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US4773021A Expired / Lapsed US ⏱️ 0.0 years remaining

Adaptive model-based pressure control and method of resin cure

Assignee: General Electric Co
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Filing: 1987-07-31
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Granted: 1988-09-20
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Expires: 2007-07-31
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Abstract

Abstract Composites such as graphite reinforced PMR-15 resin are cured in a heated press by following a temperature schedule and changing from low to high pressure after the start of resin cross linking. A pressure control and method to time application of high pressure uses temperature and dielectric sensor outputs and a semi-empirical model of the resin electrical conductivity. The model estimates the future variation of resin conductivity and determines time-to-go to a maximum in electrical conductivity. A signal to apply high pressure is generated when the estimated time to maximum conductivity falls below a threshold. On-line fitting of the model to sensor data as it is gathered provides a mechanism for adapting the control to the peculiarities of a given batch of resins and a particular cure schedule.

Inventors

  • 👤 Lawson P. Harris
  • 👤 Ram K. Upadhyay

Bibliographic Details

Application Number —
Jurisdiction US
Data Source google_patents
Last Synchronized 2026-11-04 05:24
CPC Classifications
G; G05; G05B; G05B13/00; G05B13/02; G05B13/04; G05B13/048; B; B29; B29C; B29C35/00; B29C35/02; B29C35/0288; B29C43/00; B29C43/32; B29C43/58; G01; G01N; G01N2203/00; G01N2203/0058; G01N2203/0092

Claims Analysis

Total Claims: 19
Claim 1
Independent Claim 145 words
An adaptive model-based pressure control system for an apparatus in which a resin-containing workpiece is cured by heating according to a given temperature vs. time schedule and applying a low pressure during initial stages of the cure and a high pressure after the start of resin cross linking, comprising: sensors and associated instrumentation for supplying workpiece temperature and resin conductivity data to a control computer during the cure process; said control computer having means for computing the predicted future variation of resin conductivity and estimated time to a conductivity maximum from a mathematical model which utilizes current temperature and conductivity data, precalculated estimates of the fraction of cross linking completed, and activation energy and cure constants; and means for sending a signal to said apparatus to apply said high pressure to said workpiece when the estimated time to conductivity maximum drops below a preset threshold.
Claim 2
Dependent Claim 145 words
An adaptive model-based pressure control system for an apparatus in which a resin-containing workpiece is cured by heating according to a given temperature vs. time schedule and applying a low pressure during initial stages of the cure and a high pressure after the start of resin cross linking, comprising: sensors and associated instrumentation for supplying workpiece temperature and resin conductivity data to a control computer during the cure process; said control computer having means for computing the predicted future variation of resin conductivity and estimated time to a conductivity maximum from a mathematical model which utilizes current temperature and conductivity data, precalculated estimates of the fraction of cross linking completed, and activation energy and cure constants; and means for sending a signal to said apparatus to apply said high pressure to said workpiece when the estimated time to conductivity maximum drops below a preset threshold.
Claim 3
Dependent Claim 20 words
The pressure control system of claim 1 further comprising means for fitting said mathematical model on-line to said current data.
Claim 4
Dependent Claim 36 words
The pressure control system of claim 2 wherein said last-mentioned means is comprised of means for adjusting said activation energy constant initially, and thereafter adjusting said cure constant and recalculating the estimated time to conductivity maximum.
Claim 5
Dependent Claim 40 words
The pressure control system of claim 2 wherein said computer has data acceptance logic to reject said current data not in a cross linking range of times and temperatures and which differs by a given factor from the last data.
Claim 6
Dependent Claim 23 words
The pressure control system of claim 2 wherein said sensors are a thermocouple and a dielectric sensor having a parallel plate capacitor structure.
Claim 7
Dependent Claim 180 words
An adaptive pressure control system for a heated press in which a graphite cloth reinforced PMR-15 resin workpiece is cured by following a given temperature vs. time schedule and applying low pressure during initial stages of the cure and high pressure after the start of resin cross linking, comprising: means for sensing workpiece temperature and resin conductivity and supplying sensor data to a control computer during the cure cycle; said control computer having: means for precalculating from a cross linking model an estimate of the fraction of cross linking reaction completed as a function of temperature and time; means for computing the predicted future variation of resin conductivity and estimated time to a conductivity maximum from a mathematical model which utilizes current temperature and conductivity data, the fraction of cross linking completed, and activation energy and cure constants that are adjusted on-line to fit said model to said current data; and means for sending a signal to said heated press to apply said high pressure to said workpiece when the estimated time to conductivity maximum drops below a preset threshold.
Claim 8
Dependent Claim 180 words
An adaptive pressure control system for a heated press in which a graphite cloth reinforced PMR-15 resin workpiece is cured by following a given temperature vs. time schedule and applying low pressure during initial stages of the cure and high pressure after the start of resin cross linking, comprising: means for sensing workpiece temperature and resin conductivity and supplying sensor data to a control computer during the cure cycle; said control computer having: means for precalculating from a cross linking model an estimate of the fraction of cross linking reaction completed as a function of temperature and time; means for computing the predicted future variation of resin conductivity and estimated time to a conductivity maximum from a mathematical model which utilizes current temperature and conductivity data, the fraction of cross linking completed, and activation energy and cure constants that are adjusted on-line to fit said model to said current data; and means for sending a signal to said heated press to apply said high pressure to said workpiece when the estimated time to conductivity maximum drops below a preset threshold.
Claim 9
Dependent Claim 26 words
The pressure control system of claim 6 wherein said sensing means are a thermocouple and a high conductivity dielectric sensor having a parallel plate capacitor structure.
Claim 10
Dependent Claim 41 words
The pressure control system of claim 7 further comprising means for rejecting said sensor data not in a cross linking range of times and temperatures and any conductivity data that differs by more than a given factor from last accepted data.
Claim 11
Independent Claim 120 words
A method to control application of high pressure during the curing and cross linking of a resin-containing material that is heated according to a given temperature schedule, comprising: continuously measuring the temperature and electrical conductivity of said material during a cure process; providing a conductivity model to predict future variation of resin conductivity from currently sensed temperature and conductivity data, a precalculated estimate of the fraction of cross linking completed, and activation energy and cure constants; adjusting the values of said constants which serve as adjustable parameters in improving agreement between incoming data and model calculations; computing an estimated time-to-go to a resin conductivity maximum; and applying said high pressure to said material when the time-to-go is below a threshold.
Claim 12
Independent Claim 120 words
A method to control application of high pressure during the curing and cross linking of a resin-containing material that is heated according to a given temperature schedule, comprising: continuously measuring the temperature and electrical conductivity of said material during a cure process; providing a conductivity model to predict future variation of resin conductivity from currently sensed temperature and conductivity data, a precalculated estimate of the fraction of cross linking completed, and activation energy and cure constants; adjusting the values of said constants which serve as adjustable parameters in improving agreement between incoming data and model calculations; computing an estimated time-to-go to a resin conductivity maximum; and applying said high pressure to said material when the time-to-go is below a threshold.
Claim 13
Dependent Claim 63 words
The method of claim 9 wherein said conductivity model is expressed mathematically by: ##EQU7## where σ, T, and α are the electrical conductivity, absolute temperature, and fractional completion of the cross linking reaction, respectively, of the resin, subscripts o refer to a reference condition just prior to the cross linking reaction, E is the activation energy constant, and C is the cure constant.
Claim 14
Dependent Claim 24 words
The method of claim 9 further comprising rejecting unsuitable values of said incoming data not in a cross linking range of time and temperature.
Claim 15
Dependent Claim 45 words
The method of claim 11 further comprising adjusting the activation energy constant E until an acceptable number of data are accumulated and the fraction of cross linking completed is above a threshold, then adjusting the cure constant C and calculating the time-to-go to conductivity maximum.
Claim 16
Dependent Claim 37 words
The method of claim 9 further comprising rejecting any temperature and conductivity data points that are below thresholds and not in a cross linking range, and any conductivity data that differs excessively from a last accepted value.
Claim 17
Dependent Claim 54 words
The method of claim 13 further comprising adjusting only said activation energy constant, starting with a default value, until a given number of acceptable data points are accumulated and the calculated fraction of cross linking completed is above a threshold, and thereafter adjusting only said cure constant and calculating the time-to-go to conductivity maximum.
Claim 18
Dependent Claim 14 words
The method of claim 9 wherein said material being cured is a fiber-reinforced resin.
Claim 19
Dependent Claim 16 words
The method of claim 9 wherein said material being cured is graphite cloth reinforced PMR-15 resin.

References Cited (Backward Citations)

US3819915A Cited
US3985712A Cited
US4373092A Cited
US4542466A Cited
US4515545A Cited
US4551807A Cited
US4721589A Cited
US4546438A Cited

USPTO Annuity & Maintenance Windows

Annuity Stage Window Opens Payment Deadline Surcharge Period Until Estimated Fee Status
3.5 Years (Year 4) 1991-09-20 1992-03-21 1992-09-20 $2000.00 Window Closed / Lapsed
7.5 Years (Year 8) 1995-09-20 1996-03-21 1996-09-20 $3760.00 Window Closed / Lapsed
11.5 Years (Year 12) 1999-09-20 2000-03-21 2000-09-20 $7700.00 Window Closed / Lapsed

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