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Method for operating a neural network with missing and/or incomplete data

IPC분류정보
국가/구분 United States(US) Patent 등록
국제특허분류(IPC7판)
  • G06F-015/18
출원번호 US-0167400 (1998-10-06)
발명자 / 주소
  • Keeler James David
  • Hartman Eric Jon
  • Ferguson Ralph Bruce
출원인 / 주소
  • Pavilion Technologies, Inc.
대리인 / 주소
    Howison, Chauza, Handley & Arnott, LLP
인용정보 피인용 횟수 : 50  인용 특허 : 9

초록

A neural network system is provided that models the system in a system model (12) with the output thereof providing a predicted output. This predicted output is modified or controlled by an output control (14). Input data is processed in a data preprocess step (10) to reconcile the data for input to

대표청구항

[ What is claimed is:] [1.] A method for estimating error in a prediction output space of a predictive system model of a system over a prediction input space as a prediction error, comprising the steps of:receiving an input vector comprising a plurality of input values that occupy the prediction inp

이 특허에 인용된 특허 (9)

  1. Ulug Mehmet E. (1537 E. Hillsboro Blvd. #342 Deerfield Beach FL 33441), Artificial neural network method and architecture adaptive signal filtering.
  2. Faggin Federico (Los Altos Hills CA) Lynch Gary S. (Irvine CA), Brain learning and recognition emulation circuitry and method of recognizing events.
  3. Altschuler Martin D. (Wallingford PA) Whittington Richard (Media PA), Interactive statistical system and method for predicting expert decisions.
  4. Kramer Mark A. (Winchester MA) Leonard James A. (Cambridge MA) Ungar Lyle H. (Philadelphia PA), Method and apparatus for pattern mapping system with self-reliability check.
  5. Inoue Haruki (Katsuta JPX) Nakamura Kenichi (Hitachiota JPX) Oshima Keiji (Katsuta JPX) Yahiro Masakazu (Hitachi JPX) Koide Minoru (Hitachi JPX) Abe Noboru (Hitachi JPX), Neural network system adapted for non-linear processing.
  6. Gaborski Roger S. (Pittsford NY), Neural network with back propagation controlled through an output confidence measure.
  7. Keeler James D. (Austin TX) Hartman Eric J. (Austin TX), Neural network with semi-localized non-linear mapping of the input space.
  8. Manukian Narbik (Glendale CA) Wilensky Gregg D. (Venice CA), Rapidly converging projective neural network.
  9. Keeler James D. (Austin TX) Hartman Eric J. (Austin TX) Liano Kadir (Austin TX) Ferguson Ralph B. (Austin TX), Residual activation neural network.

이 특허를 인용한 특허 (50)

  1. Miller, John Philip, Abnormal situation prevention in a heat exchanger.
  2. Eryurek,Evren; Kavaklioglu,Kadir; Miller,John P., Abnormal situation prevention in a process plant.
  3. Kavaklioglu,Kadir; Dillon,Steven R.; Rome,Gregory H.; Westbrock,Jon, Aggregation of asset use indices within a process plant.
  4. Keeler, James D.; Hartman, Eric J.; Godbole, Devendra B.; Piche, Steve; Arbila, Laura; Ellinger, Joshua; Ferguson, II, R. Bruce; Krauskop, John; Kempf, Jill L.; O'Hara, Steven A.; Strauss, Audrey; Te, Automated method for building a model.
  5. Eryurek, Evren; Harris, Stuart; Marschall, Lester (David); Hokeness, Scott Nels, Automatic work order/parts order generation and tracking.
  6. Eryurek, Evren; Kavaklioglu, Kadir; Miller, John P., Configuration system and method for abnormal situation prevention in a process plant.
  7. Eryurek, Evren; Schleiss, Trevor D., Creation and display of indices within a process plant.
  8. Eryurek,Evren; Schleiss,Trevor D., Creation and display of indices within a process plant.
  9. Eryurek,Evren; Kavaklioglu,Kadir; Miller,John P., Data presentation system for abnormal situation prevention in a process plant.
  10. Eryurek,Evren; Schleiss,Trevor D.; Harris,Stuart, Data sharing in a process plant.
  11. Dillon,Steven R., Delivery of process plant notifications.
  12. Keyes, IV, Marion A.; Nixon, Mark J.; Blevins, Terrence Lynn, Economic calculations in a process control system.
  13. Keyes, Marion A.; Nixon, Mark J.; Blevins, Terrence Lynn, Economic calculations in a process control system.
  14. Eryurek, Evren; Ramachandran, Ram; Scott, Cindy Alsup; Schleiss, Trevor Duncan, Enhanced fieldbus device alerts in a process control system.
  15. Eryurek, Evren; Westbrock, Jon Dale; Llewellyn, Craig Thomas, Enhanced hart device alerts in a process control system.
  16. Miller, John Philip, Field device with capability of calculating digital filter coefficients.
  17. Miller, John Philip, Heat exchanger fouling detection.
  18. Eryurek, Evren; Llewellyn, Craig Thomas; Marschall, Lester David; Westbrock, Jon D.; Harris, Stuart A.; Hokeness, Scott N., Integrated alert generation in a process plant.
  19. Eryurek, Evren; Harris, Stuart Andrew; Hokeness, Scott Nels; Marschall, Lester David, Integrated device alerts in a process control system.
  20. Kephart, Richard W.; Sanchez, Herman; Abruzere, Eugene, Method and apparatus for deploying industrial plant simulators using cloud computing technologies.
  21. Armstrong, Steve; Hokeness, Scott N.; Di Giovanni, Augustine, Method and apparatus for monitoring and performing corrective measures in a process plant using monitoring data with corrective measures data.
  22. Keeler, James David; Hartman, Eric Jon; Ferguson, Ralph Bruce, Method and apparatus for operating a neural network with missing and/or incomplete data.
  23. Keeler, James David; Hartman, Eric Jon; Ferguson, Ralph Bruce, Method and apparatus for operating a neural network with missing and/or incomplete data.
  24. Nixon,Mark J.; Keyes, IV,Marion A.; Schleiss,Trevor D.; Gudaz,John A.; Blevins,Terrence L., Method and apparatus for performing a function in a plant using process performance monitoring with process equipment monitoring and control.
  25. Armstrong, Stephen; Hokeness, Scott N.; Di Giovanni, Augustine, Method and apparatus for performing a function in a process plant using monitoring data with criticality evaluation data.
  26. Miller, John P., Method and system for detecting abnormal operation of a level regulatory control loop.
  27. Miller, John Philip, Method and system for modeling a process variable in a process plant.
  28. Subbu, Rajesh V.; Bonissone, Piero P.; Eklund, Neil H.; Iyer, Naresh S.; Shah, Rasiklal P.; Yan, Weizhong; Knodle, Chad E.; Schmid, James J., Method and system for performing model-based multi-objective asset optimization and decision-making.
  29. Swanson, Brian G., Method for generating a model representative of a process.
  30. Henly, Timothy J.; Stocky, Thomas Patrick, Method of predicting and optimizing production.
  31. Miller, John P.; Kant, Ravi, Methods and systems for detecting deviation of a process variable from expected values.
  32. Miller, John P.; Kant, Ravi, Methods and systems for detecting deviation of a process variable from expected values.
  33. Miller, John P., Modeling a process using a composite model comprising a plurality of regression models.
  34. Lundeberg, Marcus R.; Samardzija, Nikola; Miller, John P., Multivariate monitoring and diagnostics of process variable data.
  35. Samardzija, Nikola; Miller, John Philip, On-line monitoring and diagnostics of a process using multivariate statistical analysis.
  36. Samardzija, Nikola; Miller, John Philip, On-line multivariate analysis in a distributed process control system.
  37. Dillon, Steven R.; Rome, Gregory H., Personalized plant asset data representation and search system.
  38. Swanson,Brian G., Predictive emissions monitoring method.
  39. Swanson, Brian G., Predictive emissions monitoring using a statistical hybrid model.
  40. Eryurek, Evren; Smith, Ross Stephen; Dewar, Ian Bryce; Raynor, Stuart Brian; Minto, Jeffrey Alan, Remote analysis of process control plant data.
  41. Miller, John P., Simplified algorithm for abnormal situation prevention in load following applications including plugged line diagnostics in a dynamic process.
  42. Miller, John Philip, Simplified algorithm for abnormal situation prevention in load following applications including plugged line diagnostics in a dynamic process.
  43. Balentine, James R.; Dicaire, Andre A.; Scott, Cindy A.; Lattimer, Donald Robert; Schibler, Kenneth; Shepard, John R.; Jundt, Larry O., Software lockout coordination between a process control system and an asset management system.
  44. Miller, John P.; Lundeberg, Marcus R., Statistical signatures used with multivariate analysis for steady-state detection in a process.
  45. Heavner, III, Louis W.; Sharpe, Jr., Joseph H.; Eryurek, Evren; Kavaklioglu, Kadir, System and method for detecting an abnormal situation associated with a heater.
  46. Sharpe, Jr., Joseph H., System and method for detecting an abnormal situation associated with a process gain of a control loop.
  47. Ford, Jr.,Ferrill E.; Eryurek,Evren, System and method for detecting an abnormal situation associated with a reactor.
  48. Eryurek, Evren; Westbrock, Jon, System for preserving and displaying process control data associated with an abnormal situation.
  49. Peterson, Neil J.; Deitz, David L.; Wilson, Grant; Zhou, Ling; Tanyous, Ebtesam S.; Worek, Christopher J.; Nixon, Mark J., Web services-based communications for use with process control systems.
  50. Peterson, Neil J.; Deitz, David L.; Wilson, Grant; Zhou, Ling; Tanyous, Ebtesam S.; Worek, Christopher J.; Nixon, Mark J., Web services-based communications for use with process control systems.
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