in coalm easu re rocks. Furtherm ore, it is concluded th a t KSOFM neural n etw o rk is an efficient w ay for u n d e rstand in g system beh av io r an d know ledge extraction. Finally, it is indicated th a t UCS has m ore influenceo n ICR b y applying th e b e st train ed MLP n etw o rk w eig h ts in G arson eq u atio n w h ich is also confirm ed byKSOFM. 展开更多
关键词 Artificial neural network(ANN) Performance prediction roadheader Instantaneous cutting rate(ICR) Tabas coal mine project
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A new model to predict roadheader performance using rock mass properties 被引量:7
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作者 Yazdani-Chamzini ABDOLREZA SIAMAK Haji Yakhchali 《Journal of Coal Science & Engineering(China)》 2013年第1期51-56,共6页
Prediction of roadheader performance plays a significant role in the plan of tunnel construction, which is influenced by different key parameters, including rock strength, discontinuity in rock mass, type and specific... Prediction of roadheader performance plays a significant role in the plan of tunnel construction, which is influenced by different key parameters, including rock strength, discontinuity in rock mass, type and specifications of roadheader machine, and brittleness. The main aim of this study is to build a robust empirical equation based on rock mass properties for the roadheader performance prediction. For achieving the aim, a dataset composed of roadheader performance rate and rock properties is established using the dataset compiled from an underground coal mine located in a remote rugged desert environment some 85 km south of Tabas City in mid east Iran. By using gathered data, the statistical analyses are conducted between rock mass properties and roadheader performance to find whether there is a significant relationship between input variables and roadheader performance. The results show that rock mass properties have a considerable impact on the rate of the roadheader performance. It is demonstrated that the proposed model can accurately predict the roadheader performance as a function of rock mass properties. 展开更多
关键词 roadheader performance Tabas Coal Mine rock mass property alpha angle prediction
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Support-surrounding rock relationship and top-coal movement laws in large dip angle fully-mechanized caving face 被引量:6
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作者 Hu Shaoxuan Ma Liqiang +1 位作者 Guo Jinshuai Yang Peiju 《International Journal of Mining Science and Technology》 EI CSCD 2018年第3期533-539,共7页
When mining the fully-mechanized longwall caving face along strike, the unstable equipment, the low top-coal recovery ratio and the difficulty in controlling surrounding rock may occur due to large dip angle. Consider... When mining the fully-mechanized longwall caving face along strike, the unstable equipment, the low top-coal recovery ratio and the difficulty in controlling surrounding rock may occur due to large dip angle. Considering the effects of strike angle on support stability, the ‘‘support-surrounding rock"mechanical models of support topple and support slip were established in this paper. On the basis, the influencing factors of support stability were analyzed and the technical measures of controlling support and surrounding rock stability were put forward. Then the loose particles simulation experiment was conducted to analyze the impacts of caving directions and methods on the top-coal recovery in large dip angle fully-mechanized caving face. Finally, the ‘‘upward sequence and double-openings doublerounds" caving technology was determined. The research results are of great scientific significance and practical values to improve large dip thick seam mining technology. 展开更多
关键词 Large dip angle Thick seam fully-mechanized caving Working resistance Top-coal movement
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Numerical simulation for determining three zones in the goaf at a fully-mechanized coal face 被引量:10
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作者 HE Xiao-gang ZHANG Ren-wei +3 位作者 PEI Xiao-dong SUN Yong TONG Bo-gen HUANG Hua-shan 《Journal of China University of Mining and Technology》 EI 2008年第2期199-203,共5页
According to the theory of ventilation network, a model for a filtration flow field in goaf was built and simulation soft- ware for determining the three zones in goaf has been developed. This software uses no-gap-con... According to the theory of ventilation network, a model for a filtration flow field in goaf was built and simulation soft- ware for determining the three zones in goaf has been developed. This software uses no-gap-connection between Visual Basic (VB) and Excel to exchange data, uses Component Object Model (COM) component of MATLAB to plot charts of the three zones and to export the corresponding coordinates of the isolines. An example shows that this software is convenient and simple. By using it, the three zones can be easily determined. The software is convenient in studies and analyses of the three zones in goaf. 展开更多
关键词 fully-mechanized coal face spontaneous combustion filtration flow field limit of rate of speed
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Characteristics of Gas Emission at Super-Length Fully-Mechanized Top Coal Caving Face 被引量:10
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作者 XU Jia-lin YU Bei-jian +1 位作者 LOU Jin-fu WANG Dong-ping 《Journal of China University of Mining and Technology》 EI 2007年第4期447-452,共6页
Characteristics of gas emission at the K8206 working face in the Third mine of the Yangquan Coal Group were investigated. The effects of strata movement,advancing velocity of working face,production capacity of workin... Characteristics of gas emission at the K8206 working face in the Third mine of the Yangquan Coal Group were investigated. The effects of strata movement,advancing velocity of working face,production capacity of working face and gas extraction capability of strike high-level entry on gas emission at K8206 working face were analyzed. A regression equation,reflecting the relationship between relative gas emission rate and the production capacity of work-ing faces,was established. Another regression equation showing the relationship between the gas emission rate from adjacent layers when the working face was advancing for one metre and advancing velocity was derived. It can be con-cluded that,1) the amount of gas emitted at the K8206 working face is far greater than that of ordinary top coal caving faces with a dip length of 180-190 m; 2) the dynamic process of gas emission from adjacent layers during the initial mining stage is controlled by the movement of key strata; 3) the amount of gas emitted that needs to be forced out by air is greatly affected by the capability of gas extraction; 4) when the advancing velocity is between 3.5-5.5 m/d or when the output is up to 8-12 kt/d,the gas emission from adjacent layers is almost constant. 展开更多
关键词 super-length fully-mechanized top coal caving face characteristics of gas emission strata movement
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Waste-filling in fully-mechanized coal mining and its application 被引量:27
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作者 MIAO Xie-xing ZHANG Ji-xiong FENG Mei-mei 《Journal of China University of Mining and Technology》 EI 2008年第4期479-482,共4页
A fully-mechanized coal mining (FMCM) technology capable of filling up the goaf with wastes (including solid wastes) is described. Industrial tests have proved that by using this technology not only can waste be re-us... A fully-mechanized coal mining (FMCM) technology capable of filling up the goaf with wastes (including solid wastes) is described. Industrial tests have proved that by using this technology not only can waste be re-used but also coal resources can be exploited with a higher recovery rate without removing buildings located over the working faces. Two special devices, a hydraulic support and a scraper conveyor, run side-by-side on the same working face to simultaneously realize mining and filling. These are described in detail. The tests allow analysis of rock pressure and ground subsidence when backfilling techniques are employed. These values are compared to those from mining without using backfilling techniques, under the same geological conditions. The concept of equivalent mining height is proposed based on theoretical analysis of rock pressure and ground subsidence. The upper limits of the rock pressure and ground subsidence can be estimated in backfilling mining using this concept along with traditional engineering formulae. 展开更多
关键词 fully-mechanized coal mining coal mining with gangue backfilling mining under buildings railways and water bodies rock pressure around coal face control of ground subsidence
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Patterns governing distribution of surrounding-rock stress and strata behaviors of fully-mechanized caving faces 被引量:3
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作者 谢广祥 刘全明 +1 位作者 查文华 华心祝 《Journal of Coal Science & Engineering(China)》 2004年第1期5-8,共4页
By employing numerical modeling, similar material simulation and comprehen-sive field observation, investigations were made and patterns were obtained governing surrounding-rock stress distribution and strata behavior... By employing numerical modeling, similar material simulation and comprehen-sive field observation, investigations were made and patterns were obtained governing surrounding-rock stress distribution and strata behaviors. It shows that patterns governing displacement of FMC roadway surrounding rocks and those governing deformation of supports are basically the same along the strike, but the displacements vary greatly. The front stresses affect greater areas than the lateral stresses and their limit widths of equilib-rium zones and K are almost similar. The stress transmits very deep. Our findings offer scientific basis on which to determine parameters for coal pillar retaining and for roadway out-laying, thus increasing the recovery ratio and improving the maintenance of roadway. 展开更多
关键词 fully-mechanized caving face (FMC faces) stress surrounding-rock stress
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Analysis of Noise at Coal Face by Fully-Mechanized Coal Winning Technology 被引量:1
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作者 刘照鹏 《Journal of China University of Mining and Technology》 2003年第1期113-116,共4页
The noise level of coal face by full-mechanized coal winning technology was measured in a coal mine. And then it was analyzed and evaluated using environment science, ergonomics and fussy mathematics analysis. Basis o... The noise level of coal face by full-mechanized coal winning technology was measured in a coal mine. And then it was analyzed and evaluated using environment science, ergonomics and fussy mathematics analysis. Basis of the statistics and analysis of the measured noise level some measures, such as applying the new materials and improving the construction of the equipment, were carried out. The resuts show that they can reduce the noise level, improve the working environment and enhance the work efficiency. 展开更多
关键词 noise coal face fully-mechanized coal winning technology ANALYSIS
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Study on gob-side entry retaining in fully-mechanized longwall with top-coal caving and its application 被引量:13
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作者 Su Hai Bai Jianbiao +2 位作者 Yan Shuai Chen Yong Zhang Zizheng 《International Journal of Mining Science and Technology》 SCIE EI CSCD 2015年第3期503-510,共8页
Based on the engineering background of gob-side entry retaining in fully-mechanized longwall with top coal caving(GER-FLTC) on N2105 working face of Yuwu coal mine, by adopting the methods of theoretical analysis and ... Based on the engineering background of gob-side entry retaining in fully-mechanized longwall with top coal caving(GER-FLTC) on N2105 working face of Yuwu coal mine, by adopting the methods of theoretical analysis and numerical calculation, the control techniques of surrounding rocks in GER-FLTC working face are studied in this paper. The two main difficulties of stability of surrounding rocks at gob-side retained entry in fully-mechanized longwall working face are the stability control of top coal and control of large deformation of GER-FLTC working face. Interaction mechanical model between roofing and roadside backfilling in GER-FLTC is established and the equations for the calculation of roof-cutting resistance of roadside backfilling are derived. Results of numerical calculation show that the damage zones of top coal can be categorized into the delaminating zone of top coal above the backfilling, tensile damage zone of top coal above the retained roadway and shear damage zone of the upper rib of the solid coal. Stability control of top coal is the critical part to success of GER-FLTC. With consideration of large deformation of surrounding rocks of gob-side retained entry in fully-mechanized longwall, the support technique of‘‘roofing control and wall strengthening'' is proposed where high strength and highly prestressed anchor rods and diagonal tensile anchor cables support are used for top coal, high strength and highly prestressed yielding anchor rod support is used for solid coal and roadside prestressed load-carrying backfilling is constructed by high-water material, in order to maintain the integrity of the top coal, transfer load, high resistance yielding load-carrying of solid coal, roof-cutting of roadside backfilling and support,and to achieve GER-FLTC. Results from this study are successfully applied in engineering practice. 展开更多
关键词 Gob-side entry retaining in fully-mechanized longwan with top coal caving Stability control of top coalLarge deformation control Roofing control and wall strengthening
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SAFETY PROBLEMS IN FULLY-MECHANIZED TOP-COAL CAVING LONGWALL FACES 被引量:1
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作者 吴健 郭文章 《Journal of China University of Mining and Technology》 1994年第2期20-25,共6页
The thick-san top-ctal catrig technology has been in use in China for over a decade,and has given rise to siguscant economic efficiendes. Eftorts in reeent years to extend its applica tion to more complex mining condi... The thick-san top-ctal catrig technology has been in use in China for over a decade,and has given rise to siguscant economic efficiendes. Eftorts in reeent years to extend its applica tion to more complex mining conditions, mostly high-gas seams , with or without proneness ofspontaneous combustion. have brought about new safety problems This paper will highlight thefcatures and problems retared with thick-seam top-coal caving systems, compared with conventionai, fully-mecbanized longwall systems , particularly issues retated to methane, spontaneous combustion and dust,and disam the methods and measures to ded with them. 展开更多
关键词 fully-mechanized top-coal caving method METHANE spontaneous combustion coal dust
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Mechanical analysis on deformation of surrounding rock with road-in packing of gob-side entry retaining in fully-mechanized sub-level caving face 被引量:1
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作者 朱川曲 缪协兴 刘泽 《Journal of Coal Science & Engineering(China)》 2008年第1期24-28,共5页
Based on the movement regularity of surrounding rock with road-in packing of gob-side entry retaining in fully-mechanized sub-level caving face(RPGERFCF),the me- chanical model of its surrounding rock was established ... Based on the movement regularity of surrounding rock with road-in packing of gob-side entry retaining in fully-mechanized sub-level caving face(RPGERFCF),the me- chanical model of its surrounding rock was established and the calculating formulas of the deformation of the roof,coal wall and filling body were attained.By the mechanical analy- sis to the deformation of the surrounding rock of RPGERFCF,the major factors influencing the deformation of the surrounding rock were found out and the technologic approaches reduced the deformation and enhanced the stability of the surrounding rock were put for- ward.Consequently,the scientific bases were provided for the stability control of the sur- rounding rock of RPGERFCF. 展开更多
关键词 road-in packing of gob-side entry retaining in fully-mechanized sub-level cav-ing face (RPGERFCF) deformation of surrounding rock mechanical model mechanicalanalysis
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Reliability Analysis of Production System of Fully-Mechanized Face Based on Output Statistic
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作者 CAI Qing-xiang LI Nai-liang 《Journal of China University of Mining and Technology》 EI 2005年第4期275-278,共4页
Production system of fully-mechanized face is a complicated system composed of human, machine and environment, meantime influenced by various random factors. Analyzing the reliability of system needs plentiful data by... Production system of fully-mechanized face is a complicated system composed of human, machine and environment, meantime influenced by various random factors. Analyzing the reliability of system needs plentiful data by means of system faults statistic. Based on the viewpoint that shift output of fully-mechanized face is the result of various random factors’ synthetical influence, the process of how to analyze its reliability was deduced by using probability theory, symbolic statistics theory and systematic reliability theory combined with the concrete case study in this paper. And it has been proved that this method is feasible and valuable. 展开更多
关键词 OUTPUT ANALYSIS fully-mechanized face RELIABILITY
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Vibration Control on Roadheader with Horizontal Cutting Head of Electric-Control-Box
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作者 安伟 陆信 +2 位作者 魏任之 吴淼 黄民 《Journal of China University of Mining and Technology》 2003年第2期183-186,222,共5页
Analysis and measurements of the vibration on AM50 horizontal axis roadheader of electric-control-box was carried out, and the vibration characteristics were obtained. Based on the results, a new type of wire rope iso... Analysis and measurements of the vibration on AM50 horizontal axis roadheader of electric-control-box was carried out, and the vibration characteristics were obtained. Based on the results, a new type of wire rope isolator was designed, whose characteristics were examined by experiments. The tests show that the wire rope isolator achieves satisfied results and can meet the requirements for the vibration control of the roadheader of electric-control-box. 展开更多
关键词 roadheader electric-control-boxt vibration wire rope isolator
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Study on safe thickness of overlying thin bedrock in fully-mechanized top-coal caving face with thick coal seam
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作者 方新秋 黄汉富 何杰 《Journal of Coal Science & Engineering(China)》 2007年第4期507-511,共5页
To prevent support crush, the overlying strata safe thickness and its influential elements were studied by the adoption of theoretical analysis, numerical simulation and in-situ measurement. According to the productio... To prevent support crush, the overlying strata safe thickness and its influential elements were studied by the adoption of theoretical analysis, numerical simulation and in-situ measurement. According to the production and geological condition of first face in Sima coal mine, the results indicate that the clay contains large permissible bearing ability and has better arching force. After mining destruction, stable structure is formed in bedrock to ensure face safety. The clay thickness & bedrock thickness are the key influential elements to stable structure. The minimal bedrock thickness is about 40 m to ensure safe mining under loose surface soil condition. When surface soil contains mainly thick clay, it forms steady structure with the composition of thin bedrock, so that it can reduce minimal thickness of bedrock and to ensure safe mining. When clay thickness is 40 m, minimal bedrock thickness is 20 m. When clay thickness is 30 m, minimal bedrock thickness is 30 m. Bearing pressure peak ranges from 5 to 15 m in the front face under thin bedrock condition. The bearing pressure distribution range is 15 m. Main roof break distance is small, and initial weighting of main roof is not distinctive, while first periodic weighting of main roof is quite distinctive. 展开更多
关键词 fully-mechanized mining with top coal caving thin bedrock CLAY safety thickness
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Analysis and control of hydraulic support stability in fully-mechanized longwall face to the dip with great mining height
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作者 华心祝 王家臣 《Journal of Coal Science & Engineering(China)》 2008年第3期399-402,共4页
The working condition of the hydraulic support in working face can be divided into three kinds of situations in the following: roof fall and col,lapse with cavity, advancing support and supporting. Took single suppor... The working condition of the hydraulic support in working face can be divided into three kinds of situations in the following: roof fall and col,lapse with cavity, advancing support and supporting. Took single support with four-pole in Iongwall face to the dip as research object, control method was studied to avoid support instability in three situations mentioned above. Based on these researches, the major factors of influencing on support stability and its controlling measures were put forward. According to specific conditions of working face 1215(3), which is fully-mechanized and Iongwall face to the dip with great mining height in Zhangji Coal Mine, Huainan Mining Group, the effective measures was taken to control supports stability.. 展开更多
关键词 longwall face to the dip fully-mechanized working face with great mining height supports stability control
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Analysis on distribution law of the abutment pressure of the integrated coal beside the road-in packing for gob-side entry retaining in fully-mechanized caving face
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作者 Zhu Chuanqu Liu Ze +1 位作者 Wang Weijun Zhang Daobing 《Engineering Sciences》 EI 2009年第3期23-27,共5页
The three-dimensional damage constitutive relationship of coal is established and distribution law of the abutment pressure of the integrated coal beside the road-in packing for gob-side entry retaining in fully-mecha... The three-dimensional damage constitutive relationship of coal is established and distribution law of the abutment pressure of the integrated coal beside the road-in packing for gob-side entry retaining in fully-mechanized caving face under the effect of given deformation of the main roof is analyzed by the damage mechanics theory. And the relationship between distribution of the abutment pressure and thickness of coal seam is explored. The presented result is of great theoretical significance and practical value to the study on stability control of the surrounding rock of road-in packing for gob-side entry retaining in fully-mechanized caving face. 展开更多
关键词 road-in packing for gob-side entry retaining in fully-mechanized caving face integrated coal beside the roadway abutment pressure damage mechanics
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煤矿掘进机自定位截割控制方法及试验研究 被引量:1
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作者 刘送永 吴洪状 +2 位作者 程诚 宋明江 崔玉明 《中国机械工程》 EI CAS CSCD 北大核心 2024年第7期1318-1329,共12页
开展了掘进机自定位截割控制方法及试验研究,提出了掘进机自定位截割控制策略,使用基于单目视觉与深度学习的掘进机机体六自由度位姿检测方法,以及具有规定性能的双层模糊自适应反步控制方法实现了掘进机自定位截割,并将其用于机体任意... 开展了掘进机自定位截割控制方法及试验研究,提出了掘进机自定位截割控制策略,使用基于单目视觉与深度学习的掘进机机体六自由度位姿检测方法,以及具有规定性能的双层模糊自适应反步控制方法实现了掘进机自定位截割,并将其用于机体任意位姿下的截割头循迹跟踪控制。在掘进机两种不同的机体位姿下进行了截割头循迹跟踪控制试验,试验结果显示最大轮廓误差分别在48 mm和52 mm(约2.14%与2.32%)以内,验证了提出的掘进机自定位截割控制方法的有效性。 展开更多
关键词 巷道掘进机 位姿检测 轨迹跟踪控制 自定位截割
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煤矿井下掘进机器人路径规划方法研究 被引量:1
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作者 张旭辉 郑西利 +4 位作者 杨文娟 李语阳 麻兵 董征 陈鑫 《煤田地质与勘探》 EI CAS CSCD 北大核心 2024年第4期152-163,共12页
针对煤矿非全断面巷道条件下掘进机器人移机难度大、效率低下等问题,分析了煤矿井下非结构化环境特征及掘进机器人运动特性,提出了基于深度强化学习的掘进机器人机身路径规划方法。利用深度相机将巷道环境实时重建,在虚拟环境中建立掘... 针对煤矿非全断面巷道条件下掘进机器人移机难度大、效率低下等问题,分析了煤矿井下非结构化环境特征及掘进机器人运动特性,提出了基于深度强化学习的掘进机器人机身路径规划方法。利用深度相机将巷道环境实时重建,在虚拟环境中建立掘进机器人与巷道环境的碰撞检测模型,并使用层次包围盒法进行虚拟环境碰撞检测,形成巷道边界受限下的避障策略。考虑到掘进机器人形体大小且路径规划过程目标单一,在传统SAC算法的基础上引入后见经验回放技术,提出HER-SAC算法,该算法通过环境初始目标得到的轨迹扩展目标子集,以增加训练样本、提高训练速度。在此基础上,基于奖惩机制建立智能体,根据掘进机器人运动特性定义其状态空间与动作空间,在同一场景下分别使用3种算法对智能体进行训练,综合平均奖励值、最高奖励值、达到最高奖励值的步数以及鲁棒性4项性能指标进行对比分析。为进一步验证所提方法的可靠性,采用虚实结合的方式,通过调整目标位置设置2种实验场景进行掘进机器人的路径规划,并将传统SAC算法和HER-SAC算法的路径结果进行对比。结果表明:相较于PPO算法和SAC算法,HER-SAC算法收敛速度更快、综合性能达到最优;在2种实验场景下,HER-SAC算法相比传统SAC算法规划出的路径更加平滑、路径长度更短、路径终点与目标位置的误差在3.53 cm以内,能够有效地完成移机路径规划任务。该方法为煤矿掘进机器人的自主移机控制奠定了理论基础,为煤矿掘进设备自动化提供了新方法。 展开更多
关键词 掘进机器人 路径规划 深度强化学习 智能体 虚实结合 改进SAC算法 煤矿
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基于改进滑模控制的悬臂式掘进机轨迹跟踪技术
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作者 张旭辉 李语阳 +3 位作者 杨文娟 张超 郑西利 麻兵 《工程设计学报》 CSCD 北大核心 2024年第4期491-501,共11页
针对传统滑模控制在悬臂式掘进机轨迹跟踪中存在全局收敛速度慢、抖振显著等不足,提出了一种基于新型趋近律的改进滑模控制方法。通过在传统指数趋近律基础上引入掘进机机身的横向偏差、航向角偏差以及幂次趋近项,实现了掘进机轨迹偏差... 针对传统滑模控制在悬臂式掘进机轨迹跟踪中存在全局收敛速度慢、抖振显著等不足,提出了一种基于新型趋近律的改进滑模控制方法。通过在传统指数趋近律基础上引入掘进机机身的横向偏差、航向角偏差以及幂次趋近项,实现了掘进机轨迹偏差的快速收敛以及抖振的削弱;同时,采用边界层法进一步抑制抖振,解决了趋近律中符号函数乘积项易引起抖振的问题。分析了新型趋近律的存在性、可达性以及稳定性,并推导了干扰稳态误差的区间。考虑掘进机的不确定扰动,对传统滑模控制与改进滑模控制方法进行了仿真对比。结果表明,改进滑模控制的控制精度、收敛速度及抗干扰能力均优于传统滑模控制。最后,通过搭建实验平台测试了掘进机轨迹跟踪控制系统的性能,验证了改进滑模控制方法的可行性和有效性。研究结果可为煤矿井下恶劣环境中采掘装备的智能控制提供重要参考。 展开更多
关键词 悬臂式掘进机 新型趋近律 轨迹跟踪 滑模控制
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