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Erschienen in: Rock Mechanics and Rock Engineering 3/2018

18.11.2017 | Original Paper

Application of Composite Indices for Improving Joint Detection Capabilities of Instrumented Roof Bolt Drills in Underground Mining and Construction

verfasst von: Wenpeng Liu, Jamal Rostami, Derek Elsworth, Asok Ray

Erschienen in: Rock Mechanics and Rock Engineering | Ausgabe 3/2018

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Abstract

Roof bolts are the dominant method of ground support in mining and tunneling applications, and the concept of using drilling parameters from the bolter for ground characterization has been studied for a few decades. This refers to the use of drilling data to identify geological features in the ground including joints and voids, as well as rock classification. Rock mass properties, including distribution of joints/voids and strengths of rock layers, are critical factors for proper design of ground support to avoid instability. The goal of this research was to improve the capability and sensitivity of joint detection programs based on the updated pattern recognition algorithms in sensing joints with smaller than 3.175 mm (0.125 in.) aperture while reducing the number of false alarms, and discriminating rock layers with different strengths. A set of concrete blocks with different strengths were used to simulate various rock layers, where the gap between the blocks would represent the joints in laboratory tests. Data obtained from drilling through these blocks were analyzed to improve the reliability and precision of joint detection systems. While drilling parameters can be used to detect the gaps, due to low accuracy of the results, new composite indices have been introduced and used in the analysis to improve the detection rates. This paper briefly discusses ongoing research on joint detection by using drilling parameters collected from a roof bolter in a controlled environment. The performances of the new algorithms for joint detection are also examined by comparing their ability to identify existing joints and reducing false alarms.

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Literatur
Zurück zum Zitat Anderson R, Prosser LJ (2007) Improving the capability for real time assessment of roof conditions through intelligent roof bolt drilling operations. In: Proceedings of 26th international conference on ground control in mining, Morgantown, WV, pp 287–292 Anderson R, Prosser LJ (2007) Improving the capability for real time assessment of roof conditions through intelligent roof bolt drilling operations. In: Proceedings of 26th international conference on ground control in mining, Morgantown, WV, pp 287–292
Zurück zum Zitat Bahrampour S, Rostami J, Naeimipour A, Collins G, Kahraman S (2013) Instrumentation of a roof bolter machine for void detection and rock characterization. In: Proceedings of 32nd international conference on ground control in mining, Morgantown, WV, pp 273–281 Bahrampour S, Rostami J, Naeimipour A, Collins G, Kahraman S (2013) Instrumentation of a roof bolter machine for void detection and rock characterization. In: Proceedings of 32nd international conference on ground control in mining, Morgantown, WV, pp 273–281
Zurück zum Zitat Bahrampour S, Rostami J, Naeimipour A, Collins G (2014) Rock characterization using time-series classification algorithms. In: Proceedings of 33rd international conference on ground control in mining, Morgantown WV, July 2014 Bahrampour S, Rostami J, Naeimipour A, Collins G (2014) Rock characterization using time-series classification algorithms. In: Proceedings of 33rd international conference on ground control in mining, Morgantown WV, July 2014
Zurück zum Zitat Bahrampour S, Rostami J, Ray A, Naeimipour A, Collins G (2015) Ground characterization and roof mapping using online change detection. Int J Min Sci Technol 25:905–913CrossRef Bahrampour S, Rostami J, Ray A, Naeimipour A, Collins G (2015) Ground characterization and roof mapping using online change detection. Int J Min Sci Technol 25:905–913CrossRef
Zurück zum Zitat Basseville M, Nikiforov IV (1993) Detection of abrupt changes: theory and application, vol 104. Prentice Hall, Englewood Cliffs Basseville M, Nikiforov IV (1993) Detection of abrupt changes: theory and application, vol 104. Prentice Hall, Englewood Cliffs
Zurück zum Zitat Collins CM, Wilson G, Tang D, Peng S (2004) Field testing of a real-time roof mapping drilling display system in a limestone mine. In: Proceedings of 23rd international conference on ground control in mining, Morgantown, WV Collins CM, Wilson G, Tang D, Peng S (2004) Field testing of a real-time roof mapping drilling display system in a limestone mine. In: Proceedings of 23rd international conference on ground control in mining, Morgantown, WV
Zurück zum Zitat Finfinger G, Peng S, Gu Q, Wilson G (2000) An approach to identifying geological properties from roof bolter drilling parameters. In: Proceedings of 19th international conference on ground control in mining, Morgantown, WV, pp 1–12 Finfinger G, Peng S, Gu Q, Wilson G (2000) An approach to identifying geological properties from roof bolter drilling parameters. In: Proceedings of 19th international conference on ground control in mining, Morgantown, WV, pp 1–12
Zurück zum Zitat Hill JRM, Smelser TW, Signer SP, Miller GG (1993). Intelligent drilling system for geological sensing. In: Proceedings of 1993 EEE/RSJ international conference on intelligent robots and systems, Yokohama, Japan, pp 495–501 Hill JRM, Smelser TW, Signer SP, Miller GG (1993). Intelligent drilling system for geological sensing. In: Proceedings of 1993 EEE/RSJ international conference on intelligent robots and systems, Yokohama, Japan, pp 495–501
Zurück zum Zitat Hoffman MP (1994) Computer-based monitoring and control of a mast-type roof drill. In: SME annual meeting, Albuquerque, New Mexico Hoffman MP (1994) Computer-based monitoring and control of a mast-type roof drill. In: SME annual meeting, Albuquerque, New Mexico
Zurück zum Zitat Itakura K (1998) Current drill monitoring system using mechanical data of drilling machine and estimation of roof rock structure. In: Proceedings of Aust.-Japan technology exchange workshop in coal mining, vol 98. Brisbane, Australia, pp 8–10 Itakura K (1998) Current drill monitoring system using mechanical data of drilling machine and estimation of roof rock structure. In: Proceedings of Aust.-Japan technology exchange workshop in coal mining, vol 98. Brisbane, Australia, pp 8–10
Zurück zum Zitat Itakura K, Sato K, Deguchi G, Ichihara Y, Matsumoto H, Eguchi H (1997) Development of a roof-logging system by rockbolt drilling. Trans Inst Min Metall (Sect A Min Technol) 106:118–123 Itakura K, Sato K, Deguchi G, Ichihara Y, Matsumoto H, Eguchi H (1997) Development of a roof-logging system by rockbolt drilling. Trans Inst Min Metall (Sect A Min Technol) 106:118–123
Zurück zum Zitat Itakura K, Sato K, Deguchi G, Ichihara Y, Matsumoto H (2001) Visualization of geostructure by mechanical data logging of rockbolt drilling and its accuracy. In: Proceedings of 20th international conference on ground control in mining, Morgantown, WV, pp 184–190 Itakura K, Sato K, Deguchi G, Ichihara Y, Matsumoto H (2001) Visualization of geostructure by mechanical data logging of rockbolt drilling and its accuracy. In: Proceedings of 20th international conference on ground control in mining, Morgantown, WV, pp 184–190
Zurück zum Zitat Kahraman S, Rostami J, Naeimipour A (2015) Review of ground characterization by using instrumented drills for underground mining and construction. Rock Mech Rock Eng 49:585–602CrossRef Kahraman S, Rostami J, Naeimipour A (2015) Review of ground characterization by using instrumented drills for underground mining and construction. Rock Mech Rock Eng 49:585–602CrossRef
Zurück zum Zitat Li Z, Itakura K (2012) An analytical drilling model of drag bits for evaluation rock strength. Soils Found 52(2):216–227CrossRef Li Z, Itakura K (2012) An analytical drilling model of drag bits for evaluation rock strength. Soils Found 52(2):216–227CrossRef
Zurück zum Zitat Liu W, Rostami J, Keller E (2016) Application of new void detection algorithm for analysis of feed pressure and rotation pressure of roof bolters. In: Proceedings of 35th international conference on ground control in mining, Morgantown WV, July 2016 Liu W, Rostami J, Keller E (2016) Application of new void detection algorithm for analysis of feed pressure and rotation pressure of roof bolters. In: Proceedings of 35th international conference on ground control in mining, Morgantown WV, July 2016
Zurück zum Zitat Liu W, Rostami J, Keller E (2017) Application of new void detection algorithm for analysis of feed pressure and rotation pressure of roof bolters. Int J Min Sci Technol 27:77–81CrossRef Liu W, Rostami J, Keller E (2017) Application of new void detection algorithm for analysis of feed pressure and rotation pressure of roof bolters. Int J Min Sci Technol 27:77–81CrossRef
Zurück zum Zitat Page ES (1954) Continuous inspection schemes. Biometrika 41:100–115CrossRef Page ES (1954) Continuous inspection schemes. Biometrika 41:100–115CrossRef
Zurück zum Zitat Peng SS, Tang DX, Mirabile B, Luo Y, Wilson G (2003) Mine roof geology information system (MRGIS). In: Proceedings of 22nd international conference on ground control in mining, August 5–7, Morgantown, WV, USA, pp 127–135 Peng SS, Tang DX, Mirabile B, Luo Y, Wilson G (2003) Mine roof geology information system (MRGIS). In: Proceedings of 22nd international conference on ground control in mining, August 5–7, Morgantown, WV, USA, pp 127–135
Zurück zum Zitat Rostami J, Naeimipour A, Bahrampour S, Dogruoz C (2014) Logging of roofbolt boreholes for ground characterization in underground construction. In: Proceedings of world tunneling conference, Iguasso Falls, Brazil, May 10–15, 2014 Rostami J, Naeimipour A, Bahrampour S, Dogruoz C (2014) Logging of roofbolt boreholes for ground characterization in underground construction. In: Proceedings of world tunneling conference, Iguasso Falls, Brazil, May 10–15, 2014
Zurück zum Zitat Rostami J, Kahraman S, Naeimipour A, Collins C (2015) Rock characterization while drilling and application of roof bolter drilling data for evaluation of ground conditions. J Rock Mech Geotech Eng 7:273–281CrossRef Rostami J, Kahraman S, Naeimipour A, Collins C (2015) Rock characterization while drilling and application of roof bolter drilling data for evaluation of ground conditions. J Rock Mech Geotech Eng 7:273–281CrossRef
Zurück zum Zitat Takach GA, Morris SP, Miller GG (1992) A control system for roof drilling. In: Proceedings of 3rd international symposium on the application of computers and operations research in the minerals industries (APCOM), Arizona, USA, pp 277–285 Takach GA, Morris SP, Miller GG (1992) A control system for roof drilling. In: Proceedings of 3rd international symposium on the application of computers and operations research in the minerals industries (APCOM), Arizona, USA, pp 277–285
Metadaten
Titel
Application of Composite Indices for Improving Joint Detection Capabilities of Instrumented Roof Bolt Drills in Underground Mining and Construction
verfasst von
Wenpeng Liu
Jamal Rostami
Derek Elsworth
Asok Ray
Publikationsdatum
18.11.2017
Verlag
Springer Vienna
Erschienen in
Rock Mechanics and Rock Engineering / Ausgabe 3/2018
Print ISSN: 0723-2632
Elektronische ISSN: 1434-453X
DOI
https://doi.org/10.1007/s00603-017-1359-z

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