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| 1 | Use of machine learning algorithms to assess the state of rockburst hazard in underground coal mine openings显示文摘The risk of rockbursts is one of the main threats in hard coal mines. Compared to other underground mines, the number of factors contributing to the rockburst at underground coal mines is much greater.Factors such as the coal seam tendency to rockbursts, the thickness of the coal seam, and the stress level in the seam have to be considered, but also the entire coal seam-surrounding rock system has to be evaluated when trying to predict the rockbursts. However, in hard coal mines, there are stroke or stress-stroke rockbursts in which the fracture of a thick layer of sandstone plays an essential role in predicting rockbursts. The occurrence of rockbursts in coal mines is complex, and their prediction is even more difficult than in other mines. In recent years, the interest in machine learning algorithms for solving complex nonlinear problems has increased, which also applies to geosciences. This study attempts to use machine learning algorithms, i.e. neural network, decision tree, random forest, gradient boosting, and extreme gradient boosting(XGB), to assess the rockburst hazard of an active hard coal mine in the Upper Silesian Coal Basin. The rock mass bursting tendency index WTGthat describes the tendency of the seam-surrounding rock system to rockbursts and the anomaly of the vertical stress component were applied for this purpose. Especially, the decision tree and neural network models were proved to be effective in correctly distinguishing rockbursts from tremors, after which the excavation was not damaged. On average, these models correctly classified about 80% of the rockbursts in the testing datasets. | Lukasz Wojtecki Sebastian Iwaszenko Derek B.Apel Mirosawa Bukowska Janusz Makówka | 2022 | Journal of Rock Mechanics and Geotechnical Engineering2022，14，3： | 4 |
| 2 | Morphological evidence for secondary vestibular afferent connections to the dorsal cochlear nucleus in the rabbit 显示文摘 | Bukowska D | 2002 | Cells Tissues Organs2002，170，1： | 1 |
| 3 | Homocysteine andmetabolic risk factors in individuals with family history of pre-maUire ischemic stroke 显示文摘 | Mierzecki A Bukowska H Koda K | 2013 | Pol Arch Med Wewn2013，，： | 1 |
| 4 | Activation of the calcineurin signaling pathway induces atrial hypertrophy during atrial fibrillation 显示文摘 | Bukowska A Lendeckel U Hirte D | 2006 | Cell Mol Life Sci2006，63，3： | 1 |
| 5 | The deformation of di-μ-halide dinuclear five-coordinate copper(Ⅱ) complexes in the crystalline state显示文摘 | Bukowska S M Maniukiewicz W Sieron L | 1997 | Acta Cryst1997，53，： | 1 |
| 6 | Decrease in Fibrinogen and LDL-Cholesterol Levels upon Supplementation of Diet with Lactobacillus plantarum in Subjects with Moderately Elevated Cholesterol显示文摘 | BUKOWSKA H PIECZUL-MROZ J JASTRZEBSKA M | 1998 | Atherosclerosis1998，137，2： | 1 |
| 7 | Identification of extra-and intracellular alanyl aminopeptidases as new targets to modulate keratinocyte growth and differentiation显示文摘 | Thielitz A Bukowska A Wolke C | 2004 | Biochem Biophys Res Commun2004，321，4： | 1 |
| 8 | 显示文摘 | JACKOWSKA K BUKOWSKA J JAMKOWSKI M | 1995 | J Electroanal Chem1995，388，： | 1 |
| 9 | Physiologic and pathophysiologic role of calpain:impli-cations for the occurrence of atrial fibrillation 显示文摘 | Bukowska A Lendeckel U Bode-B/Sger S M | 2012 | Card-iovasc Ther2012，30，3： | 1 |
| 10 | Atrial fibrillation down-regulates renal neutral endopeptidase expression and induces profibrotic pathways in the kidney显示文摘 | Bukowska A Lendeckel U Krohn A | | 0，，： | 1 |
| 11 | Anticarcinogenic role of melatonin-potential mecha nisms 显示文摘 | Bukowska A | 2011 | Med Pr2011，62，42： | 1 |
| 12 | Activation of the calcineurin signaling pathway induces atrial hypertrophy during atrial fibrillation显示文摘 | Bukowska A Lendeckel U Hirte D | 2006 | Cell Mol Life Sci2006，63，3： | 1 |
| 13 | Acute atrial tachyarrhythmia induces angiotensin Ⅱ type 1 receptor-mediated oxidative stress and microvascular flow abnormalities in the ventricles显示文摘 | Goette A Bukowska A Dobrev D | | 0，，： | 1 |
| 14 | Poly 1,8-diaminonaphthalene: Sensor for heavy metal ions 显示文摘 | Jackowska K Kudeski A Bukowska J | 1995 | Materials Science Forum1995，191，： | 1 |
| 15 | 显示文摘 | Palys B J Bukowska J Jackowska K | 1997 | Journal of Electroanalytical Chemistry1997，428，： | 1 |
| 16 | Angiotensin II receptor blockade reduces tachycardia-induced atrial adhesion molecule expression 显示文摘 | Goette A Bukowska A Lendeckel U | 2008 | Cireulation2008，117，6： | 1 |
| 17 | Trapping of Cu2+ and VO2+ ions in conducting polymer matrices-EPR studies 显示文摘 | Kudelski A Bukowska J Jackowska K | 1999 | Molecular Structure1999，，： | 1 |
| 18 | A new chromone and flavone synthesis and its utilization for the synthesis of potentially antitumorigenic polycyclic chromones and flavones显示文摘 | Harvey R G Jung T H Bukowska M | | 0，，25： | 1 |
| 19 | Atrial expression ofendothelial nitric oxide synthase in patients with and without atri- al fibrillation显示文摘 | Bukowska A Rocken C Erxleben M | 2010 | Cardiovasc Pathol2010，19，1： | 1 |
| 20 | ROS production and their in- fluence on the cellular antioxidative system in human erythrocytes incubated with daunorubicin and glutaral- dehyde显示文摘 | Marczak A Bukowska B | 2013 | Environ Toxicol Pharmacol2013，36，1： | 1 |
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