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Machine learning methods for rockburst prediction-state-of-the-art review 被引量:21
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作者 Yuanyuan Pu Derek B.Apel +1 位作者 victor liu Hani Mitri 《International Journal of Mining Science and Technology》 SCIE EI CSCD 2019年第4期565-570,共6页
One of the most serious mining disasters in underground mines is rockburst phenomena.They can lead to injuries and even fatalities as well as damage to underground openings and mining equipment.This has forced many re... One of the most serious mining disasters in underground mines is rockburst phenomena.They can lead to injuries and even fatalities as well as damage to underground openings and mining equipment.This has forced many researchers to investigate alternative methods to predict the potential for rockburst occurrence.However,due to the highly complex relation between geological,mechanical and geometric parameters of the mining environment,the traditional mechanics-based prediction methods do not always yield precise results.With the emergence of machine learning methods,a breakthrough in the prediction of rockburst occurrence has become possible in recent years.This paper presents a state-ofthe-art review of various applications of machine learning methods for the prediction of rockburst potential.First,existing rockburst prediction methods are introduced,and the limitations of such methods are highlighted.A brief overview of typical machine learning methods and their main features as predictive tools is then presented.The current applications of machine learning models in rockburst prediction are surveyed,with related mechanisms,technical details and performance analysis. 展开更多
关键词 ROCKBURST prediction BURST LIABILITY Artificial NEURAL network Support VECTOR machine Deep learning
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STRIPES ARE BACK
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作者 victor liu 《城市漫步(上海版、英文)》 2017年第4期24-25,共2页
They say stripes never go out of fashion.And we believe them.Once again,style reports are predicting that tliis timeless motif will be on catwalks-and sidewalks-this summer.Grab one of these classics and we promise it... They say stripes never go out of fashion.And we believe them.Once again,style reports are predicting that tliis timeless motif will be on catwalks-and sidewalks-this summer.Grab one of these classics and we promise it'll still be on trend when stripes are'in'again(which will probably be this time next year). 展开更多
关键词 And STYLE probably
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COOL YOUR JETS Aviators Make a Comeback
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作者 victor liu 《城市漫步(上海版、英文)》 2017年第6期20-21,共2页
Geek chic is on the way out-and that means thick-framed specs are too.Wire­framed sunglasses are enjoying a real revival,with sales of aviators exploding in particular.King of pilot swag,Ray-Ban,has launched a ne... Geek chic is on the way out-and that means thick-framed specs are too.Wire­framed sunglasses are enjoying a real revival,with sales of aviators exploding in particular.King of pilot swag,Ray-Ban,has launched a new range of aviators.And they're not the only ones cashing in on the trend.Here's our pick of the bunch. 展开更多
关键词 GLASSES COOL BUNCH
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YEEZY DOES IT
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作者 victor liu 《城市漫步(GBA版)》 2017年第5期24-25,共2页
Kanye's iconic sneaker collection,Adidas Yeezy,has inspired a new generationof athletic,thick-soled kicks.Want to get the look without liming Mr.West's pockets?Here are some alternatives.
关键词 THICK DOE POCKET
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YEEZY DOES IT
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作者 victor liu 《城市漫步(上海版、英文)》 2017年第5期22-23,共2页
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