Parameter-dependent model-blending with multi-expert based machine learning and proxy sites

Hamann, Hendrik F.; Hwang, Youngdeok; Klein, Levente; Lenchner, Jonathan; Lu, Siyuan; Marianno, Fernando J.; Tesauro, Gerald J.; van Kessel, Theodore G.

Title: Parameter-dependent model-blending with multi-expert based machine learning and proxy sites

Patent · Tue Mar 24 00:00:00 EDT 2020

OSTI ID:1637807

Hamann, Hendrik F.; Hwang, Youngdeok; Klein, Levente; Lenchner, Jonathan; Lu, Siyuan; Marianno, Fernando J.; Tesauro, Gerald J.; van Kessel, Theodore G.

A parameter-based multi-model blending method and system are described. The method includes selecting a parameter of interest among parameters estimated by each of a set of individual models, running the set of individual models with a range of inputs to obtain a range of estimates of the parameters from each of the set of individual models, and identifying, for each of the set of individual models, critical parameters among the parameters estimated, the critical parameters exhibiting a specified correlation with an error in estimation of the parameter of interest. For each subspace of combinations of the critical parameters, obtaining a parameter-based blended model is based on blending the set of individual models in accordance with the subspace of the critical parameters, the subspace defining a sub-range for each of the critical parameters.

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Research Organization:: International Business Machines Corp., Armonk, NY (United States)

Sponsoring Organization:: USDOE

DOE Contract Number:: EE0006017

Assignee:: International Business Machines Corporation (Armonk, NY)

Patent Number(s):: 10,599,991

Application Number:: 14/798,844

OSTI ID:: 1637807

Resource Relation:: Patent File Date: 07/14/2015

Country of Publication:: United States

Language:: English

References (48)

A path prediction model to support mobile multimedia streaming Nadembega, Apollinaire; Hafid, Abdelhakim; Taleb, Tarik ICC 2012 - 2012 IEEE International Conference on Communications, 2012 IEEE International Conference on Communications (ICC) https://doi.org/10.1109/ICC.2012.6364149	conference	June 2012
Knowledge-based models for data centers Hamann, Hendrik F.; Lloyd, Raymond; Min, Wanli https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/8244502 US Patent Document 8,244,502	patent	August 2012
Method and System for Determining Accuracy of a Weather Prediction Model Kirby, Stephen F. https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/20130117608 US Patent Application 13/290662; 20130117608	patent-application	May 2013
Efficient Monte Carlo Methods for Radiative Transfer Modeling Iwabuchi, Hironobu Journal of the Atmospheric Sciences, Vol. 63, Issue 9 https://doi.org/10.1175/JAS3755.1	journal	September 2006
Corrosion detector apparatus for universal assessment of pollution in data centers Hamann, Hendrik F.; Klein, Levente https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/9109989 US Patent Document 9,109,989	patent	August 2015
Means for Measuring Individual Aerosol Particles Vonnegut, Bernard https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/2702471 US Patent Document 2702471	patent	February 1955
Application of the Mixtures of Experts algorithm for signal processing in a noninvasive glucose monitoring system Kurnik, R. Sensors and Actuators B: Chemical, Vol. 60, Issue 1 https://doi.org/10.1016/S0925-4005(99)00239-7	journal	November 1999
Method and System for High Volume Sample Rate Holographic Particle Measurement Fugal, Jacob https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/20110299079 US Patent Application 13/087503; 20110299079	patent-application	December 2011
Techniques to predict three-dimensional thermal distributions in real-time Amemiya, Yasuo; Hamann, Hendrik F.; Hirt, Walter https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/8849630 US Patent Document 8,849,630	patent	September 2014
Machine Learning Approach for Analysis and Prediction of Cloud Particle Size and Shape Distribution Hamann, Hendrik F.; Lu, Siyuan https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/20140324350 US Patent Application 13/873601; 20140234350	patent-application	October 2014
Techniques for thermal modeling of data centers to improve energy efficiency Hamann, Hendrik F.; Iyengar, Madhusudan K.; van Kessel, Theodore G. https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/8306794 US Patent Document 8,306,794	patent	November 2012
Methods and apparatus for managing corrosion in buildings Chey, S. Jay; Hamann, Hendrik F.; Klein, Levente https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/8949040 US Patent Document 8,949,040	patent	February 2015
Medical Arrangements and a Method for Prediction of a Value Related to a Medical Condition Stal, Fredrik https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/20140309511 US Patent Application 14/362918; 20140309511	patent-application	October 2014
Machine Learning Approach for Analysis and Prediction of Cloud Particle Size and Shape Distribution Hamann, Hendrik F.; Lu, Siyuan https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/20140324352 US Patent Application 13/960,966; 2014/0324352 Al	patent-application	October 2014
Reformulated Atmospheric Band Model Method for Modeling Atmospheric Propagation at Arbitrarily Fine Spectral Resolution and Expanded Capabilities Anderson, Gail P.; Berk, Alexander; Acharya, Prabhat K. https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/20070027664 US Patent Application 11/398696; 20070027664	patent-application	February 2007
Method and apparatus for operating a solar energy system to account for cloud shading Kroyzer, Gil https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/9170033 US Patent Document 9,170,033	patent	October 2015
A survey of optimization models on cancer chemotherapy treatment planning Shi, Jinghua; Alagoz, Oguzhan; Erenay, Fatih Safa Annals of Operations Research, Vol. 221, Issue 1 https://doi.org/10.1007/s10479-011-0869-4	journal	March 2011
The Research of Artificial Neural Network Based on Nonparametric Regression Theory Zhang, Jinyu 2010 International Conference on Internet Technology and Applications https://doi.org/10.1109/ITAPP.2010.5566088	conference	August 2010
A resource prediction model for virtualization servers Mallick, Sayanta; Hains, Gaetan; Deme, Cheikh Sadibou 2012 International Conference on High Performance Computing & Simulation (HPCS) https://doi.org/10.1109/HPCSim.2012.6266990	conference	July 2012
Data center thermal management Hamann, Hendrik F.; Li, Hongfei https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/9258932 US Patent Document 9,258,932	patent	February 2016
Induction of decision trees Quinlan, J. R. Machine Learning, Vol. 1, Issue 1, p. 81-106 https://doi.org/10.1007/BF00116251	journal	March 1986
Cloud particle size distributions measured with an airborne digital in-line holographic instrument Fugal, J. P.; Shaw, R. A. Atmospheric Measurement Techniques, Vol. 2, Issue 1 https://doi.org/10.5194/amt-2-259-2009	journal	January 2009
Multi-model metrology Kim, In-Kyo; Li, Xin; Poslavsky, Leonid https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/9412673 US Patent Document 9,412,673	patent	August 2016
Optical granulometry process and devices for broad measuring ranges Delfour, Andre; Falempin, Francois; Isbert, Jacques https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/4929079 US Patent Document 4,929,079	patent	May 1990
Multi-Model Blending Hamann, Hendrik F.; Hwang, Youngdeok; van Kessel, Theodore G. https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/20150347922 US Patent Application 14/291,720; 2015/0347922 Al	patent-application	December 2015
Measurement and management technology platform Hamann, Hendrik F.; Lenchner, Jon; Stepanchuk, Andrew https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/8630724 US Patent Document 8,630,724	patent	January 2014
Techniques for thermal modeling of data centers to improve energy efficiency Hamann, Hendrik F.; Iyengar, Madhusudan K.; vanKessel, Theodore G. https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/8731883 US Patent Document 8,731,883	patent	May 2014
Efficient TCAM Resource Sharing Dong, Xuanming; Kulkarni, Vijaya Kumar; Cantu, Cesare https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/20140075108 US Patent Application 13/607229; 20140075108	patent-application	March 2014
Physical retrieval of cloud-top properties using optimal spectral sampling Kennelly, E. J.; Hogan, D. B.; Zaccheo, T. S. SPIE Proceedings https://doi.org/10.1117/12.618794	conference	August 2005
Lidar-acoustic sounding of the atmosphere Palmer, Allan J. https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/5221927 US Patent Document 5,221,927	patent	June 1993
Parametrization of ice-particle size distributions for mid-latitude stratiform cloud Field, P. R.; Hogan, R. J.; Brown, P. R. A. Quarterly Journal of the Royal Meteorological Society, Vol. 131, Issue 609 https://doi.org/10.1256/qj.04.134	journal	July 2005
Statistical Prediction Functions for Natural Chaotic Systems and Computer Models Thereof Luvalle, Michael https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/20130231906 US Patent Application 13/823285; 20130231906	patent-application	September 2013
Cloud effective particle size and water content profile retrievals using combined lidar and radar observations: 2. Comparison with IR radiometer and in situ measurements of ice clouds Donovan, D. P.; van Lammeren, A. C. A. P.; Hogan, R. J. Journal of Geophysical Research: Atmospheres, Vol. 106, Issue D21 https://doi.org/10.1029/2001JD900241	journal	November 2001
Method and Apparatus for Providing User Interface Using Acoustic Signal, and Device Including User Interface Chae, Seung CHul; Lee, Sun Jae; Chang, Kyung Ah https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/20110191680 US Patent Application 13/019566; 20110191680	patent-application	August 2011
System for producing high-resolution, real-time synthetic meteorological conditions for a specified location Rose, Bruce L.; Miller, Ian; Neilley, Peter Paul https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/7082382 US Patent Document 7,082,382	patent	July 2006
Method for Predicting Drop Size Distribution Anekal, Samartha G. https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/20120097543 US Patent Application 13/274973; 20120097543	patent-application	April 2012
Meteorological parameter forecasting Guha, Supratik; Hamann, Hendrik F.; Klein, Levente https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/9229132 US Patent Document 9,229,132	patent	January 2016
Method and apparatus for three dimensional dynamic measurements in water system Hamann, Hendrik F.; Klein, Levente; Stepanchuk, Andriy https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/8718939 US Patent Document 8,718,939	patent	May 2014
Ice detection using radiometers Vivekanandan, Jothiram https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/5777481 US Patent Document 5,777,481	patent	July 1998
System and Method for Geomatic Modeling of a Diverse Resource Base across Broad Landscapes Levine, David A.; Dawe, Russell B.; Deal Jr., Richard B. https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/20110295575 US Patent Application 13/117419; 20110295575	patent-application	December 2011
Predictive Daylight Harvesting System Ashdown, Ian; Scott, Wallace Jay https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/20160007426 US Patent Application 14/792590; 20160007426	patent-application	January 2016
A novel virtual age reliability model for Time-to-Failure prediction Wang, Yao; Cotofana, Sorin 2010 IEEE International Integrated Reliability Workshop (IIRW), 2010 IEEE International Integrated Reliability Workshop Final Report https://doi.org/10.1109/IIRW.2010.5706498	conference	October 2010
A global sensitivity analysis tool for the parameters of multi-variable catchment models van Griensven, A.; Meixner, T.; Grunwald, S. Journal of Hydrology, Vol. 324, Issue 1-4 https://doi.org/10.1016/j.jhydrol.2005.09.008	journal	June 2006
Techniques for determining physical zones of influence Hamann, Hendrik F.; Lopez-Marrero, Vanessa https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/8594985 US Patent Document 8,594,985	patent	November 2013
Adaptive-modal Bayesian nonparametric regression Karabatsos, George; Walker, Stephen G. Electronic Journal of Statistics, Vol. 6, Issue none https://doi.org/10.1214/12-EJS738	journal	January 2012
Remote Sensing of Cirrus Cloud Particle Size and Optical Depth Using Polarimetric Sensor Measurements Ou, S. C.; Liou, K. N.; Takano, Y. Journal of the Atmospheric Sciences, Vol. 62, Issue 12 https://doi.org/10.1175/JAS3634.1	journal	December 2005
Method for Geophysical and Geological Interpretation of Seismic Volumes in the Domains of Depth, Time and Age Imhof, Matthias; Chen, Ganglin; Gillard, Dominique G. https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/20110002194 US Patent Application 12/881789; 20110002194	patent-application	January 2011
Irradiance mapping leveraging a distributed network of solar photovoltaic systems Herzig, Michael; Kerrigan, Shawn https://doi.org/https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/8725459 US Patent Document 8,725,459	patent	May 2014

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