EXPERT SYSTEM FOR SELECTION OF
TBM USING CLIPS
MASTER OF TECHNOLOGY
MECHANICAL ENGINEERING
(SPL. MAINTENANCE ENGINEERING AND TRIBOLOGY)
Submitted by:
BRIJ NANDAN TRIPATHI
17MT001599
Guide:
Associate Prof. Somnath Chattopadhyaya
IIT (ISM) Dhanbad, Mechnanical Engg.
CONTENT
1. Introduction
2. Literature Review
3. Literature Gap
4. CLIPS
5. TBM (Tunnel Boring Machine)
6. Parameters Used To Classify TBM
7. Expert System For Selection of TBM Using CLIPS
8. Conclusion
9. Future Scope
10. References
INTRODUCTION
• Expert system is generated using CLIPS
• Expert system is for Selection of TBM
• Parameters used are :
UCS(Unconfined Compressive Stress)
RQD (Rock Quality Designation)
Joint Spacing
Surface
Ground Condition
LITERATURE REVIEW
1. An Expert System for Car Failure Diagnosis
This paper on “An Expert System for Car Failure
Diagnosis” was published by Ahmad T. Al-Taani
2. An Expert System for Diagnosing Eye Disease
Using CLIPS
• 32 basic rules for eye problem detection
3. Aircraft Oil System Fault Detection Expert
System
LITERATURE GAP
• Many Expert system have been developed but
none covered TBM
• TBM has very high cost value pre and post
use.
• Expert system can be generated to remove the
possibilities of any human error.
CLIPS
The CLIPS were developed in 1985
at NASA-Johnson Space Center.
CLIPS is a productive development
and delivery expert system tool which
provides a complete environment for
the construction of rule and/or object
based expert systems.
This project is based on AI (artificial
intelligence) language CLIPS.
WHY WAS CLIPS DEVELOPED?
LISP ART
C
L
I
P
S
HOW DOES
CLIPS
WORK?
• IF part is ‘patterns’ that are to be matched by
Rule
• And if that pattern is matched “THEN” part is
executed
RULES
IF THEN
Sample Code for Traffic System
Rule name
PATTERN (if part)
THEN part starts beyond
this symbol
Then part
Comment
TBM
• “MOLE”
• used to excavate tunnels with a circular cross section
through a variety of soil and rock strata
• Tunnel diameters range: 1metre (3.3 ft) to 17.6
metres (58 ft)
• The type of machine used depends on the particular
geology of the project, the amount of ground water
present and other factors.
TYPES OF TBM
1. Hard Rock TBMs
Shielded TBM: concrete segments (using thrust cylinders to
advance forward)
Open-type TBM: no shield (using grippers to advance forward)
2. Soft Ground TBMs
Earth Pressure Balance Machines: rate of soil removal
equal to the rate of machine advance
Slurry Shield (SS): ground with very high water pressure and
large amounts of ground water
PARAMETERS USED TO CLASSIFY TBM
1. UCS (Unconfined Compressive Stress)
strength of a rock or soil sample when crushed in one direction in a tri-axial
test without any lateral restraint
ROCK TYPE UCS VALUE
Extremely Hard Rock >250MPa
Strong Rock 50-100MPa
Very Strong Rock 100-200MPa
Medium Strong Rock 25-50MPa
Weak Rock 5-25MPa
Very Weak Rock 1-5MPa
Extremely Weak Rock < 1MPa
2. RQD (Rock Quality Designation)
RQD signifies the degree of jointing or fracture in a rock mass measured in
percentage
Rock Quality RQD(%)
Very poor (Completely weathered rock) <25%
Poor (weathered rock) 25-50%
Fair (Moderately weathered rock) 51-75%
Good ( Hard rock) 76-90%
Very Good (Fresh rocks) 91-100%
3. Joint Spacing
A joint is a break (fracture) of natural origin in the continuity of either a layer
or body of rock
4. Surface structure
5. Ground condition
6. Purpose
7. Cost
8. Length of Tunnel etc.
EXPERT SYSTEM FOR SELECTION OF TBM USING CLIPS
CONCLUSION
• Expert System generated using CLIPS has
produced desired result successfully.
• TBM selected based on the parameters
matches correctly with real world data.
Future scope
• More parameters can be added to make the
system more advanced
• Tribology field: Developing an expert system
to find root cause of failure by analysing the
type of wear, wear marks, surface
morphology, wear particles or by its size, oil
colour, condition and many more parameters
that can help to analyse the problem’s root
cause.
REFERENCES
[1]. Ahmad T. Al-Taani (2007). An Expert System for Car Failure Diagnosis,Vol.1,No: 12, 750-753.
https://waset.org/publications/161/an-expert-system-for-car-failure-diagnosis
[2]. Assosiate Prof., Samy S. Abu Naser, Abu Zaiter A. Ola (2008). An Expert System for diagnosing Eye
Diseases using CLIPS,923-930
http://www.jatit.org/volumes/research-papers/Vol4No10/5Vol4No10.pdf
[3]. Hao Long (2015), Aircraft Oil system fault detection expert system,(Department of automatics
Beijing university, Beijing, China),196-199
https://download.atlantis-press.com/article/25842635.pdf
[4]. http://www.clipsrules.net/
[5]. NASA, Lyndon B. Johnson Space Center, CLIPS Basic Programming Guide,1991
[6]. CLIPS reference manual guide version 6.30
[7]. Joseph C. Giarratano CLIPS User Guide, version 6.30
[8]. Joseph Giarratano, Gary Riley (2004). Expert System: Principles and Programming,Fourth Edition.
[9]. Martin, Linda and Talor, Wendy, A Booklet About CLIPS Applications, NASA, Lyndon B. Johnson
Space Center, 1991
[10]. https://en.wikipedia.org/wiki/Tunnel_boring_machine
[11].https://theconstructor.org/geotechnical/rqd-rock-quality-designation-calculation/20536/
[12]. https://en.wikipedia.org/wiki/Joint_(geology)
[13]. https://en.wikipedia.org/wiki/Joint_(geology)#/media/File:PICT1709.JPG
[14].https://en.wikipedia.org/wiki/Joint_(geology)#/media/File:Joints_City_of_Rocks_NR.jpg
Thanks

Expert system for Selection of TBM using ClIPS

  • 1.
    EXPERT SYSTEM FORSELECTION OF TBM USING CLIPS MASTER OF TECHNOLOGY MECHANICAL ENGINEERING (SPL. MAINTENANCE ENGINEERING AND TRIBOLOGY) Submitted by: BRIJ NANDAN TRIPATHI 17MT001599 Guide: Associate Prof. Somnath Chattopadhyaya IIT (ISM) Dhanbad, Mechnanical Engg.
  • 2.
    CONTENT 1. Introduction 2. LiteratureReview 3. Literature Gap 4. CLIPS 5. TBM (Tunnel Boring Machine) 6. Parameters Used To Classify TBM 7. Expert System For Selection of TBM Using CLIPS 8. Conclusion 9. Future Scope 10. References
  • 3.
    INTRODUCTION • Expert systemis generated using CLIPS • Expert system is for Selection of TBM • Parameters used are : UCS(Unconfined Compressive Stress) RQD (Rock Quality Designation) Joint Spacing Surface Ground Condition
  • 4.
    LITERATURE REVIEW 1. AnExpert System for Car Failure Diagnosis This paper on “An Expert System for Car Failure Diagnosis” was published by Ahmad T. Al-Taani
  • 5.
    2. An ExpertSystem for Diagnosing Eye Disease Using CLIPS • 32 basic rules for eye problem detection
  • 6.
    3. Aircraft OilSystem Fault Detection Expert System
  • 7.
    LITERATURE GAP • ManyExpert system have been developed but none covered TBM • TBM has very high cost value pre and post use. • Expert system can be generated to remove the possibilities of any human error.
  • 8.
    CLIPS The CLIPS weredeveloped in 1985 at NASA-Johnson Space Center. CLIPS is a productive development and delivery expert system tool which provides a complete environment for the construction of rule and/or object based expert systems. This project is based on AI (artificial intelligence) language CLIPS.
  • 9.
    WHY WAS CLIPSDEVELOPED? LISP ART C L I P S
  • 10.
  • 11.
    • IF partis ‘patterns’ that are to be matched by Rule • And if that pattern is matched “THEN” part is executed RULES IF THEN
  • 12.
    Sample Code forTraffic System Rule name PATTERN (if part) THEN part starts beyond this symbol Then part Comment
  • 14.
    TBM • “MOLE” • usedto excavate tunnels with a circular cross section through a variety of soil and rock strata • Tunnel diameters range: 1metre (3.3 ft) to 17.6 metres (58 ft) • The type of machine used depends on the particular geology of the project, the amount of ground water present and other factors.
  • 16.
    TYPES OF TBM 1.Hard Rock TBMs Shielded TBM: concrete segments (using thrust cylinders to advance forward) Open-type TBM: no shield (using grippers to advance forward) 2. Soft Ground TBMs Earth Pressure Balance Machines: rate of soil removal equal to the rate of machine advance Slurry Shield (SS): ground with very high water pressure and large amounts of ground water
  • 17.
    PARAMETERS USED TOCLASSIFY TBM 1. UCS (Unconfined Compressive Stress) strength of a rock or soil sample when crushed in one direction in a tri-axial test without any lateral restraint ROCK TYPE UCS VALUE Extremely Hard Rock >250MPa Strong Rock 50-100MPa Very Strong Rock 100-200MPa Medium Strong Rock 25-50MPa Weak Rock 5-25MPa Very Weak Rock 1-5MPa Extremely Weak Rock < 1MPa
  • 18.
    2. RQD (RockQuality Designation) RQD signifies the degree of jointing or fracture in a rock mass measured in percentage Rock Quality RQD(%) Very poor (Completely weathered rock) <25% Poor (weathered rock) 25-50% Fair (Moderately weathered rock) 51-75% Good ( Hard rock) 76-90% Very Good (Fresh rocks) 91-100%
  • 19.
    3. Joint Spacing Ajoint is a break (fracture) of natural origin in the continuity of either a layer or body of rock
  • 20.
    4. Surface structure 5.Ground condition 6. Purpose 7. Cost 8. Length of Tunnel etc.
  • 21.
    EXPERT SYSTEM FORSELECTION OF TBM USING CLIPS
  • 23.
    CONCLUSION • Expert Systemgenerated using CLIPS has produced desired result successfully. • TBM selected based on the parameters matches correctly with real world data.
  • 24.
    Future scope • Moreparameters can be added to make the system more advanced • Tribology field: Developing an expert system to find root cause of failure by analysing the type of wear, wear marks, surface morphology, wear particles or by its size, oil colour, condition and many more parameters that can help to analyse the problem’s root cause.
  • 25.
    REFERENCES [1]. Ahmad T.Al-Taani (2007). An Expert System for Car Failure Diagnosis,Vol.1,No: 12, 750-753. https://waset.org/publications/161/an-expert-system-for-car-failure-diagnosis [2]. Assosiate Prof., Samy S. Abu Naser, Abu Zaiter A. Ola (2008). An Expert System for diagnosing Eye Diseases using CLIPS,923-930 http://www.jatit.org/volumes/research-papers/Vol4No10/5Vol4No10.pdf [3]. Hao Long (2015), Aircraft Oil system fault detection expert system,(Department of automatics Beijing university, Beijing, China),196-199 https://download.atlantis-press.com/article/25842635.pdf [4]. http://www.clipsrules.net/ [5]. NASA, Lyndon B. Johnson Space Center, CLIPS Basic Programming Guide,1991 [6]. CLIPS reference manual guide version 6.30 [7]. Joseph C. Giarratano CLIPS User Guide, version 6.30 [8]. Joseph Giarratano, Gary Riley (2004). Expert System: Principles and Programming,Fourth Edition. [9]. Martin, Linda and Talor, Wendy, A Booklet About CLIPS Applications, NASA, Lyndon B. Johnson Space Center, 1991 [10]. https://en.wikipedia.org/wiki/Tunnel_boring_machine [11].https://theconstructor.org/geotechnical/rqd-rock-quality-designation-calculation/20536/ [12]. https://en.wikipedia.org/wiki/Joint_(geology) [13]. https://en.wikipedia.org/wiki/Joint_(geology)#/media/File:PICT1709.JPG [14].https://en.wikipedia.org/wiki/Joint_(geology)#/media/File:Joints_City_of_Rocks_NR.jpg
  • 26.