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A Step Closer to Maintenance Free Gear
Dave Loucks, P.E., Eaton Corporation Senior Member IEEE 2010 Petroleum and Chemical Industry Committee Technical Conference San Antonio, TX - September 20-22, 2010
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Failure Modes Electricity goes where it isn’t supposed to go (Insulation Failure) Partial Discharge (Medium Voltage) Ground Leakage Sensing / Arc Fault Detection Electricity doesn’t go where it is supposed to go (Continuity Failure) Energized Conductors with sufficient current Temperature Measurement De-energized Conductors Inject current, measure voltage drop (ohmmeter) 2
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Resistance Sensing Methods
Disadvantage IR Photography Expensive, visibility of objects required. Non-Contact (Pyrometer) Visibility of objects required. T = average in field of view. Multiple sensors required. I/O required Contact (RTD, T/C, etc.) Similar to pyrometer but also requires isolated I/O or battery power. Fiber DTS Expensive. Requires routing additional fiber over conductors Low Resistance Ohmmeter Difficult to perform on live system. Offline may require racking out device to test which could materially change results.
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Direct Temperature Sensing
TC
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Direct Temperature Sensing
TC k Thermal conductivity of area touching between two objects x Thickness of insulating material between two objects A Surface area of the two objects touching one another Thot Temperature of heated object Tcool Temperature of heat sink or ambient S Specific Heat of the cooling fluid Efficiency of heat sink F Flow rate of cooling fluid Boltzmann Constant Surface Emissivity (0-1) If:
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Direct Temperature Sensing
Air flow Ambient Temp Surface cleanliness Current flow While “R” is one factor in Thot, other factors matter Changes in ambient or air flow or cleanliness or current flow (per phase) will affect reading Don’t assume that a low temperature means “no problem” Low temperature could mean lower current or lower ambient or higher air flow or someone cleaned the dust out
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Where Do You Measure Ambient?
Option 1: Add ambient temperature sensors at each bus temp sensor to factor out changes in ambient Could be costly and difficult if you have many ambient sensors Option 2: Measure ambient at some central point Accuracy affected by variability of ambient sensed versus actual at conductor location. Option 3: Derive ambient from the data No extra sensors needed Short of placing extra sensors near each bus temperature sensor, this will be the most accurate model
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“Phase Difference” Analysis
Constant Ambient Variable Phase A resistance Constant Current Constant Ambient Variable Phase A resistance Constant Current Current Phase-to-Phase Temp Differences Analyze Tc-Tb Tc-Ta Tc-Tb Tc-Ta non-zero `slope - alarm! resistance Degrees Difference between Tb and Ta decreasing Tb Ta Tb-Ta Now equal Diff goes negative (Ta > Tb) zero slope - OK Tc-Ta Tc-Ta Tb-Ta Tb-Ta Time Ia Tb-Ta Ib Tc-Tb Ic Tc-Ta resistance Degrees Changing Ambient, Constant resistance Constant Current 40 Degree Ambient 30 Degree Ambient Time Tc-Tb same value Changing Ambient, Constant resistance Constant Current Analyze Current Phase-to-Phase Temp Differences Tc-Ta same value Tc-Tb Tc-Ta Tb-Ta same value Tb-Ta zero slope - OK 8
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How Do You Factor Current Changes?
T f(i) T f(i) f(i) = ?
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Numerical Approximation
Independent variable: conductor temperature Control variables: ambient, current Measured Data Numerical evaluation of energy balance equation T = f(i) = f(i1) – f(i2) T1 = [ H ln(i1)] T2 = [ H ln(i2)]
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New Method Zxbus = Zx1 - Zx2 Ia Ib Ic Va1n Vb1n Vc1n Ia Ib Ic Va2n
Meter Ia Ib Ic Va1n Vb1n Vc1n Meter Ia Ib Ic Va2n Vb2n Vc2n Za1 Zb1 Zc1 Za2 Zb2 Zc2 Load Za1 = Va1n / Ia Zb1 = Vb1n / Ib Zc1 = Vc1n / Ic then Za2 = Va2n / Ia Zb2 = Vb2n / Ib Zc2 = Vc2n / Ic and Zabus = Za1 - Za2 Zbbus = Zb1 - Zb2 Zcbus = Zc1 - Zc2 therefore Since: Z = V / I
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What R is a “Good” Junction?
Measured Per Pole Non-Fused Safety Switch 100A 181 200A 132 400A 87 Measured Lug-to-Bus “Normal” (Good) Resistance (depending on ampacity of lug) Heat Dissipation Surface Area Smaller products, less area for heat dissipation Need lower and lower resistances to maintain low temp rise. 3rd party standards set limits for temperature rise
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R Required for a “Bad” Junction
Recall our numerical solution of the temperature-versus-current relationship Since Pin = i2R, then Since T ln(I) and Pin R,
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Example “Bad” Junction
RLug = 10 90oC (363oK) nominal How high must resistance rise to reach 130oC (403oK)? 403/363 = 1.11 e2.22 = 9.2 R must increase by 9.2 times (10 92 or +82 )
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How Does “Normal” T Affect Z?
Cu ( 0.4% / oC) Based on 50oC rise on a 40oC ambient ? T if conductor load changes from no to full load? (40oC, 313oK) (90oC, 363oK) 50oC rise results in a 20% increase in R
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How Many Ohms is 20%? Example: 200 A system R resistance (ohms)
Cross sectional area of a copper bus bar 6.35 mm (1/4 inch) x 25.4 mm (1 inch) is 1.61 x 10-4 m2 (0.25 in2) Length = m (10 ft) copper = 1.72 x 10-8 Hm R resistance (ohms) resistivity (ohm-meter) L conductor length (meters) A conductor area (meters2) 325.6 * 0.2 = 65 from change in conductor temperature
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Appears T Adds Significant Noise
82 from a failing junction 65 from ordinary conductor PTC effects! How do we detect failing junctions from normal PTC effects? Use the same “phase difference” analysis previously discussed resistance Degrees Time Constant Ambient Variable Phase A resistance Constant Current Now equal Diff goes negative (Ta > Tb) Tc-Ta Tb-Ta Tc-Tb Difference between Tb and Ta decreasing Tb Ta Only works if you assume that the problem occurs on one phase at a time
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Actual Equipment Testing
Junctions with +82 to baseline difficult to create 400A dropped across 82 = 0.033V (33 mV) We could create a repeatable 500 increase. ?? amps across 500 = V ?? = 66A Vdrop_82 = 400 H82 = Vdrop_500 = 66 A H 500 For test used 1.6 amps (2.5% of 66 A) This is the equivalent of only 10A load on 400A circuit! Would low-cost metering be sensitive enough to detect 82 at the equivalent of 10A load? ( A)
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Experimentally Add 500 Zxbus = Zx1 - Zx2 Ia Ib Ic Va1n Vb1n Vc1n Ia
Meter Ia Ib Ic Va1n Vb1n Vc1n Meter Ia Ib Ic Va2n Vb2n Vc2n Za1 Zb1 Zc1 Za2 Zb2 Zc2 Load
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Raw Impedance Calculation
Upstream Meter Z calculation Z Added 500 Unrelated load change on system Downstream Meter Z calculation Unrelated load change on system Unrelated load change on system Do you see a change in Z after adding 500 ?
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Very Noisy Data Why so noisy? Do you see a 500 change? I don’t…
8 m 2 m Z change occurred here Why so noisy? 1) Waveforms captured different times, 2) Beyond A/D resolution limits Do you see a 500 change? I don’t…
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Filtered Z Extracting the Z data from noisy data was key requirement
Zmeasured(t1) Zmeasured(t2) Zmeasured(tn) What is this noise then? How do we separate a random, Gaussian noise from the real signal?
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Step 1: Smooth Signal If most recent sample is larger than rolling average Increment rolling average by a magnitude equal to a gain times the most recent value Aven = Aven-1 + (Sample * Gain) If most recent sample is smaller than rolling average Decrement rolling average by a magnitude equal to a gain times the most recent value Aven = Aven-1 - (Sample * Gain)
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Aven = Aven-1 + (Sample * Gain)
Z change occurred here Looks like the trend is going up, but still quite subtle
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Smoothed Trend Line: 3 Phase
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Smoothed Trend Line: 3 Phase
Phase A increases +500 Phase B remains constant Phase C remains constant
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Convert Values To Percentages
Phase A is pulling away from Phase B and C
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Unexpected Resolution
500 extra resistance 1.58 amps of current V = IR = 1.58 (0.0005) = volts drop But the meter used only resolves 0.12 volts / bit We are resolving better than volts /0.12 = 0.65% of a bit We are reading signals smaller than 1/151 of a bit!
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How Can This Be? Real world signals are noisy
This noise adds a broad spectrum forcing function on top of the underlying process variable The magnitude of this forcing function is sufficient to slew past many bits of A/D resolution The algorithm, rather than measuring the average value, instead calculates the probability that a particular bit is triggered The bits closest to the real value are triggered more and have a higher probability of being triggered
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Sensitivity Analysis Lower gain, higher sensitivity, slower response
Phase A is pulling away from Phase B and C Delta 500 (1/151 bit) Seems like more resolution is available Lower gain, higher sensitivity, slower response At least 1 more order of magnitude resolution (<10 70A)
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Summary New method to detect failing pressure junctions
10 resolution in tests Ambient and cooling insensitive Detects failing junctions before glowing Sense areas not convenient to IR scan Supplement scheduled IR scan Postpone if no issue (reduce cost) Dispatch sooner if problem seen (improve reliability)
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