ANALYSIS OF FAILURE STATISTICS FOR CONE CRUSHER MAINTENANCE Vis-a-Vis OPERATIONAL RELIABILITY ASSESSMENT

Size: px
Start display at page:

Download "ANALYSIS OF FAILURE STATISTICS FOR CONE CRUSHER MAINTENANCE Vis-a-Vis OPERATIONAL RELIABILITY ASSESSMENT"

Transcription

1 International Journal of Mechanical and Production Engineering Research and Development(IJMPERD) ISSN Vol. 3, Issue 1, Mar 2013, TJPRC Pvt. Ltd. ANALYSIS OF FAILURE STATISTICS FOR CONE CRUSHER MAINTENANCE Vis-a-Vis OPERATIONAL RELIABILITY ASSESSMENT R. S. SINHA 1 & A. K. MUKHOPADHYAY 2 1 Research Scholar, Department of Mechanical Engineering and Mining Machinery Engineering, Indian School of Mines, Dhanbad, Jharkhand, India 2 Professor, Department of Mechanical Engineering and Mining Machinery Engineering, Indian School of Mines, Dhanbad, Jharkhand, India ABSTRACT A cone crusher is used for fragmenting rock up to few millimetres. The vast majority of these equipments are found in mineral processing plants. The random component failures of the crusher have considerable influence on productivity of the plant. In order to restore its performance and operational reliability, its critical components are to be identified first to make replacement in time. Traditional maintenance practices are prevailing in the plant. A scientific analysis of failure statistics found imperative to improve the operational reliability of this critical equipment. The present paper elucidates the methods of failure analysis for improving its operational reliability. Reliability tools - FMEA (Failure Modes and Effects Analysis), Risk Priority Number (RPN) and TTT-plot (Total Time to Test Plot) are explored in this study. The failure data of one year is used in the analysis. The goal is to carry out statistical analysis of failure data to capture the benefits of common sense reasoning about criticality of the equipment component, its malfunction and reducing downtime of the equipment by taking appropriate and timely preventive measure. KEYWORDS: Risk Priority Number (RPN), TTT-Plot (Total Time to Test Plot), FMEA (Failure Modes and Effects Analysis), Crusher INTRODUCTION The supply of minerals, ores and aggregates are crucial for the continuous development of today s society. The reliability of crusher in a crushing plant plays a major role to meet the escalating demand. Any failure of crusher component may stop functioning of the plant. Different maintenance approaches are in practice in the plant, each one is used under different circumstances and conditions, all related to the specific demand of the plant operation. Each one of the methodologies demands to improve reliability. This study evaluates the risk associated with crusher components and to prioritize maintenance actions. Reliability tools - FMEA (Failure Modes and Effects Analysis), RPN indexes and TTT-plot are considered here. For condition evaluation, frequency values of failures, magnitude identification of each failure, developing criteria for quantification of reliability of the component and allotted risk priority number (RPN) related to each component failure have been considered. A maintenance model is designed that allows the prevention, detection and correction of problems. The model will contribute to improve the maintenance indicators and based on the consequences, decisions may be taken to promote the plant s maintenance strategy and improving crusher reliability. THE EQUIPMENT Cone crushers are extensively used for rock breakage and as a secondary crusher or tertiary crusher in a crushing circuit. The different parts of a cone crusher are bowl, head, eccentric assembly, liners etc. The drive shaft rotates the head eccentrically, compressing rock between the head and crushing chamber and simultaneously discharges crushed product

2 126 R. S. Sinha & A. K. Mukhopadhyay from its bottom discharge zone. Power is transmitted from the electric motor to the shaft through V-belt drive arrangement. The head is backed with plastic cement, zinc, or more recently with an epoxy resin. The throw of cone crushers is larger than that of primary crushers, to withstand heavier working stresses. The bowl can be held down either by an annular arrangement of springs or by a hydraulic mechanism. Figure 1 presents a simplified view of a cone crusher. Figure 1: A Cone Crusher FMEA, RPN AND TTT-PLOT Failure modes and effects (FMEA) analysis is a popular tool for reliability and failure-mode analysis. It identifies, first, the potential failure modes of a machine component during its life cycle; second, the effects of these failures; and, third, the criticality of these failure effects in component functionality. In the FMEA process, component functions are carefully evaluated, and the potential failures are listed. It is an effective tool in reliability prediction. The risk priority number (RPN) methodology is a technique for analysing the risk associated with potential problems identified during FMEA. The TTT-plot is used to analyse the distribution characteristics of component failures. METHODOLOGY FMEA and RPN Analysis FMEA is a methodology to evaluate failure modes and their effects in the system improvement investigations. Proper identification of failure may lead to solutions that improve the operational reliability of a system. In this study FMEA is carried out in two stages with total twenty number of critical failures occurred in one During the first stage, possible failure mode of crusher components and its prejudicial effects have been identified. In the second phase, based on FMEA, the critical level (or risk score) of each failure is determined. The most critical failures head the ranking and therefore to be considered first during corrective actions to minimise the likelihood of them occurring. All the information on component failure is collected from the maintenance record book of the plant. Table 1 and Table 2 shows the headings of the FMEA report prepared in this exercise.

3 Analysis of Failure Statistics for Cone Crusher Maintenance Vis-a-Vis Operational Reliability Assessment 127 The columns of the tables deal with failure type, corrective actions, frequency of failures, effects of failure etc. related to the crusher unit. Ordering of indices of different aspects based on experience is presented in Table 3 and ordered as per ordinal-scale data. The value 1is assigned to the lowest ranked category in the continuum, then 1 is below 2, 2 is below 3, 3 is below, and so on. The index for severity reflects the gravity of the failure consequences. The index for occurrence defines the rate of failure. The index for detection relates to the possibility of detecting a failure in advance. Table 1: Crusher Component Failure Statistics Sr. No. Failure Type Maintenance Action No. of Failures in a Year 1 Bowl liner wear Liner changed 6 2 Head liner wear Liner changed 7 3 Dust seal damage Dust seal changed 2 pipe damage contamination pipe change change 2 3 Average Time to Repair Table 2: Cone Crusher Component Failure Detail Description of System Functions of the Crusher COMPONENT FUNCTIONAL FUNCTION OF MODE OF FAILURE OF COMPONENT FAILURE COMPONENT EFFECT OF FAILURE Bowl To Crush the ore Bowl damage Sudden impact Stops crushing Bowl liner To protect the bowl Bowl liner damage Wear and tear Cause deterioration in crushing performance and bawl damage Dust seal To protect the bearing from dust, dirt, moisture etc. Dust seal damage Wear Cause entry of dust and moisture into moving parts Head To break the rock Head damage Sudden impact Stops crushing Head liner pipe Lubricating oil To protect the crushing head Supply oil from oil tank to different parts Lubricates moving components Head liner damage Wear and tear Cause deterioration in crushing performance and head damage Oil pipe damage Pipe breakage Inadequate lubrication, subsequently cause failure to other components Loss of lubricating property Dust, dirt and moisture contamination Improper lubrication, subsequently cause failure to other components

4 128 R. S. Sinha & A. K. Mukhopadhyay Table 3: Ordering of Indexes with Different Aspects Index Severity of Problem 1 Very low, system remains in operation but needs corrective action 2 Very low, system remains in operation but needs corrective action 3 Low, system remains in operation but needs corrective action Low, system remains in operation but needs corrective action Moderately low, system remains in operation but needs corrective action 6 Moderately low, system remains in operation but needs corrective action 7 Hazardous with warning, system remains in operation but needs immediate corrective action 8 Hazardous with warning, system remains in operation but needs immediate corrective action 9 Hazardous with warning, system remains in operation but needs immediate corrective action 10 Hazardous without warning, system stops working, needs immediate corrective action Likelihood of Occurrence No failure or 1 failure in last 1 year 2 failures in last 1 3 failures in last 1 failures in last 1 failures in last 1 6 failures in last 1 7 failures in last 1 8 failures in last 1 9 failures in last 1 10 failures in last 1 Likelihood of Detection Very easy to detect Very easy to detect Easy to detect Easy to detect Moderately easy to detect Moderately easy to detect Moderately easy to detect Remote possibility to detect Remote possibility to detect Impossible to detect RPN is the practical way to prioritize certain failures and to evaluate which step is to be taken first. The Risk priority number (RPN) is used to rate each potential problem according to three rating scales. RPN is calculated by the product of the three indices: Severity x Occurrence x Detection. Severity rates the severity of the potential effect of the failure. Occurrence rates the likelihood that the failure occurred. Detection rates the difficulty in detecting the failure in advance. The study has assigned a rating of 1 to 10 on each scale, with 10 being severe, very likely to occur, and impossible to detect in advance. These three ratings are then multiplied together to obtain RPN value. These RPN values are then used to rank the problem. After obtaining RPN, a ranking of the causes of the failures is drawn up and is presented in Table. Finally, corrective action is to be taken by the maintenance group beginning with the riskiest as indicated by the highest RPN score. Table : Evaluated Risk Priority Number TTT-Plot Component Failure FACTORS FOR FAILURE MODE EVALUATION Severity Occurrence Detection RPN Bowl liner wear Dust seal damage Head liner wear 7 10 pipe damage contamination 3 7 In this study, TTT-plot is used to analyse rate of failures considering time between successive failures (TBFs). The times between successive failures are generally exponentially distributed random variables. In exponential distribution, the failure rate does not depend on time. This follows that the failure rate is constant. Further, this can be interpreted as a component does not age. Since this is often not the case for mechanical components like crushers, a graphical plot is more informative technique. TTT-plots are indicative of the increase or decrease in failure rate. It is used

5 Analysis of Failure Statistics for Cone Crusher Maintenance Vis-a-Vis Operational Reliability Assessment 129 to determine the failure rate and the need for maintenance of ageing components. To develop TTT-plot, following steps have been considered: TBF is structured as 0 <= t (0) <= t (1) <= t (2)...<= t (n), i = 1,2,...n S i is determined from S i = nt (1) +(n-1)(t (2) -t (1) ) (n-i+1)(t (i) -t (i-1) ), i = 1,2,...n X co-ordinate = (i/n) where i = 1,2,3...n Y co-ordinate = U i = S (i) /S (n) In above four steps, i is the number of failure and n is the number of observations for time between failures. Ui is the ratio of Si/Sn, where, Si is the TTT at time t i and Sn is the TTT at nth failure, where i=1, 2, 3..n. The values (i/n) and U i will lie between 0 and 1. The graphic representation TTT is formed by plotting i/n on the horizontal axis and Ui on the vertical axis. In general, the plot of the scaled time-on-test transform is within a unit square. The plotted points are connected by straight lines. For an exponential distribution, the TTT-plot is close to the diagonal of a square unit. The departure of the plot from the diagonal indicates the behaviour of the failure rate. The TTTplot runs along and nearly coincides with the diagonal of the square in case of constant failure rate. In case, the TTT plot is concave downwards, it suggests an increasing failure rate, that is, the condition of unit or the machine as a whole is deteriorating in terms of failure. If the plot concaves upward, it would suggest that failure rate is decreasing, that is, the condition of individual unit or the total machine is improving. Figure 2 explains the situations. (a)ttt-plot for Constant Failure Rate (b) TTT-Plot for Increasing Failure Rate (c) TTT-Plot for Decreasing Failure Rate Figure 2: TTT-Plots at Different Failure Rates The data for TTT-Plot of crusher unit under study is presented in Table and based on these data the TTT-plot of the crusher unit is shown in Figure 3.

6 130 R. S. Sinha & A. K. Mukhopadhyay Table : Data for TTT-Plot of Cone Crusher Where, Serial Number of Successive Failure (n) Time Before i th Successive Failure (TBF) S i =(TBF) i (n) U i = (S i /S n ) i/ n i= i th number of successive failure n= Number of successive failures and total 20 successive failures have been considered in this study S i = total time on test at i th successive failure S n = total time on test at all successive failures under study and is equal to 288 in this case Figure 3: TTT-Plot of Cone Crusher

7 Analysis of Failure Statistics for Cone Crusher Maintenance Vis-a-Vis Operational Reliability Assessment 131 DISCUSSIONS The logical steps to be followed in FMEA exercise is presented in Table 1 and Table 2. These two tables list main components of the crusher, function of each component, number of failures, mode of failure, time to repair a particular fault and the effect of failure. Based on observed data, it could be concluded that the critical components of the crusher are bowl liner, mantle liner, dust seal, lubricating pipe and the lubricating oil. FMEA exercise helped in determining the severity of failures. It prioritises the maintenance decision that should be taken to reduce risk based on RPN index. The classification criteria of severity, likelihood of occurrence and likelihood of detection is presented in Table 3. The RPN values then calculated by the product of the three indexes which are shown in Table. The RPN score is highest for head liner wear followed by bowl liner wear, dust seal damage, lubrication pipe damage and contamination in lubricating oil. It is a practical way to prioritize failures and to evaluate which step is to be taken first. The spread sheet of analysis of the functions - number of successive failures, time before successive failures, S i, U i and i/ n is shown in Table for TTT-plot. It is used to obtain the shape of the failure rate function indicating the failure rates and aging of components and decides the duration of optimal preventive maintenance. CONCLUSIONS The accumulation of knowledge through FMEA, RPN and TTT-plot would be an effective method to suggest preventive maintenance schedule with an aim to improve operational reliability of the crusher unit. FMEA is used as a tool to systematically identify and evaluate the effects of different component failure modes, to determine what could eliminate or reduce the chance of failure, and to document the system under consideration. RPN prioritizes failures and maintenance actions. RPN values should be re-evaluated time to time to see if they have gone down to check the efficiency of the corrective action for each failure cause. The TTT-plot examines whether the maintenance of the cone crusher is satisfactory or not. If the maintenance of the equipment is satisfactory then preventive maintenance of the crusher could reduce the maintenance costs and also predict the failure. Such studies are important for better utilization of the equipment. The major goal for the implementation of this integrated technique is to modify the maintenance schedule to eliminate the failure modes, and to develop the process an efficient maintenance plan to reduce the occurrence of the failures to a minimum. The constraints of this study were the availability of reliable, scientifically stored and sufficient data. It will be not correct to make a long term decision based on data for one REFERENCES 1. Rodrigo de Queiroz Souza, Alberto José Álvares,; FMEA and FTA Analysis for Application of the Reliability Centered Maintenance Methodology: Case Study on hydraulic turbines; ABCM Symposium Series in Mechatronics Vol. 3; pp E Lee, C M Evertsson; A Comparative Study between Cone Crushers and Theoretically Optimal Crushing Sequences; Mineral Engineering 2 (2011); pp Barry A. Wills, Tim Napier-Munn; Mineral Processing Technology: Elsevier Science & Technology Books; 7th Edition.. Akersten, P.A.; The Bivariate TTT-plot a Tool for the Study of Non-constant Failure Intensities; Proceedings of Society of Reliability Engineers Symposium; SRE 86 Otaniemi; Finland; 1986.

8 132 R. S. Sinha & A. K. Mukhopadhyay. Kumar Uday, Klefsjo Bengt, Granholm Seven; Reliability Investigation for a Fleet of Load Haul Dump Machines in a Swedish Mine; Reliability Engineering and System Safety; 26(1989); pp Moubray, J.; RCM-II Reliability Centered Maintenance; 2 nd Edition; New York; Industrial Press Inc; 1997

³(Department of Mechanical Engg. DMIETR, Sawangi (Meghe), Wardha. /RSTM Nagpur University, INDIA)

³(Department of Mechanical Engg. DMIETR, Sawangi (Meghe), Wardha. /RSTM Nagpur University, INDIA) Re-Scheduling Of Maintenance Tasks for Diesel Locomotive (ZDM) Maintenance Work Using FMEA Technique- An Industrial Engineering Approach for Saving the Resources S N Gandhare 1, T A Madankar 2, D R Ikhar³

More information

Illinois Association of Aggregate Producers Annual Conference 2015

Illinois Association of Aggregate Producers Annual Conference 2015 Copyright Metso Minerals Industries, Inc Illinois Association of Aggregate Producers Annual Conference 2015 Maximizing Productivity Through Proper Maintenance & Operation Cost effective aggregate production

More information

Raptor high-performance cone crushers

Raptor high-performance cone crushers Raptor high-performance cone crushers Raptor high-performance cone crushers Key value statements Largest cone crusher in the world (Raptor 000) Most diverse product line on the market Continual focus on

More information

TECHNICAL NOTES 5 CRUSHERS

TECHNICAL NOTES 5 CRUSHERS TECHNICAL NOTES CRUSHERS Copyright R P King 2000 .1 Jaw and Gyratory Crushers. Jaw and gyratory crushers are used mostly for primary crushing. They are characterized by wide gape and narrow discharge and

More information

Interactive Computer Based Courses

Interactive Computer Based Courses These SKF Self-Learning Tools (SLT) are a onestop interactive solution for students at various levels including the students of mechanical and other engineering streams. They eliminate the need to take

More information

BSM MOTOR DRIVEN CENTRIFUGAL PUMPS

BSM MOTOR DRIVEN CENTRIFUGAL PUMPS PRINCIPLE OF OPERATION A hydraulically and dynamically balanced impeller with raised vane sections discharges liquid as a result of the centrifugal force developed in rotation. The head developed is entirely

More information

Unit 24: Applications of Pneumatics and Hydraulics

Unit 24: Applications of Pneumatics and Hydraulics Unit 24: Applications of Pneumatics and Hydraulics Unit code: J/601/1496 QCF level: 4 Credit value: 15 OUTCOME 2 TUTORIAL 4 DIRECTIONAL CONTROL VALVES The material needed for outcome 2 is very extensive

More information

Occupational safety risk management in Australian mining

Occupational safety risk management in Australian mining IN-DEPTH REVIEW Occupational Medicine 2004;54:311 315 doi:10.1093/occmed/kqh074 Occupational safety risk management in Australian mining J. Joy Abstract Key words In the past 15 years, there has been a

More information

PdM Overview. Predictive Maintenance Services

PdM Overview. Predictive Maintenance Services PdM Overview Predictive Maintenance Services Objective Assessments Maximize Uptime, Lower Costs Predictive Maintenance (PdM) solutions from Rexnord Industrial Services help manage the condition of your

More information

Hazard Identification and Risk Assessment for the Use of Booster Fans in Underground Coal Mines

Hazard Identification and Risk Assessment for the Use of Booster Fans in Underground Coal Mines Hazard Identification and Risk Assessment for the Use of Booster Fans in Underground Coal Mines Felipe Calizaya Michael G. Nelson Mahesh Shriwas Feb 26, 2013 Outline Introduction Booster Fans in U/G Coal

More information

POLARIS AIR COMPRESSOR SERIES. engineering. excellence. stellar. performance. A World Leader for Centrifugal Compressors

POLARIS AIR COMPRESSOR SERIES. engineering. excellence. stellar. performance. A World Leader for Centrifugal Compressors POLARIS AIR COMPRESSOR SERIES engineering excellence stellar performance P - 3 0 0 RELIABLE 100% OIL-FREE ENGINEERED AIR A World Leader for Centrifugal Compressors It s simple: The Polaris Air Compressor

More information

due to uncertainty. This, in turn, has a direct impact on equipment availability and maintenance costs. Unfortunately, due to misconceptions and

due to uncertainty. This, in turn, has a direct impact on equipment availability and maintenance costs. Unfortunately, due to misconceptions and due to uncertainty. This, in turn, has a direct impact on equipment availability and maintenance costs. Unfortunately, due to misconceptions and pressure from plant operators to get "back on line", it

More information

Mobile field balancing reduces vibrations in energy and power plants. Published in VGB PowerTech 07/2012

Mobile field balancing reduces vibrations in energy and power plants. Published in VGB PowerTech 07/2012 Mobile field balancing reduces vibrations in energy and power plants Published in VGB PowerTech 07/2012 Dr. Edwin Becker PRÜFTECHNIK Condition Monitoring PRÜFTECHNIK Condition Monitoring GmbH 85737 Ismaning

More information

Reliability Analysis A Tool Set for. Aron Brall

Reliability Analysis A Tool Set for. Aron Brall Reliability Analysis A Tool Set for Improving Business Processes Aron Brall ManTech International 1 Introduction Outline Defining Business Process Reliability Quantifying Business Process Reliability Business

More information

Brochure. ABB Customer Training Program for Motors and Generators Sharing knowledge and creating value

Brochure. ABB Customer Training Program for Motors and Generators Sharing knowledge and creating value Brochure ABB Customer Training Program for Motors and Generators Sharing knowledge and creating value With expertise, and a comprehensive portfolio of products and life-cycle services, we help value-minded

More information

Working Drawing and Assemblies. Chapter 10

Working Drawing and Assemblies. Chapter 10 Working Drawing and Assemblies Chapter 10 Objectives 1.Define working drawings. 2. Describe how working drawings are used in industry. 3. List the major components of a complete set of working drawings.

More information

Failure Modes & Effects Analysis

Failure Modes & Effects Analysis The Failure Modes and Effects Analysis (FMEA), also known as Failure Modes, Effects, and Criticality Analysis (FMECA), is a systematic method by which potential failures of a product or process design

More information

Predictive Analytics Tools and Techniques

Predictive Analytics Tools and Techniques Global Journal of Finance and Management. ISSN 0975-6477 Volume 6, Number 1 (2014), pp. 59-66 Research India Publications http://www.ripublication.com Predictive Analytics Tools and Techniques Mr. Chandrashekar

More information

Failure Analysis Methods What, Why and How. MEEG 466 Special Topics in Design Jim Glancey Spring, 2006

Failure Analysis Methods What, Why and How. MEEG 466 Special Topics in Design Jim Glancey Spring, 2006 Failure Analysis Methods What, Why and How MEEG 466 Special Topics in Design Jim Glancey Spring, 2006 Failure Analysis Methods Every product or process has modes of failure. An analysis of potential failures

More information

control manual Optimal maintenance decisions for asset managers by andrew k.s. jardine and neil montgomery 44 Industrial Engineer

control manual Optimal maintenance decisions for asset managers by andrew k.s. jardine and neil montgomery 44 Industrial Engineer control manual Optimal maintenance decisions for asset managers by andrew k.s. jardine and neil montgomery 44 Industrial Engineer Most of us are familiar with the effort involved in purchasing a new car.

More information

Unit 24: Applications of Pneumatics and Hydraulics

Unit 24: Applications of Pneumatics and Hydraulics Unit 24: Applications of Pneumatics and Hydraulics Unit code: J/601/1496 QCF level: 4 Credit value: 15 OUTCOME 2 TUTORIAL 2 HYDRAULIC AND PNEUMATIC CYLINDERS The material needed for outcome 2 is very extensive

More information

LECTURE 28 to 29 ACCUMULATORS FREQUENTLY ASKED QUESTIONS

LECTURE 28 to 29 ACCUMULATORS FREQUENTLY ASKED QUESTIONS LECTURE 28 to 29 ACCUMULATORS FREQUENTLY ASKED QUESTIONS 1. Define an accumulator and explain its function A hydraulic accumulator is a device that stores the potential energy of an incompressible fluid

More information

PRESSBLOWER Injection Blow Moulders. Pressblower DSE 80 Pressblower DSE 150 Pressblower DSE 260

PRESSBLOWER Injection Blow Moulders. Pressblower DSE 80 Pressblower DSE 150 Pressblower DSE 260 PRESSBLOWER Injection Blow Moulders Pressblower DSE 80 Pressblower DSE 150 Pressblower DSE 260 Tasks Worldwide the Pressblower Injection Blow Moulding technique of Ossberger is renowned and well-established

More information

Biggar High School Mathematics Department. National 5 Learning Intentions & Success Criteria: Assessing My Progress

Biggar High School Mathematics Department. National 5 Learning Intentions & Success Criteria: Assessing My Progress Biggar High School Mathematics Department National 5 Learning Intentions & Success Criteria: Assessing My Progress Expressions & Formulae Topic Learning Intention Success Criteria I understand this Approximation

More information

Software Development and Testing: A System Dynamics Simulation and Modeling Approach

Software Development and Testing: A System Dynamics Simulation and Modeling Approach Software Development and Testing: A System Dynamics Simulation and Modeling Approach KUMAR SAURABH IBM India Pvt. Ltd. SA-2, Bannerghatta Road, Bangalore. Pin- 560078 INDIA. Email: ksaurab5@in.ibm.com,

More information

An Analysis of Accidents Caused by Improper Functioning of Machine Control Systems

An Analysis of Accidents Caused by Improper Functioning of Machine Control Systems International Journal of Occupational Safety ANALYSIS and Ergonomics OF ACCIDENTS (JOSE) CAUSED 2004, Vol. BY CS 10, FAILURE No. 2, 129 136 An Analysis of Accidents Caused by Improper Functioning of Machine

More information

GRADATION OF AGGREGATE FOR CONCRETE BLOCK

GRADATION OF AGGREGATE FOR CONCRETE BLOCK GRADATION OF AGGREGATE FOR CONCRETE BLOCK Although numerous papers have been written concerning the proper gradation for concrete mixes, they have generally dealt with plastic mixes, and very little published

More information

Extract of the White paper Reduce energy costs in compressed air systems by up to 60%

Extract of the White paper Reduce energy costs in compressed air systems by up to 60% Extract of the White paper Reduce energy costs in compressed air systems by up to 60% How can potential energy savings be identified? There are various measures for realising potential savings in compressed

More information

13 common causes of motor failure

13 common causes of motor failure 13 common causes of motor failure Application Note What to look for and how to improve asset uptime Motors are used everywhere in industrial environments and they are becoming increasingly complex and

More information

Controlling Risks Risk Assessment

Controlling Risks Risk Assessment Controlling Risks Risk Assessment Hazard/Risk Assessment Having identified the hazards, one must assess the risks by considering the severity and likelihood of bad outcomes. If the risks are not sufficiently

More information

Field Application Note

Field Application Note Field Application Note Reverse Dial Indicator Alignment RDIA Mis-alignment can be the most usual cause for unacceptable operation and high vibration levels. New facilities or new equipment installations

More information

Reasons for reissue are provided in Section 6, REVISION SUMMARY.

Reasons for reissue are provided in Section 6, REVISION SUMMARY. Reasons for reissue are provided in Section 6, REVISION SUMMARY. The FRONT OF TOOL has the AMP marking on the link. The BACK OF TOOL (Wire Side), into which the wire is inserted, has the wire size marked

More information

Why and How we Use Capacity Control

Why and How we Use Capacity Control Why and How we Use Capacity Control On refrigeration and air conditioning applications where the load may vary over a wide range, due to lighting, occupancy, product loading, ambient weather variations,

More information

Coal Handling Plant Alignment Standards For Shaft To Shaft Alignment. By Makarand Joshi M.Tech

Coal Handling Plant Alignment Standards For Shaft To Shaft Alignment. By Makarand Joshi M.Tech Coal Handling Plant Alignment Standards For Shaft To Shaft Alignment By Makarand Joshi M.Tech 1.0 Abstract: - Shaft alignment is a technical skill that is not common in the construction and maintenance

More information

Availability Assessment of Generating Units of Balimela Hydro Electric Power Station (510 MW) A Markovian Approach

Availability Assessment of Generating Units of Balimela Hydro Electric Power Station (510 MW) A Markovian Approach American Journal of Engineering Research (AJER) 24 American Journal of Engineering Research (AJER) e-issn : 232-847 p-issn : 232-936 Volume-3, Issue-2, pp-44-49 www.ajer.org Research Paper Open Access

More information

WHAT YOU DON T KNOW ABOUT ACCUMULATORS CAN KILL YOU!

WHAT YOU DON T KNOW ABOUT ACCUMULATORS CAN KILL YOU! WHAT YOU DON T KNOW ABOUT ACCUMULATORS CAN KILL YOU! Atlanta (Monroe) GA 770-267-3787 gpm@gpmhydraulic.com www.gpmhydraulic.com What You Don t Know About Hydraulic Accumulators Can Kill You TABLE OF CONTENTS

More information

Current Standard: Mathematical Concepts and Applications Shape, Space, and Measurement- Primary

Current Standard: Mathematical Concepts and Applications Shape, Space, and Measurement- Primary Shape, Space, and Measurement- Primary A student shall apply concepts of shape, space, and measurement to solve problems involving two- and three-dimensional shapes by demonstrating an understanding of:

More information

PBX Series Quick Fit Connector Bimetallic Steam Traps

PBX Series Quick Fit Connector Bimetallic Steam Traps 6262100/6 IM-P626-01 ST Issue 6 PBX Series Quick Fit Connector Bimetallic Steam Traps Installation and Maintenance Instructions 1. Safety information 2. General product information 3. Installation 4. Commissioning

More information

3.0 Risk Assessment and Analysis Techniques and Tools

3.0 Risk Assessment and Analysis Techniques and Tools 3.0 Risk Assessment and Analysis Techniques and Tools Risks are determined in terms of the likelihood that an uncontrolled event will occur and the consequences of that event occurring. Risk = Likelihood

More information

FAILURE MODES AND EFFECT ANALYSIS (FMEA)

FAILURE MODES AND EFFECT ANALYSIS (FMEA) FAILURE MODES AND EFFECT ANALYSIS (FMEA) INTRODUCTION While defining the functions and desired standards of performance of an asset, the objectives of maintenance with respect to that asset are defined.

More information

1300 MAXTRAK SPECIFICATION

1300 MAXTRAK SPECIFICATION CONE CRUSHER Crusher type: Liners: Standard concave: Lubrication: Adjustment: Control: Concave options: 1300 Automax Crusher. Manganese steel alloy mantle and concave. Medium Coarse. Pumped system having

More information

Pump ED 101. Positive Displacement Pumps. Part I Reciprocating Pumps

Pump ED 101. Positive Displacement Pumps. Part I Reciprocating Pumps Pump ED 101 Positive Displacement Pumps Part I Reciprocating Pumps Joe Evans, Ph.D http://www.pumped101.com There are many pump designs that fall into the positive displacement category but, for the most

More information

Equipment Performance Monitoring

Equipment Performance Monitoring Equipment Performance Monitoring Web-based equipment monitoring cuts costs and increases equipment uptime This document explains the process of how AMS Performance Monitor operates to enable organizations

More information

Outotec HIGmills; A Fine Grinding Technology

Outotec HIGmills; A Fine Grinding Technology 23 rd International Mining Congress & Exhibition of Turkey 16-19 April 2013 ANTALYA Outotec HIGmills; A Fine Grinding Technology H. Lehto Outotec Finland Oy A. Paz Outotec Pty Ltd, Perth, Australia I.

More information

3.4.4 Description of risk management plan Unofficial Translation Only the Thai version of the text is legally binding.

3.4.4 Description of risk management plan Unofficial Translation Only the Thai version of the text is legally binding. - 1 - Regulation of Department of Industrial Works Re: Criteria for hazard identification, risk assessment, and establishment of risk management plan B.E. 2543 (2000) ---------------------------- Pursuant

More information

FLOTTWEG CENTRIFUGE TECHNOLOGY FOR THE EXTRACTION OF AVOCADO OIL Satisfying Customer Needs by Using High Quality Separation Technology

FLOTTWEG CENTRIFUGE TECHNOLOGY FOR THE EXTRACTION OF AVOCADO OIL Satisfying Customer Needs by Using High Quality Separation Technology FLOTTWEG CENTRIFUGE TECHNOLOGY FOR THE EXTRACTION OF AVOCADO OIL Satisfying Customer Needs by Using High Quality Separation Technology FLOTTWEG TECHNOLOGY FOR THE PRODUCTION OF AVOCADO OIL Efficient Centrifuge

More information

Basic Hydraulics and Pneumatics

Basic Hydraulics and Pneumatics Basic Hydraulics and Pneumatics Module 1: Introduction to Pneumatics PREPARED BY IAT Curriculum Unit March 2011 Institute of Applied Technology, 2011 ATM 1122 Basic Hydraulics and Pneumatics Module 1:

More information

Unit LT01 Carry Out Routine Lift Truck Maintenance

Unit LT01 Carry Out Routine Lift Truck Maintenance Unit LT01 Carry Out Routine Lift Truck Maintenance UNIT OVERVIEW This unit is about conducting routine maintenance, adjustment and replacement activities as part of the periodic servicing of Lift Trucks.

More information

Consolidation of Grade 3 EQAO Questions Data Management & Probability

Consolidation of Grade 3 EQAO Questions Data Management & Probability Consolidation of Grade 3 EQAO Questions Data Management & Probability Compiled by Devika William-Yu (SE2 Math Coach) GRADE THREE EQAO QUESTIONS: Data Management and Probability Overall Expectations DV1

More information

BICO CHIPMUNK JAW CRUSHER - TYPE WD

BICO CHIPMUNK JAW CRUSHER - TYPE WD BICO CHIPMUNK JAW CRUSHER - TYPE WD The Bico Chipmunk Jaw Crusher is designed to give long and efficient service. In order to secure the long life and excellent performance that your crusher is capable

More information

Safety Requirements Specification Guideline

Safety Requirements Specification Guideline Safety Requirements Specification Comments on this report are gratefully received by Johan Hedberg at SP Swedish National Testing and Research Institute mailto:johan.hedberg@sp.se -1- Summary Safety Requirement

More information

Optimization of Preventive Maintenance Scheduling in Processing Plants

Optimization of Preventive Maintenance Scheduling in Processing Plants 18 th European Symposium on Computer Aided Process Engineering ESCAPE 18 Bertrand Braunschweig and Xavier Joulia (Editors) 2008 Elsevier B.V./Ltd. All rights reserved. Optimization of Preventive Maintenance

More information

AN INTRODUCTION TO PREMIUM TREND

AN INTRODUCTION TO PREMIUM TREND AN INTRODUCTION TO PREMIUM TREND Burt D. Jones * February, 2002 Acknowledgement I would like to acknowledge the valuable assistance of Catherine Taylor, who was instrumental in the development of this

More information

Pump Ratio and Performance Charts

Pump Ratio and Performance Charts Pump Ratio and Performance Charts Concept and Theory Training Table of Contents Introduction... 1 Overview... 1 How to use this Module... 2 Learning Objectives...2 Text...2 Charts, Illustrations...2 Progress

More information

Bearing designs. Bearing testing. Extract from the Railway technical handbook, volume 1, chapter 4, page 99 to 105

Bearing designs. Bearing testing. Extract from the Railway technical handbook, volume 1, chapter 4, page 99 to 105 Bearing designs Bearing testing Extract from the Railway technical handbook, volume 1, chapter 4, page 99 to 105 Railway technical handbook Volume 1 xleboxes, wheelset bearings, sensors, condition monitoring,

More information

GENERAL SESSION. "Targeted Maintenance. Presenters: Robert Aronen and George Dierssen IndustryUptime, Inc. Tuesday, November 9, 2004 1 :30-2 :30 p.m.

GENERAL SESSION. Targeted Maintenance. Presenters: Robert Aronen and George Dierssen IndustryUptime, Inc. Tuesday, November 9, 2004 1 :30-2 :30 p.m. GENERAL SESSION "Targeted Maintenance In Municipal Water Systems" Presenters: Robert Aronen and George Dierssen IndustryUptime, Inc. Tuesday, November 9, 2004 1 :30-2 :30 p.m. PUMPS & SYSTEMS EXPO 2004

More information

ELECTRICAL SAFETY RISK ASSESSMENT

ELECTRICAL SAFETY RISK ASSESSMENT ELECTRICAL SAFETY RISK ASSESSMENT The intent of this procedure is to perform a risk assessment, which includes a review of the electrical hazards, the associated foreseeable tasks, and the protective measures

More information

Statistics Revision Sheet Question 6 of Paper 2

Statistics Revision Sheet Question 6 of Paper 2 Statistics Revision Sheet Question 6 of Paper The Statistics question is concerned mainly with the following terms. The Mean and the Median and are two ways of measuring the average. sumof values no. of

More information

Pump Specifications 250 Series Submersible Sump / Effluent Pump 2 Solids handling

Pump Specifications 250 Series Submersible Sump / Effluent Pump 2 Solids handling Pump Specifications 250 Series Submersible Sump / Effluent Pump 2 Solids handling 250_P1 R10/7/2015 Copyright 2015 Liberty Pumps Inc. All rights reserved. Specifications subject to change without notice.

More information

Solving Simultaneous Equations and Matrices

Solving Simultaneous Equations and Matrices Solving Simultaneous Equations and Matrices The following represents a systematic investigation for the steps used to solve two simultaneous linear equations in two unknowns. The motivation for considering

More information

The Secondary Impact of System Optimisation on Building Equipment; Maintenance and Life Expectancy

The Secondary Impact of System Optimisation on Building Equipment; Maintenance and Life Expectancy ENVIRONMENTAL GROUP The Secondary Impact of System Optimisation on Building Equipment; Maintenance and Life Expectancy Dr. Houman Tamaddon JUNE 2015 INTRODUCTION The increased pace of global energy consumption

More information

SKF Seals Knowledge Engineering. Designed to optimize machinery performance

SKF Seals Knowledge Engineering. Designed to optimize machinery performance SKF Seals Knowledge Engineering Designed to optimize machinery performance From moulding high quantities to mach Sealing for power transmission The performance and service life of a power transmission

More information

Principles of Good Screen Design in Websites

Principles of Good Screen Design in Websites Principles of Good Screen Design in Websites N. Uday Bhaskar udaynagella@gmail.com Department CSE, RGMCET, Nandyal, 518501,INDIA P. Prathap Naidu prathap_nd@yahoo.co.in Department CSE, RGMCET, Nandyal,

More information

Step 11 Static Load Testing

Step 11 Static Load Testing Step 11 Static Load Testing Test loading is the most definitive method of determining load capacity of a pile. Testing a pile to failure provides valuable information to the design engineer and is recommended

More information

CALCULATIONS & STATISTICS

CALCULATIONS & STATISTICS CALCULATIONS & STATISTICS CALCULATION OF SCORES Conversion of 1-5 scale to 0-100 scores When you look at your report, you will notice that the scores are reported on a 0-100 scale, even though respondents

More information

Siemens Mechatronic Systems Certification Program (SMSCP)

Siemens Mechatronic Systems Certification Program (SMSCP) (SMSCP) Copyright Schutzvermerk AG 2012. / Copyright-Vermerk All rights reserved and Technical Education AG is the world leader in mechanics and automated systems technologies. has over 100 years of experience

More information

Determination of g using a spring

Determination of g using a spring INTRODUCTION UNIVERSITY OF SURREY DEPARTMENT OF PHYSICS Level 1 Laboratory: Introduction Experiment Determination of g using a spring This experiment is designed to get you confident in using the quantitative

More information

An Intelligent Software Agent Machine Condition Monitoring System Using GPRS and Data Mining

An Intelligent Software Agent Machine Condition Monitoring System Using GPRS and Data Mining An Intelligent Software Agent Machine Condition Monitoring System Using GPRS and Data Mining R.Anandan Assistant Professor 1 1 Department of Computer Science & Engineering KarpagaVinayagaCollege of Engineering

More information

LUCCI AIRFUSION QUEST II CEILING FAN

LUCCI AIRFUSION QUEST II CEILING FAN LUCCI AIRFUSION QUEST II CEILING FAN WITH IR REMOTE INSTALLATION OPERATION MAINTENANCE WARRANTY INFORMATION CAUTION READ INSTRUCTIONS CAREFULLY FOR SAFE INSTALLATION AND FAN OPERATION. V1.0 QUEST II IR

More information

Predictive Maintenance

Predictive Maintenance PART ONE of a predictive maintenance series Predictive Maintenance Overview Predictive maintenance programs come in all shapes and sizes, depending on a facility s size, equipment, regulations, and productivity

More information

Drilling Problems. pull

Drilling Problems. pull Drilling Problems Pipe Sticking Lost Circulation Hole Deviation Pipe Failures Borehole Instability Mud Contamination Formation Damage Hole Cleaning H S General Equipment & Personnel Pipe Sticking Can not

More information

OPTIMIZATION OF LOAD HAUL DUMP MINING SYSTEM BY OEE AND MATCH FACTOR FOR SURFACE MINING

OPTIMIZATION OF LOAD HAUL DUMP MINING SYSTEM BY OEE AND MATCH FACTOR FOR SURFACE MINING OPTIMIZATION OF LOAD HAUL DUMP MINING SYSTEM BY OEE AND MATCH FACTOR FOR SURFACE MINING *Ram Prasad Choudhary Department of Mining Engineering, National Institute of Technology Karnataka, Surathkal-575025

More information

Unit 24: Applications of Pneumatics and Hydraulics

Unit 24: Applications of Pneumatics and Hydraulics Unit 24: Applications of Pneumatics and Hydraulics Unit code: J/601/1496 QCF level: 4 Credit value: 15 OUTCOME 2 TUTORIAL 3 HYDRAULIC AND PNEUMATIC MOTORS The material needed for outcome 2 is very extensive

More information

PROCEEDINGS NOVEMBER 24, ~933 POLICY LIMITS IN CASUALTY INSURANCE PRESIDENTIAL ADDRESS~ PAUL DORW~-ILER

PROCEEDINGS NOVEMBER 24, ~933 POLICY LIMITS IN CASUALTY INSURANCE PRESIDENTIAL ADDRESS~ PAUL DORW~-ILER VOL. XX, PART I No. 4 x PROCEEDINGS NOVEMBER 24, ~933 POLICY LIMITS IN CASUALTY INSURANCE PRESIDENTIAL ADDRESS~ PAUL DORW~-ILER Insurance, in theory, should either cover the whole risk or that portion

More information

Terex Minerals Processing Systems Canica VSI VERTICAL SHAFT IMPACT CRUSHERS

Terex Minerals Processing Systems Canica VSI VERTICAL SHAFT IMPACT CRUSHERS Terex Minerals Processing Systems Canica VSI VERTICAL SHAFT IMPACT CRUSHERS SERVING THE INDUSTRY SINCE 1974 Vertical Shaft Impactor Benefits Very cubicle product Benificiation of material (elimination

More information

Otta Seal BACKGROUND GENERAL DESCRIPTION DESIGN ASPECTS. Category : Technical Information/On-carriageway/

Otta Seal BACKGROUND GENERAL DESCRIPTION DESIGN ASPECTS. Category : Technical Information/On-carriageway/ Otta Seal Category : Technical Information/On-carriageway/ BACKGROUND An Otta seal is a thin bituminous seal comprising graded gravel or crushed aggregate containing all sizes and either a cut-back or

More information

QM5091 2 SCHEDULE AND DISPATCH PETROLEUM PIPELINE OPERATIONS

QM5091 2 SCHEDULE AND DISPATCH PETROLEUM PIPELINE OPERATIONS SUBCOURSE EDITION QM5091 2 SCHEDULE AND DISPATCH PETROLEUM PIPELINE OPERATIONS SCHEDULE AND DISPATCH PETROLEUM PIPELINE OPERATIONS Subcourse QM 5091 Edition 2 Unites States Army Combined Arms Support Command

More information

Focus on learning key. 1 NIHL impacts. Exercise. Discuss. Introduction

Focus on learning key. 1 NIHL impacts. Exercise. Discuss. Introduction Focus on learning key Exercise Analyse the information in your work group Date: Shift: Discussion led by: Attendees names: Discuss Go through questions in your workgroup Introduction Being exposed to excessive

More information

Online Hydro Machinery Monitoring Protection, Prediction and Performance Monitoring Solutions

Online Hydro Machinery Monitoring Protection, Prediction and Performance Monitoring Solutions Online Hydro Machinery Monitoring Protection, Prediction and Performance Monitoring Solutions 2011, Emerson Process Management. The contents of this publication are presented for informational purposes

More information

IMPROVING OUR CUSTOMER S EXPERIENCE

IMPROVING OUR CUSTOMER S EXPERIENCE a subsidiary of Fred Weber, Inc. IMPROVING OUR CUSTOMER S EXPERIENCE Iron Mountain Trap Rock supplies tough, wear-resistant trap rock. Next to Iron Mountain s 200-year-old mine, our new, state-of-the-art

More information

DRAFT (Public comments phase August 2006) Date: XX/XX/XX. Initiated by: ANE-110

DRAFT (Public comments phase August 2006) Date: XX/XX/XX. Initiated by: ANE-110 (Public comments phase August 2006) Advisory Circular Subject: PROPOSED DRAFT Turbine Engine Repairs and Alterations Approval of Technical and Substantiation Data Date: XX/XX/XX Initiated by: ANE-110 AC

More information

BICO BADGER 5" X 7" JAW CRUSHER OPERATING INSTRUCTIONS

BICO BADGER 5 X 7 JAW CRUSHER OPERATING INSTRUCTIONS BICO BADGER 5" X 7" JAW CRUSHER OPERATING INSTRUCTIONS The Bico Badger Jaw Crusher is designed to give long and efficient service. In order to secure the long life and excellent performance, which your

More information

Lab 1 Concrete Proportioning, Mixing, and Testing

Lab 1 Concrete Proportioning, Mixing, and Testing Lab 1 Concrete Proportioning, Mixing, and Testing Supplemental Lab manual Objectives Concepts Background Experimental Procedure Report Requirements Discussion Prepared By Mutlu Ozer Objectives Students

More information

Risk Assessment Tools for Identifying Hazards and Evaluating Risks Associated with IVD Assays

Risk Assessment Tools for Identifying Hazards and Evaluating Risks Associated with IVD Assays Risk Assessment Tools for Identifying Hazards and Evaluating Risks Associated with IVD Assays Robert C. Menson, PhD AACC Annual Meeting Philadelphia, PA 22 July 2003 What Risks Must Be Managed? Risk to

More information

FMEA Failure Risk Scoring Schemes

FMEA Failure Risk Scoring Schemes FMEA Failure Risk Scoring Schemes 1-10 Scoring for Severity, Occurrence and Detection CATEGORY Severity 10 9 8 7 6 5 3 2 1 Hazardous, without warning Hazardous, with warning Very High High Moderate Low

More information

Understanding Insulation Resistance Testing

Understanding Insulation Resistance Testing Understanding Insulation Resistance Testing Why have an insulation testing program? A regular program of testing insulation resistance is strongly recommended to prevent electrical shocks, assure safety

More information

Characteristics of the Participants

Characteristics of the Participants 3 Financial Analysis for Replacement of Construction Equipment in Saudi Arabia Ali A. Shash (Center for Engineering Research, Research Institute, King Fahd University of Petroleum & Minerals, Saudi Arabia)

More information

ENERGY AND INFRASTRUCTURE NEEDS IN INDIA :AN INPUT-OUTPUT ANALYSIS

ENERGY AND INFRASTRUCTURE NEEDS IN INDIA :AN INPUT-OUTPUT ANALYSIS ENERGY AND INFRASTRUCTURE NEEDS IN INDIA :AN INPUT-OUTPUT ANALYSIS Joyashree Roy 1 Faculty at Department of Economics, Jadavpur University, India & Visiting Fellow at Lawrence Berkeley National Laboratory,

More information

Performance of Gangrel Hydroelectric Power Plant A Case Study

Performance of Gangrel Hydroelectric Power Plant A Case Study Performance of Gangrel Hydroelectric Power Plant A Case Study Bhoumika Sahu 1, Sanjiv Kumar 2, Dhananjay Kumar Sahu 3,Brijesh patel 4,Kalpit P. Kaurase 5 1 M.Tech scholar (TurboMachinary) & Mats University,

More information

Risk Management & Assessment at UQ

Risk Management & Assessment at UQ Risk Management & Assessment at UQ Course Overview: This training module has been developed for workers at the University of Queensland, and forms part of the OH&S training program at UQ. The aim of this

More information

ClearView 100. Instruction Manual

ClearView 100. Instruction Manual ClearView 100 Instruction Manual Important Safeguards This appliance is not intended for use by children or infirm persons without supervision. Young children should be supervised to ensure that they do

More information

Quality Risk Management Understanding and Control the Risk in Pharmaceutical Manufacturing Industry

Quality Risk Management Understanding and Control the Risk in Pharmaceutical Manufacturing Industry International Journal of Pharmaceutical Science Invention ISSN (Online): 2319 6718, ISSN (Print): 2319 670X Volume 4 Issue 1 January 2015 PP.29-41 Quality Risk Management Understanding and Control the

More information

WEEKLY SAFETY MEETING All Euramax Subsidiaries LOCKOUT / TAGOUT. Safety Meeting Contents. Meeting Notice. Leaders Guide.

WEEKLY SAFETY MEETING All Euramax Subsidiaries LOCKOUT / TAGOUT. Safety Meeting Contents. Meeting Notice. Leaders Guide. Safety Meeting Contents Meeting Notice Leaders Guide Employee Handout Employee Quiz Meeting Sign-In Sheet Employee Puzzle PRIOR TO THE WEEKLY MEETING: - Post the meeting notice by the timeclock - Read

More information

RISK ASSESSMENT BASED UPON FUZZY SET THEORY

RISK ASSESSMENT BASED UPON FUZZY SET THEORY RISK ASSESSMENT BASED UPON FUZZY SET THEORY László POKORÁDI, professor, University of Debrecen pokoradi@mfk.unideb.hu KEYWORDS: risk management; risk assessment; fuzzy set theory; reliability. Abstract:

More information

R. Cwilewicz & L. Tomczak Marine Propulsion Plant Department, Gdynia Maritime University, Poland

R. Cwilewicz & L. Tomczak Marine Propulsion Plant Department, Gdynia Maritime University, Poland The role of computer simulation programs for marine engineers in hazard prevention by reducing the risk of human error in the operation of marine machinery R. Cwilewicz & L. Tomczak Marine Propulsion Plant

More information

Analysis Of Work Order History

Analysis Of Work Order History Analysis Of Work Order History Opportunities For Improvements S A Safi, Covaris Pty Ltd A Paper from ICOMS 2007 (Australia) Summary: This paper presents an objective methodology for maintenance data analysis.

More information

MACHINE VISION ORIENTATION SENSOR THERMAL IMAGING 3D VISION DEEP LEARNING THERMAL IMAGING. www.motionmetrics.com

MACHINE VISION ORIENTATION SENSOR THERMAL IMAGING 3D VISION DEEP LEARNING THERMAL IMAGING. www.motionmetrics.com MACHINE VISION ORIENTATION SENSOR THERMAL IMAGING 3D VISION DEEP LEARNING THERMAL IMAGING www.motionmetrics.com EXTENDING MACHINE SENSES Trusted by the biggest names in mining... ABOUT US OUR CUSTOMERS

More information

Quality Risk Management Tools Quality Risk Management Tool Selection When to Select FMEA: QRM Tool Selection Matrix

Quality Risk Management Tools Quality Risk Management Tool Selection When to Select FMEA: QRM Tool Selection Matrix Quality Risk Management Tools Quality Risk Management Tool Selection When to Select FMEA: QRM Tool Selection Matrix 26 Quality Risk Management Tools The ICH Q9 guideline, Quality Risk Management, provides

More information

I. INTRODUCTION OBJECTIVES OF THE STUDY

I. INTRODUCTION OBJECTIVES OF THE STUDY ISSN: 2349-7637 (Online) RESEARCH HUB International Multidisciplinary Research Journal (RHIMRJ) Research Paper Available online at: www.rhimrj.com An Analysis of Working Capital Trends P. R. Halani 1st

More information