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Bhavik Bakshi

  • Professor, Chemical & Biomolecular Eng
  • Professor, Civil, Envir & Geod Eng
  • 518 CBEC
    151 W. Woodruff Ave.
    Columbus, OH 43210
  • 614-292-4904

About


Education
 
  • B.Chem.Eng., University of Bombay, 1986
  • MSCEP, Massachusetts Institute of Technology, 1989
  • Ph. D., Massachusetts Institute of Technology, 1992

Key Honors and Distinctions

  • Research Excellence in Sustainable Engineering, AIChE Sustainable Engineering Forum, 2012
  • Faculty Early Career Enhancement Award (CAREER), National Science Foundation, 1998
  • Ted Peterson Student Paper Award, AIChE Computing and Systems Technology Division, 1996

Research Areas

Meeting human needs while addressing and adapting to challenges posed by environmental change, resource depletion, and ecological deterioration is among the grand challenges facing humanity. Our research is developing new understanding, methods, tools and techniques to address this challenge. This requires multidisciplinary research that connects with disciplines beyond chemical engineering such as ecology, environmental economics, applied statistics, and operations research. Most of our research expands the traditional engineering focus on a single manufacturing process or supply chain to also include broader implications of these activities on the life cycle, economy and ecosystems. Such work is of increasing interest to businesses, governments, non-governmental organizations, and consumers.

Some motivating characteristics of the problems we focus on in our current research include the following.

  • Solutions to environmental problems based on a narrow temporal, spatial or disciplinary boundary are unlikely to work since the problem tends to shift and reappear outside the analysis boundary. Thus, a broad systems view is essential for finding sustainable solutions.
  • Goods and services provided by ecological systems such as air, water, carbon and nitrogen cycling, pollination, pest and climate regulation and many others, are essential for sustaining all human activities.  Many of these nature's inputs are highly degraded, but most disciplines and decisions continue to ignore them. Thus, accounting for ecosystem goods and services should be the basis of sustainability engineering.
  • Economic, environmental and social goals need to be satisfied for sustainability. This results in a complex problem that needs to consider large uncertainties and trade-offs.

These characteristics motivate our work in the following selected areas.

Ecologically-Based Life Cycle Assessment. We are developing ways of accounting for the role of ecosystem services in supporting human activities. This work combines data and models of ecosystems with models of economic and industrial systems. An integrated model of the United States economy and supporting ecosystems has been developed, and a similar model is being developed for India. We use thermodynamic methods to aggregate diverse material and energy flows. These methods exploit the fact that both ecological and industrial systems are governed by the same laws and the flow of available energy (exergy) is a common currency for their integrated evaluation. This has resulted in a novel framework and software for Ecologically-Based Life Cycle Assessment (Eco-LCA). Current work is incorporating the role of biogeochemical cycles such as those of nitrogen and phosphorus in Eco-LCA, and developing semi-quantitative methods to account for the role of regulating ecosystem services.

Statistical methods for LCA. This work is developing a statistically rigorous framework for life cycle assessment. It is addressing challenges in LCA such as its large boundary, need for combining data and models at multiple scales, and diverse sources of uncertain data. We have developed a novel approach for improving the quality of life cycle inventory data by imposing the laws of conservation on the life cycle data along with knowledge about their uncertainty. We are also developing new insight into the effect of methods for partitioning resource use and emissions among multiple products, and new ways of developing streamlined LCA models.

Design for Sustainability. Since the only system we know of as being sustainable is the ecosystem, this work aims to learn from and design human systems that mimic nature. One approach that has been increasingly popular is that of establishing byproduct synergy networks where waste from one industry is used as a resource in another. Our work is going beyond such synergies between technological systems by including the role of ecological systems. We are developing methods to design integrated networks of technological and ecological systems. One key insight from this work on developing “eco-synergies” is that including ecological systems in the network design problem expands the design space and can lead to designs that cannot be found by the traditional focus on technological systems. Many of these designs are beneficial from both economic and environmental points of view. Such an approach can be used to develop “islands of sustainability” by ensuring that engineering activities stay within ecological constraints, and by enhancing ecosystems to provide the needed ecosystem services.

Dynamics of coupled natural and human systems.  Understanding the interaction between natural and human systems can play a central role in understanding complex systems and developing technologies, policies and economic instruments for encouraging sustainability and resilience.  We are exploring the interaction between systems such as industrial supply chains, supporting ecosystem services, and consumption, and the evolution of green buildings, surrounding environment and human behavior.

Applications. Our methods are applied to a large variety of products and systems. We have conducted life cycle studies of products such as transportation fuels, polymer nanocomposites, ionic liquids, and bio-based materials. Such studies account for the direct and indirect role of ecosystems, and consider ecological solutions such as the use of wetlands for treating agricultural runoff, and obtaining biomass from native grasslands. Our eco-synergy design efforts focus on residential systems, industrial supply chain design, and development of a sustainable campus.

Additional details about our research are available on the research group website.

Honors

  • 2012

    Research Excellence in Sustainable Engineering. .

  • 2010

    Best poster award, first place with Shweta Singh. .

  • 2010

    Best paper award, first place with Shweta Singh. .

  • 2009

    Lumley Research Award. .

  • 2008

    Best Poster Award for the paper A Framework for Assessing the Biocomplexity of Material Use, with Dr. Jun-Ki Choi. .

  • 2003

    Lumley Research Award. .

  • 1998-2002

    NSF CAREER Award. .

  • 1999

    Lumley Research Award. .

  • 1998

    Faculty Early Career Enhancement (CAREER) Award. .

  • 1996

    Ted Peterson Award. .

  • 1991

    Poster session award. .

  • 1986

    P.C. Ray Award. .

  • 1982

    Bombay University scholarship. .

  • 1982

    National Merit Scholarship. .

Edited Books

2011

  • Bakshi, B. R., T. G. Gutowski, and D. P. Sekulic. 2011. "Thermodynamics and the Destruction of Resources." Cambridge: Cambridge University Press.

Chapters

2012

  • Bakshi, B. R., G. F. Grubb. 2012. "Implications of Thermodynamics for Sustainability." In Sustainability: Multidisciplinary Perspectives, edited by H. Cabezas, U. Diwekar, Unspecified: CRC Press.
  • E. Landers, R. A. Urban, and B. R. Bakshi. 2012. "Accounting for Ecosystem Services in Life Cycle Assessment and Design." In Life Cycle Assessment: A Guide for Environmentally Sustainable Products, edited by Mary Ann Curran, unspecified: Scrivener Publishing.
  • V. Khanna, L. A. Merugula, and B. R. Bakshi. 2012. "Environmental Life Cycle Assessment of Polymer Nanocomposites." In Advances in Polymer Nanocomposites, edited by F. Gao, unspecified: Woodhead Publishing.

2011

  • Bakshi, B. R., P. K. Goel and H. J. Kim. 2011. "Improving the Quality of Life Cycle Inventory Data by Reconciliation with the Laws of Thermodynamics." In Thermodynamics and the Destruction of Resources, edited by B. R. Bakshi, T. G. Gutowski and D. P. Sekulic, Cambridge: Cambridge University Press.
  • Bakshi, B. R., A. Baral, and J. L. Hau. 2011. "Thermodynamics Methods for Resource Accounting." In Thermodynamics and the Destruction of Resources, edited by B. R. Bakshi, T. G. Gutowski and D. P. Sekulic, Cambridge: Cambridge University Press.
  • Ukidwe, N. U. and B. R. Bakshi. 2011. "Exergy and Materials Flow in Industrial and Ecological Systems." In Thermodynamics and the Destruction of Resources, edited by B. R. Bakshi, T. G. Gutowski and D. P. Sekulic, Cambridge: Cambridge University Press.

2009

  • Chen, H., B. Li, B. R. Bakshi, P. K. Goel. 2009. "Nonlinear Modeling: Linear Approaches for Nonlinear Modeling." In Comprehensive Chemometrics, edited by S. Brown, B.Walczak, and R. Tauler, Unspecified: Elsevier.
  • Li, B., P. K. Goel, and B. R. Bakshi. 2009. "Nonlinear Regression: Other Methods." In Comprehensive Chemometrics, edited by S. Brown, B.Walczak, and R. Tauler, Unspecified: Elsevier.
  • Seabra, M., B. R. Bakshi, and Saraiva, P. M.. 2009. "Denoising and Signal to Noise (SNR) enhancement: Wavelet Transform and Fourier Transform." In Comprehensive Chemometrics, edited by S. Brown, B.Walczak, and R. Tauler, Unspecified: Elsevier.
  • Baral, A., Bakshi, B.R.. 2009. "Comprehensive Study of Cellulosic Ethanol Using Hybrid Eco- LCA." In Biofuel and Bioenergy from Biowastes and Residues, edited by Khanal, S., Reston: American Society of Civil Engineers (ASCE).
  • Ukidwe, N. U., J. L. Hau, and B. R. Bakshi. 2009. "Thermodynamic Input-Output Analysis of Economic and Ecological Systems." In Handbook of Input-Output Economics in Industrial Ecology, edited by S. Suh, Unspecified: Springer.

2008

  • Khanna, V., Y. Zhang, G. F. Grubb, B. R. Bakshi, and L. J. Lee. 2008. "Life Cycle Assessment of Carbon Nanobres." In Nanoscience and Nanotechnology: Environmental and Health Impact, edited by V. H. Grassian, Unspecified: John Wiley.

2007

  • Bakshi, B. R.. 2007. "Life Cycle Analysis." In Encyclopedia of Environment and Society, edited by P. Robbins, Unspecified: Sage Publications.
  • Bakshi, B. R.. 2007. "Thermodynamics." In Encyclopedia of Environment and Society, edited by P. Robbins, Unspecified: Sage Publications.
  • Bakshi, B. R.. 2007. "Energy." In Encyclopedia of Environment and Society, edited by P. Robbins, Unspecified: Sage Publications.

2001

  • Norberg-Bohm, V., W. Clark, B. Bakshi, J. Berkenkamp, S. A. Bishko, M. D. Koehler, J. A. Marrs, C. P. Nielsen, and A. Sagar. 2001. "International Comparisons of Environmental Hazards." In Global Environmental Risk, edited by Kasperson, J. X., Kasperson, R. E., New York: United Nations University Press.
  • Ungarala, S. and B. R. Bakshi. 2001. "Multiscale Estimation of Linear Dynamic Systems with and without Accurate Models." In Wavelets in Signal and Image Analysis, edited by A. Petrosian and F. Meyer, Unspecified: Kluwer Academic Publishers.

2000

  • Bakshi, B. R.. 2000. "Multiscale Modeling and Model-Based Denoising." In Wavelets in Chemistry, edited by B. Walczak, Atlanta: Elsevier.
  • Nounou, M. N. and B. R. Bakshi. 2000. "Multiscale Methods for Denoising and Compression." In Wavelets in Chemistry, edited by B. Walczak, Atlanta: Elsevier.

1999

  • Davis, J. F., M. J. Piovoso, K. A. Kosanovich, and B. R. Bakshi. 1999. "Process Data Analysis and Data Interpretation." In Advances in Chemical Engineering, edited by John H. Seinfeld, George Stephanopoulos, James Wei, San Diego: Academic Press.

1995

  • Bakshi, B. R., and G. Stephanopoulos. 1995. "Reasoning in Time; Modeling, Analysis and Pattern Recognition of Temporal Process Trends." In Paradigms of Intelligent Systems in Process Engineering, edited by George Stephanopoulos and C. Han, Waltham: Academic Press.
  • Koulouris, A., B. R. Bakshi, and G. Stephanopoulos. 1995. "Empirical Learning Through Neural Networks: The Wave-Net Solution." In radigms of Intelligent Systems in Process Engineer-ing, edited by George Stephanopoulos and C. Han, Waltham: Academic Press.
  • Han, C., R. Lakshmanan, B. R. Bakshi, and G. Stephanopoulos. 1995. "Non-Monotonic Reasoning: The Synthesis of Operating Procedures in Chemical Plants." In Paradigms of Intelligent Systems in Process Engineering, edited by G. Stephanopoulos and C. Han, Waltham: Academic Press.
  • Utojo, U., and B. R. Bakshi. 1995. "Connections Between Articial Neural Networks and Multivariate Statistical Methods - An Overview." In Neural Networks in Bioprocessing and Chemical Engineering, edited by D. R. Baughman and Y. A. Liu, San Diego: Academic Press.

1994

  • Bakshi, B. R., A. Koulouris, and G. Stephanopoulos. 1994. "Learning at Multiple Resolutions: Wavelets as Basis Functions in Articial Neural Networks and Inductive Decision Trees." In Wavelet Applications in Chemical Engineering, edited by R. Motard and B. Joseph, Boston: Kluwer Inc..

Unknown

  • Landers, E., R. A. Urban and Bakshi, B. R.. "Accounting for Ecosystem Services in Life Cycle Assessment and Design." In Life Cycle Assessment: A Guide for Environmentally Sustainable Products, edited by Mary Ann Curran,

Journal Articles

2013

  • Zhuang,Kai; Bakshi,Bhavik,R; Herrgård,Markus,J, 2013, "Multi-scale modeling for sustainable chemical production.." Biotechnology journal 8, no. 9, 973 - 984.
  • Cruze,Nathan; Goel,Prem,K; Bakshi,Bhavik,R, 2013, "On the "rigorous proof of fuzzy error propagation with matrix-based LCI"." INTERNATIONAL JOURNAL OF LIFE CYCLE ASSESSMENT 18, no. 2, 516 - 519.
  • Singh,Shweta; Bakshi,Bhavik,R, 2013, "Accounting for the Biogeochemical Cycle of Nitrogen in Input-Output Life Cycle Assessment." ENVIRONMENTAL SCIENCE & TECHNOLOGY 47, no. 16, 9388 - 9396.
  • Urban,Robert,A; Bakshi,Bhavik,R, 2013, "Techno-Ecological Synergy as a Path Toward Sustainability of a North American Residential System." ENVIRONMENTAL SCIENCE & TECHNOLOGY 47, no. 4, 1985 - 1993.

2012

  • Baral,Anil; Bakshi,Bhavik,R; Smith,Raymond,L, 2012, "Assessing Resource Intensity and Renewability of Cellulosic Ethanol Technologies Using Eco-LCA." ENVIRONMENTAL SCIENCE & TECHNOLOGY 46, no. 4, 2436 - 2444.
  • Merugula, LA, Khanna, V, Bakshi BR, 2012, "Reinforced Wind Turbine Blades - An Environmental Life Cycle Evaluation." Environmental Science and Technology 46, no. 17, 9785 - 9792.

2011

  • Grubb,Geoffrey,F; Bakshi,Bhavik,R, 2011, "Life Cycle of Titanium Dioxide Nanoparticle Production Impact of Emissions and Use of Resources." Journal of Industrial Ecology 15, no. 1, 81 - 95.
  • Grubb,Geoffrey,F; Bakshi,Bhavik,R, 2011, "Appreciating the Role of Thermodynamics in LCA Improvement Analysis via an Application to Titanium Dioxide Nanoparticles." ENVIRONMENTAL SCIENCE & TECHNOLOGY 45, no. 7, 3054 - 3061.
  • Bakshi,Bhavik; Small,Mitchell,J, 2011, "Incorporating Ecosystem Services Into Life Cycle Assessment." JOURNAL OF INDUSTRIAL ECOLOGY 15, no. 4, 477 - 478.
  • Fiksel, J., B. R. Bakshi, A. Baral, R. Rajagopalan, 2011, "Comparative Life Cycle Assessment of Benecial Applications for Scrap Tires." Clean Technologies and Environmental Policy 13, 19 - 35.

2010

  • Urban, R. A., A. Baral, G. F. Grubb, B. R. Bakshi, W. J. Mitsch, 2010, "Towards the sustainability of engineered processes: Designing self-reliant networks of technological-ecological systems." Computers and Chemical Engineering 34, no. 9, 1413 - 1420.
  • Baral,Anil; Bakshi,Bhavik,R, 2010, "Thermodynamic Metrics for Aggregation of Natural Resources in Life Cycle Analysis: Insight via Application to Some Transportation Fuels." ENVIRONMENTAL SCIENCE & TECHNOLOGY 44, no. 2, 800 - 807.
  • Zhang,Yi; Singh,Shweta; Bakshi,Bhavik,R, 2010, "Accounting for Ecosystem Services in Life Cycle Assessment, Part I: A Critical Review." ENVIRONMENTAL SCIENCE & TECHNOLOGY 44, no. 7, 2232 - 2242.
  • Urban,Robert,A; Bakshi,Bhavik,R; Grubb,Geoffrey,F; Baral,Anil; Mitsch,William,J, 2010, "Towards sustainability of engineered processes: Designing self-reliant networks of technological-ecological systems." COMPUTERS & CHEMICAL ENGINEERING 34, no. 9, 1413 - 1420.
  • Choi, J.-K., B. R. Bakshi and T. Haab, 2010, "Analysis of the short term effect of carbon tax through input output analysis." Energy Policy 38, no. 7, 3527 - 3536.
  • Zhang,Yi; Baral,Anil; Bakshi,Bhavik,R, 2010, "Accounting for Ecosystem Services in Life Cycle Assessment, Part II: Toward an Ecologically Based LCA." ENVIRONMENTAL SCIENCE & TECHNOLOGY 44, no. 7, 2624 - 2631.
  • Choi,Jun-Ki; Bakshi,Bhavik,R; Haab,Timothy, 2010, "Effects of a carbon price in the US on economic sectors, resource use, and emissions: An input-output approach." ENERGY POLICY 38, no. 7, 3527 - 3536.
  • Baral,Anil; Bakshi,Bhavik,R, 2010, "Emergy analysis using US economic input-output models with applications to life cycles of gasoline and corn ethanol." Ecological Modelling 221, no. 15, 1807 - 1818.
  • Lang,Lixin; Goel,Prem,K; Bakshi,Bhavik,R, 2010, "Prior Checking and Moving Horizon Smoothing for Improved Particle Filtering." INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH 49, no. 9, 4197 - 4209.

2009

  • Chen,Hongshu; Bakshi,Bhavik,R; Goel,Prem,K, 2009, "Integrated Estimation of Measurement Error with Empirical Process Modeling-A Hierarchical Bayes Approach." AICHE JOURNAL 55, no. 11, 2883 - 2895.
  • Urban,Robert,A; Bakshi,Bhavik,R, 2009, "1,3-Propanediol from Fossils versus Biomass: A Life Cycle Evaluation of Emissions and Ecological Resources." INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH 48, no. 17, 8068 - 8082.
  • Chen, H., B. R., Bakshi and P. K. Goel, 2009, "Estimation of Measurement Error Integrated with Empirical Process Modeling - A Bayesian Approach." AIChE Journal 55, no. 11, 2883 - 2895.
  • Khanna,Vikas; Bakshi,Bhavik,R, 2009, "Carbon Nanofiber Polymer Composites: Evaluation of Life Cycle Energy Use." ENVIRONMENTAL SCIENCE & TECHNOLOGY 43, no. 6, 2078 - 2084.
  • Khanna, V., and B. R. Bakshi, 2009, "Carbon Nanober Polymer Composites: Evaluation of Life Cycle Energy Use." Environmental Science and Technology 43, no. 6, 2078 - 2084.

2008

  • Dewulf,Jo; Van Langenhove,Herman; Muys,Bart; Bruers,Stun; Bakshi,Bhavik,R; Grubb,Geoffrey,F; Paulus,D,M; Sciubba,Enrico, 2008, "Exergy: Its potential and limitations in environmental science and technology." ENVIRONMENTAL SCIENCE & TECHNOLOGY 42, no. 7, 2221 - 2232.
  • Zhang,Yi; Bakshi,Bhavik,R; Demessie,E,Sahle, 2008, "Life cycle assessment of an ionic liquid versus molecular solvents and their applications." ENVIRONMENTAL SCIENCE & TECHNOLOGY 42, no. 5, 1724 - 1730.
  • Reis,Marco,S; Saraiva,Pedro,M; Bakshi,Bhavik,R, 2008, "Multiscale Statistical Process Control using Wavelet Packets." AIChE Journal 54, no. 9, 2366 - 2378.
  • Ukidwe,Nandan,U; Bakshi,Bhavik,R, 2008, "Resource Intensities of Chemical Industry Sectors in the United States via Input-Output Network Models." COMPUTERS & CHEMICAL ENGINEERING 32, no. 9, 2050 - 2064.
  • Khanna,Vikas; Bakshi,Bhavik,R; Lee,L,James, 2008, "Carbon nanofiber production: Life cycle energy consumption and environmental impact." JOURNAL OF INDUSTRIAL ECOLOGY 12, no. 3, 394 - 410.
  • Khanna, V., B. R. Bakshi, and L. J. Lee, 2008, "Energy Consumption and Environmental Impact from the Life Cycle of Carbon Nanobers." Journal of Industrial Ecology 12, no. 3, 394 - 410.

2007

  • Chen,Hongshu; Bakshi,Bhavik,R; Goel,Prem,K, 2007, "Toward Bayesian Chemometrics - A Tutorial on Some Recent Advances." Analytica Chimica Acta 602, no. 1, 1 - 16.
  • Hau,Jorge,L; Yi,Heui-Seok; Bakshi,Bhavik,R, 2007, "Enhancing life-cycle inventories via reconciliation with the laws of thermodynamics." Journal of Industrial Ecology 11, no. 4, 5 - 25.
  • Lang, L., W.-S. Chen, B. R. Bakshi, and P. K. Goel, S. Ungarala, 2007, "Bayesian Rectication by Sequential Monte Carlo Sampling - Constrained Dynamic Systems." Automatica 43, 1615 - 1622.
  • Yi, H.-S., and B. R. Bakshi, 2007, "Multiscale Rectication of Life Cycle Inventory Data." AIChE Journal 53, no. 4, 876 - 890.
  • Ukidwe, N. U., and B. R. Bakshi, 2007, "Exergetic Input-Output Analysis of Industrial and Ecological Systems in the 1997 U.S. Economy." Energy 32, 1560 - 1592.
  • Chen,Hongshu; Bakshi,Bhavik,R; Goel,Prem,K, 2007, "Bayesian latent variable regression via Gibbs sampling: methodology and practical aspects." Journal of Chemometrics 21, no. 12, 578 - 591.

2006

  • Rawlings,James,B; Bakshi,Bhavik,R, 2006, "Particle filtering and moving horizon estimation." COMPUTERS & CHEMICAL ENGINEERING 30, no. 10-12, 1529 - 1541.
  • Rawlings, J. B., and B. R. Bakshi, 2006, "Particle Filtering and Moving Horizon Estimation." Computers and Chemical Engineering 30, no. 10-12, 1529 - 1541.

2005

  • Ukidwe,N,U; Bakshi,B,R, 2005, "Flow of natural versus economic capital in industrial supply networks and its implications to sustainability." ENVIRONMENTAL SCIENCE & TECHNOLOGY 39, no. 24, 9759 - 9769.

2004

  • Ukidwe,N,U; Bakshi,B,R, 2004, "Thermodynamic Accounting of Ecosystem Contribution to Economic Sectors with Application to 1992 US Economy." ENVIRONMENTAL SCIENCE & TECHNOLOGY 38, no. 18, 4810 - 4827.
  • Aradhye,H,B; Bakshi,B,R; Davis,J,F; Ahalt,S,C, 2004, "Clustering in Wavelet Domain: A Multiresolution ART Network for Anomaly Detection." AIChE Journal 50, no. 10, 2455 - 2466.
  • Yi,H,S; Hau,J,L; Ukidwe,N,U; Bakshi,B,R, 2004, "Hierarchical thermodynamic metrics for evaluating the environmental sustainability of industrial processes." Environmental Progress 23, no. 4, 302 - 314.
  • Chen, W.-S., B. R. Bakshi, P. K. Goel, and S. Ungarala, 2004, "Bayesian Rectication by Sequential Monte Carlo Sampling - Unconstrained Nonlinear Dynamic Systems." Industrial and Engineering Chemistry Research 43, no. 14, 4012 - 4025.
  • Hau,J,L; Bakshi,B,R, 2004, "Promise and Problems of Emergy Analysis." Ecological Mod- elling 178, no. 1-2, 215 - 225.
  • Hau,J,L; Bakshi,B,R, 2004, "Expanding exergy analysis to account for ecosystem products and services." ENVIRONMENTAL SCIENCE & TECHNOLOGY 38, no. 13, 3768 - 3777.

2003

  • Aradhye,H,B; Bakshi,B,R; Strauss,R,A; Davis,J,F, 2003, "Multiscale Statistical Process Control Using Wavelets - Theoretical Analysis and Properties." AIChE Journal 49, no. 4, 939 - 958.
  • Bakshi,B,R; Fiksel,J, 2003, "The Quest for Sustainability: Challenges for Process Systems Engineering." AIChE Journal 49, no. 6, 1350 - 1358.

2002

  • Bakshi, B. R., 2002, "A Thermodynamic Framework for Ecologically Conscious Process Systems Engineering." Computers and Chemical Engineering 26, no. 2, 269 - 285.
  • Aradhye, H. B., J. F. Davis, B. R. Bakshi, 2002, "ART-2 and Multiscale ART-2 for On-Line Process Fault Detection - Validation via Industrial Case Studies and Monte Carlo Simulation." Annual Reviews in Control 26, no. 1, 113 - 127.
  • Nounou,M,N; Bakshi,B,R; Goel,P,K; Shen,X,T, 2002, "Process Modeling by Bayesian Latent Variable Regression." AIChE Journal 48, no. 8, 1775 - 1793.
  • Nounou,M,N; Bakshi,B,R; Goel,P,K; Shen,X,T, 2002, "Bayesian Principal Component Analysis." JOURNAL OF CHEMOMETRICS 16, no. 11, 576 - 595.
  • Kano, M., K. Nagao, S. Hasebe, I. Hashimoto, H. Ohno, R. Strauss, and B. Bakshi, 2002, "Comparison of Statistical Process Monitoring Methods: Application to the Eastman Challenge Problem." Computers and Chemical Engineering 26, no. 2, Unspecified -
  • Yang,C,H; Bakshi,B,R; Rathman,J,F; Blower,P,E, 2002, "Multiscale and Bayesian approaches to data analysis in genomics high-throughput screening." CURRENT OPINION IN DRUG DISCOVERY & DEVELOPMENT 5, no. 3, 428 - 438.

2001

  • Norberg-Bohm, V., W. C. Clark, B. Bakshi, A. Berkenkamp, S. A. Bishko, M. D. Koehler, J. A. Marrs, C. P. Nielsen, A. Sagar, 2001, "International comparisons of environmental hazards." Global Environmental Risk Unspecified, 55 - 147.
  • Bakshi, B. R., M. N. Nounou, P. K. Goel, and X. Shen, 2001, "Multiscale Bayesian Data Recti- cation of Linear Steady-State and Dynamic Processes without Accurate Models." Industrial and Engineering Chemistry Research 40, no. 1, 261 - 274.
  • Villars, P., K. Brandenburg, M. Berndt, S. LeClair, A. Jackson, Y. H. Pao, B. Igelnik, M. Oxley, B. Bakshi, and P. Chen, 2001, "Binary, Ternary and Quaternary Compound Former/Nonformer Prediction via Mendeleev Number." Journal of Alloys and Compounds 317-318, 26 - 38.

2000

  • Ungarala, S., and B. R. Bakshi, 2000, "A Multiscale, Bayesian and Error-In-Variables Approach for Linear Dynamic Data Rectication." Computers and Chemical Engineering 24, no. 2-7, 445 - 451.
  • Kano, M., K. Nagao, S. Hasebe, I. Hashimoto, H. Ohno, R. Strauss, and B. Bakshi, 2000, "Comparison of Statistical Process Monitoring Methods: Application to the Eastman Challenge Problem." Computers and Chemical Engineering 24, no. 2-7, 175 - 181.
  • Bakshi, B. R., 2000, "A Thermodynamic Framework for Ecologically Conscious Process Systems Engineering." Computers and Chemical Engineering, 24, no. 2-7, 1767 - 1773.
  • Villars, P., K. Brandenburg, M. Berndt, S. LeClair, A. Jackson, Y.-H. Pao, B. Igelnik, M. Oxley, B. Bakshi, P. Chen, and S. Iwata, 2000, "Interplay of Large Materials Databases, Semiempirical Methods, Neuro-computing and First Principle Calculations for Ternary Compound Former/Nonformer Prediction." Engineering Applications of Articial Intelligence 13, no. 5, 497 - 505.

1999

  • Nounou,M,N; Bakshi,B,R, 1999, "On-line multiscale filtering of random and gross errors without process models." AIChE Journal 45, no. 5, 1041 - 1058.
  • Bakshi, B. R., and U. Utojo, 1999, "A Common Framework for the Unication of Neural, Chemometric and Statistical Modeling Methods." Analytica Chimica Acta 384, 227 - 247.
  • Bakshi, B. R., 1999, "Multiscale Analysis and Modeling Using Wavelets." J. Chemometrics 13, no. 3-4, 415 - 434.

1998

  • Bakshi,B,R, 1998, "Multiscale PCA with Application to Multivariate Statistical Process Monitoring." AIChE Journal 44, no. 7, 1596 - 1610.
  • Bakshi, B. R. and R. Chatterjee, 1998, "Unication of Neural and Statistical Methods as Applied to Materials Structure-Property Mapping." J. Alloys and Compounds 279, no. 1, 39 - 46.
  • Bakshi, B. R., and U. Utojo, 1998, "Unication of Neural and Statistical Modeling Methods that Combine Inputs by Linear Projection." Computers and Chemical Engineering 22, no. 12, 1859 - 1878.

1997

  • Bakshi, B. R., P. Bansal, and M. Nounou, 1997, "Multiscale Rectication of Random Errors without Process Models." Comp. Chem. Eng. 21, S1167 - S1172.

1996

  • Zhong,H; Bakshi,B,R; Jiang,P,J; Fan,L,S, 1996, "Multifractal Characterization of Flow in Circulating Fluidized Beds." The Chemical engineering journal and the biochemical engineer- ing journal 64, no. 1, 107 - 115.
  • Locher, G., B. Bakshi, Geo. Stephanopoulos, Greg. Stephanopoulos, and K. Schugerl, 1996, "A Method for an Automated Rule Extraction From Raw Process Data Part 1: Process Trends, Wavelet Transformation and Decision Trees." Automatisierungstechnik 44, no. 2, 61 - 70.
  • Bakshi,B,R; Stephanopoulos,G, 1996, "Compression of Chemical Process Data Through Functional Approximation and Feature Extraction." AIChE J. 42, no. 2, 477 - 492.
  • Locher, G., B. Bakshi, Geo. Stephanopoulos, Greg. Stephanopoulos and K. Schugerl, 1996, "A Method for an Automated Rule Extraction From Raw Process Data Part 2: A Case Study." Automatisierungstechnik 44, no. 3, 138 - 145.
  • Bakshi, B. R., H. Zhong, P. Jiang, and L.-S. Fan, 1996, "Analysis of Flow in Gas-Liquid Bubble Columns Using Multi-Resolution Methods." Trans. Inst. Chem. Eng. Part A, 73, 608 - 614.

1994

  • Locher, G., B. Bakshi, Geo. Stephanopoulos, Greg. Stephanopoulos, and K. Schugerl, 1994, "Database mining" mit Hilfe von Trends, Wavelettransformation und Klassizierungsbumen." Chemie Ingenieur Technik 66, no. 3, 541 -
  • Bakshi,B,R; Stephanopoulos,G, 1994, "REPRESENTATION OF PROCESS TRENDS .4. INDUCTION OF REAL-TIME PATTERNS FROM OPERATING DATA FOR DIAGNOSIS AND SUPERVISORY CONTROL." COMPUTERS & CHEMICAL ENGINEERING 18, no. 4, 303 - 332.
  • Bakshi, B. R., G. Locher, Greg. Stephanopoulos, and Geo. Stephanopoulos, 1994, "Analysis of Operating Data for Evaluation, Diagnosis and Control of Batch Operations." Journal of Process Control 4, no. 4, 175 - 194.
  • Bakshi,B,R; Stephanopoulos,G, 1994, "REPRESENTATION OF PROCESS TRENDS .3. MULTISCALE EXTRACTION OF TRENDS FROM PROCESS DATA." COMPUTERS & CHEMICAL ENGINEERING 18, no. 4, 267 - 302.

1993

  • Bakshi, B. R., and G. Stephanopoulos, 1993, "Wavelet Networks for Localized Learning in a Multi- Resolution Hierarchy." Communication and Cognition-Articial Intelligence 10, no. 1-2, 23 - 37.
  • Bakshi,B,R; Stephanopoulos,G, 1993, "WAVE-NET - A MULTIRESOLUTION, HIERARCHICAL NEURAL NETWORK WITH LOCALIZED LEARNING." AICHE JOURNAL 39, no. 1, 57 - 81.