Fault Detection and Diagnosis | Data Rectification and Estimation | Empirical Modeling | Data Analysis | Analysis of Complex Systems | Industrial Ecology | Others
Fault Detection and Diagnosis
Reis, M. S., Bakshi, B. R., Saraiva, P. M., AIChE Journal, 54, 9, 2366-2378, 2008
Clustering in Wavelet Domain: A Multiresolution ART Network for Anomaly Detection
Aradhye, H. B., B. R. Bakshi, J. F. Davis, and S. C. Ahalt, AIChE Journal, 50, 10, 2455-2466, 2004
Multiscale SPC Using Wavelets - Theoretical Analysis and Properties
Aradhye, H. B., B. R. Bakshi, R. A. Strauss, and J. F. Davis, AIChE Journal, 49, 4, 939-958, 2003
Paper
ART-2 and Multiscale ART-2 for On-Line Process Fault Diagnosis - Validation via Industrial Case Studies and Monte Carlo Simulation
Aradhye, H. B., J. F. Davis, and B. R. Bakshi, Annual Reviews in Control, 26, 1, 113-127, 2002
Comparison of Statistical Process Monitoring Methods: Application to the Eastman Challenge Problem
Kano, M., K. Nagao, S. Hasebe, I. Hashimoto,H. Ohno, R. Strauss, and B. Bakshi, Computers and Chemical Engineering, special issue on selected papers from PSE 2000, 26, 2, 2002
Paper
Comparison of Statistical Process Monitoring Methods: Application to the Eastman Challenge Problem
Kano, M., K. Nagao, S. Hasebe, I. Hashimoto, H. Ohno, R. Strauss, and B. Bakshi, Computers and Chemical Engineering, 24, 2-7, 175-181, 2000 (proceedings of PSE 2000, plenary talk)
Paper
Multiscale Statistical Process Control and Model-Based Denoising
Bakshi, B. R., Wavelets in Chemistry, ed. B. Walczak, Elsevier, 2000
Multiscale PCA with Application to Multivariate Statistical Process Monitoring
Bakshi, B. R., AIChE Journal , 44, 7, 1596-1610, 1998
Abstract , Text , Figures
A Method for an Automated Rule Extraction From Raw Process Data Part 2: A Case Study (in German)
Locher, G., B. Bakshi, Geo. Stephanopoulos, Greg. Stephanopoulos and K. Schügerl, Automatisierungstechnik , 44, 3, 138-145, March 1996
Representation of Process Trends, Part IV. Induction of Real-Time Patterns from Operating Data for Diagnosis and Supervisory Control
Bakshi, B. R., Stephanopoulos, G., Computers and Chemical Engineering , 18, 4, 303-332, 1994
Abstract
Analysis of Operating
Data for Evaluation, Diagnosis and Control of Batch Operations
Bakshi, B. R., Locher, G.,
Stephanopoulos, Greg., Stephanopoulos, Geo., Journal of Process
Control , 4, 4, 175-194, 1994
Abstract
Data Rectification and Estimation
Enhancing Life Cycle Inventories via Reconciliation with the Laws of Thermodynamics,Hau, J. L., Yi, H.-S., and Bakshi, B. R., J. Industrial Ecology, 11, 4, 1-21, 2007
Bayesian Estimation via Sequential Monte Carlo Sampling - Constrained Dynamic Systems
Chen, W.-S., Lang, L., Bakshi, B. R., Goel, P. K., and Ungarala, S., Automatica, 43, 1615-1622, 2007
Rectification of Multiscale Data with Application to Life Cycle Inventories
Yi, H.-S., and Bakshi, B. R., AIChE Journal, 53, 4, 876-890, 2007
Particle Filtering and Moving Horizon Estimation
Rawlings, J. B., and B. R. Bakshi, Computers and Chemical Engineering, 30, 10-12, 1529-1541, 2006
Bayesian Estimation via Sequential Monte Carlo Sampling: Unconstrained Nonlinear Dynamic Systems
Chen, W.-S., B. R. Bakshi, P. K. Goel, and S. Ungarala, Industrial and Engineering Chemistry Research, 43, 14, 4012-4025, 2004
Paper
Bayesian Error-in-Variables Rectification of Data from Linear Dynamic Systems
Ungarala, S., and B. R. Bakshi, Technical Report
Multiscale Estimation
of Linear
Dynamic Systems with and without Accurate Models
Ungarala, S., and
B. R. Bakshi, to appear in Wavelets in
Signal
and Image Analysis, eds. A. Petrosian and F. Meyer, Kluwer
Academic Publishers, 2001
Multiscale Bayesian
Data Rectification
of Linear Steady-State and Dynamic Systems without Accurate Models
Bakshi, B. R., M.
N. Nounou, P. K. Goel, and X. Shen, Industrial and Engineering
Chemistry Research , 40, 1, 261 -274, 2001
Abstract and
Paper
Multiscale Methods for
Denoising and Compression
Nounou, M. N. and
B. R. Bakshi,
Wavelets in Chemistry, ed. B. Walczak, Elsevier,
2000
A Multiscale, Bayesian
and Error-In-Variables Approach for Linear Dynamic Data Rectification
Ungarala, S., and
B. R. Bakshi, Computers and Chemical Engineering, 24, 2-7,
445-451, 2000 (proceedings of PSE 2000)
Paper
Online Multiscale
Filtering of Random and Gross Errors Without Process Models
Nounou, M. N. and
B. R. Bakshi, AIChE Journal, 45, 5, 1041-1058, 1999
Abstract
, Paper
Multiscale
Rectification of
Random Errors without Process Models
Bakshi, B. R., P.
Bansal and M. Nounou, Computers and Chemical Engineering, 21,
S1167-S1172, 1997
Abstract
, Paper
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Empirical Modeling
Integrated Estimation
of Measurement Error With Empirical Process
Modeling - A Hierarchical Bayes Approach
Chen, H., Bakshi,
B. R., Goel, P. K., AIChE
Journal, 55, 11, 2883-2895, 2009
Toward
Bayesian Chemometrics - A Tutorial on Some Recent Advances
Chen, H., Bakshi, B. R., and Goel, P. K., Analytica Chimica Acta, 602, 1-16,
2007
Bayesian Latent Variable Regression via Gibbs Sampling:
Methodology and Practical Aspects,
Chen, H., Bakshi, B. R., and Goel, P. K., J. Chemometrics, 21, 12, 578-591,
2007
Bayesian Principal
Component Analysis
Nounou, M. N., B.
R. Bakshi, P. K. Goel,and X. Shen, Journal of
Chemometrics, 11, 576-595, 2002
Paper
Process Modeling by
Bayesian Latent Variable Regression
Nounou, M. N., B.
R. Bakshi, P. K. Goel,and X. Shen, AIChE Journal, 48, 8,
1775-1793, 2002
Paper
Binary, Ternary and
Quaternary Compound Former/Nonformer Prediction via Mendeleev Number
Villars,
P., K. Brandenburg, M. Berndt, S. LeClair, A. Jackson, Y. H. Pao, B.
Igelnik, M. Oxley, B. Bakshi, and P. Chen, Journal of Alloys and
Compounds, 317-318, 26-38, 2001
Paper
Interplay of Large
Materials Databases Semi-empirical Methods, Neuro-computing and First
Principle Calculations for Ternary Compound Former/Nonformer Prediction
Villars, P., K.
Brandenburg, M. Berndt, S. LeClair, A. Jackson, Y.-H. Pao, B. Igelnik,
M. Oxley, B. Bakshi, P. Chen, and S. Iwata, Engineering
Applications of Artificial Intelligence , 13, 5, 497-505, 2000
Paper
Multiscale Analysis and
Modeling Using Wavelets
Bakshi, B. R., Journal
of Chemometrics, 13, 3-4, 415-434, 1999
Abstract
, Paper
A Common Framework and
Overview for the Unification of Neural, Chemometric and Statistical
Modeling Methods
Bakshi, B. R. and
U. Utojo, Analytica Chimica Acta, special issue on neural
networks, 384, 227-247, 1999
Abstract
, Paper
Unification of Neural
and Statistical Methods that Combine Inputs by Linear Projection
Bakshi, B. R. and
U. Utojo, Computers and Chemical Engineering, 22, 12,
1859-1878, 1998
Abstract
, Paper
Unification of Neural
and Statistical Methods as Applied to Materials Structure-Property
Mapping
Bakshi, B. R. and
R. Chatterjee, Journal of Alloys and Compounds, 279, 1, 39-46,
1998
Abstract
, Paper
Connections Between
Artificial Neural Networks and Multivariate Statistical Methods - An
Overview
Utojo, U., Bakshi, B. R.,
in Neural Networks in Bioprocessing and Chemical Engineering,
by D. R. Baughman and Y. A. Liu, Academic Press, San Diego, CA, 1995
Empirical Learning
Through Neural Networks: The Wave-Net Solution
Koulouris, A., Bakshi, B.
R., Stephanopoulos, G., in Advances in Chemical Engineering, vol. 22,
Paradigms of Intelligent Systems in Process Engineering, eds. G.
Stephanopoulos and C. Han, Academic Press, San Diego, CA, 1995
Learning at Multiple
Resolutions: Wavelets as Basis Functions in Artificial Neural Networks
and Inductive Decision Trees
Bakshi, B. R., Koulouris,
A., Stephanopoulos, G., in Wavelet Applications in Chemical
Engineering , eds. R. Motard and B. Joseph, Kluwer Inc., Boston,
1994
Abstract
Wavelet Networks for
Localized Learning in a Multi-Resolution Hierarchy
Bakshi, B. R. and
G. Stephanopoulos, Communication and Cognition - Artificial
Intelligence, 10, 1-2, 23-37, 1993
Wave-Net: A
Multi-Resolution, Hierarchical Neural Network with Localized Learning
Bakshi, B. R.,
Stephanopoulos, G., AIChE Journal, 39, 1, 57-81, 1993
Abstract
Data Analysis
Process Data Analysis and InterpretationDavis, J. F., Piovoso, M., Hoo, K. A., Bakshi, B. R., Advances in Chemical Engineering, vol. 25, Academic Press, 2000
Compression of Chemical
Process Data Through Functional Approximation and Feature Extraction
Bakshi, B. R.,
Stephanopoulos, G., AIChE Journal, 42, 2, 477-492, 1996
Abstract
A Method for an
Automated Rule Extraction From Raw Process Data Part 1: Process Trends,
Wavelet Transformation and Decision Trees (in German)
Locher, G., B. Bakshi,
Geo. Stephanopoulos, Greg. Stephanopoulos and K. Schügerl,
Automatisierungstechnik
, 44, 2, 61-70, February 1996
Reasoning in Time;
Modeling, Analysis and Pattern Recognition of Temporal Process Trends
Bakshi, B. R.,
Stephanopoulos, G., in Advances in Chemical Engineering, vol. 22,
Paradigms
of Intelligent Systems in Process Engineering , eds. G.
Stephanopoulos and C. Han, Academic Press, San Diego, CA, 1995
Abstract
Representation of
Process Trends, Part III. Multi-Scale Extraction of Trends from Process
Data
Bakshi, B. R.,
Stephanopoulos, G., Computers and Chemical Engineering , 18,
4, 267-302, 1994
Abstract
"Database mining" mit
Hilfe von Trends, Wavelettransformation und
Klassifizierungsbäumen
Locher, G., Bakshi, B.,
Stephanopoulos, Geo., Stephanopoulos, Greg., Schügerl, K.,
Chemie Ingenieur Technik , 66, 3, 541, 1994
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Analysis of Complex Systems
Multiscale and Bayesian Approaches to Data Analysis in Genomics High Throughput ScreeningYang, C., B. R. Bakshi, J. F. Rathman, P E. Blower, Jr., Current Opinion in Drug Discovery and Delivery , 5, 3, 428-438, 2002
Multifractal
Characterization of Flow in Circulating Fluidized Beds
Zhong, H., Bakshi, B. R.,
Jiang, P., Fan, L.-S., The Chemical Engineering Journal,
special issue on Chaos and Fractals in Chemical Engineering, 64,
107-115, 1996
Abstract,
Paper
Analysis of Flow in
Gas-Liquid Bubble Columns Using Multi-Resolution Methods
Bakshi, B. R., Zhong, H.,
Jiang, P., Fan, L.-S., Trans. Inst. Chem. Eng., Part A, 73,
608-614, August, 1995
Abstract
Sustainable Process Systems Engineering
1,3-Propanediol from Fossils versus Biomass: A Life Cycle Evaluation of Emissions and Ecological ResourcesUrban, R. A., Bakshi, B. R., Industrial and Engineering Chemistry Research, 48, 17, 8068-8082, 2009
Carbon Nanofiber Polymer Composites: Evaluation of Life Cycle Energy Use,
Khanna, V., Bakshi, B. R., Environmental Science and Technology, 43, 6, 2078–2084, 2009
Carbon Nanofiber Production : Life Cycle Energy Consumption and Environmental Impact
Khanna, V., Bakshi, B. R., Lee, L. J., Journal of Industrial Ecology, 12, 3, 394-410, 2008
Resource Intensities of Chemical Industry Sectors in the United States via Input-Output Network Models,
Ukidwe, N. U., Bakshi, B. R., Comp. Chem. Eng., 32, 9, 2050-2064, 2008
Exergy: its potential and limitations in environmental science and technology,
Dewulf, J., Langenhove, H., Muys, B., Bruers, S., Bakshi, B. R., Grubb, G., Paulus, D., Sciubba, E., Environmental Science and Technology, 42, 7, 2221-2232, 2008
Life Cycle Assessment of an Ionic Liquid versus Molecular Solvents and Their Applications,
Zhang, Y., Bakshi, B. R., and Sahle-Demessie, E., Environmental Science and Technology,
Enhancing Life Cycle Inventories via Reconciliation with the Laws
of Thermodynamics,
Hau, J. L., Yi, H.-S., and Bakshi, B. R., J. Industrial Ecology, 11, 4, 1-21,
2007
Rectification of Multiscale Data with Application to Life Cycle
Inventories
Yi, H.-S., and Bakshi, B. R., AIChE
Journal, 53, 4, 876-890, 2007
Industrial and Ecological
Cumulative
Exergy Consumption of the United States via the 1997 Input-Output
Benchmark Model
Ukidwe, N. U., and B. R. Bakshi, Energy,
32, 1560-1592, 2007
Flow of Natural versus Economic Capital in Industrial
Supply Networks and its Implications to Sustainability
Ukidwe, N. U., and B. R. Bakshi, Environmental
Science and Technology, 39, 24, 9759-9769, 2005
Hierarchical Thermodynamic Metrics for Evaluating
the Environmental Sustainability of Industrial Processes
Yi, H.-S., J. L. Hau, N. U. Ukidwe, and B. R. Bakshi, Environmental
Progress, special
issue on Sustainable Engineering, 23, 4, 302-314, 2004
Thermodynamic Accounting of Ecosystem Contribution to
Economic Sectors with Application to 1992 US Economy
Ukidwe, N. U., and B.
R. Bakshi, Environmental
Science and Technology, 38, 18, 4810-4827, 2004
Promise
and Problems of Emergy Analysis
Hau, J. L., and B. R. Bakshi, Ecological
Modelling, special issue in honor of H. T. Odum, 178, 215-225,
2004
Paper
Expanding Exergy Analysis to Account for Ecosystem
Products and Services
Hau, J. L., and B. R. Bakshi, Environmental
Science and Technology, 38, 13, 3768-3777, 2004
Paper
The Quest for
Sustainability: Challenges for Process Systems Engineering
Bakshi, B. R., and J. Fiksel, AIChE Journal, cover article,
49, 6, 1350-1358, 2003
Paper,
cover
image
A Thermodynamic
Framework for Ecologically Conscious Process Systems Engineering
B. R. Bakshi, Computers
and Chemical Engineering, special issue on selected papers from PSE
2000, 26, 2, 269-282, 2002
Paper
International
Comparisons of Environmental Hazards
Norberg-Bohm, V.,
W. Clark, B. Bakshi, J. Berkenkamp, S. A. Bishko, M. D. Koehler, J. A.
Marrs, C. P. Nielsen, and A. Sagar, Global
Environmental Risk, eds. Kasperson, J. X., Kasperson, R. E.,
United Nations University Press, New York, 2001
A Thermodynamic
Framework for Ecologically Conscious Process Systems Engineering
B. R. Bakshi, Computers
and Chemical Engineering, 24, 2-7, 1767-1773, 2000 (proceedings of
PSE 2000, plenary talk)
Paper
Others
Non-Monotonic Reasoning: The Synthesis of Operating Procedures in Chemical PlantsHan, C., Lakshmanan, R., Bakshi, B. R., Stephanopoulos, G., in Advances in Chemical Engineering, vol. 22, Paradigms of Intelligent Systems in Process Engineering, eds. G. Stephanopoulos and C. Han, Academic Press, San Diego, CA, 1995
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