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Publications

Books   |  Book Chapters    |    Journal Articles    |   Technical Reports

Books

  1. Thermodynamics and the Destruction of Resources
    Bakshi, B. R., T. G. Gutowski, and D. P. Sekulic (editors), Cambridge University Press, 2011

Book Chapters

  1. V. Gopalakrishnan and B. R. Bakshi. “Including Nature in Engineering Decisions for Sustainability.” Encyclopedia of Sustainable Technologies. Ed. by Martin Abraham. Elsevier, 2017.

  2. B. Kursun and B. R. Bakshi. “Sustainability Assessment in a Geographical Region and of the Activities Performed.” Handbook of Research on Green Economic Development Initiatives and Strategies. Ed. by M. Mustafa Erdoğdu, Thankom Arun, and Imran Habib Ahmad. IGI Global, 2016. Chap. 2, pp. 18–43.

  3. R. J. Hanes and B. R. Bakshi. “Comprehensive life cycle accounting in sustainable process design”. Sustainability of Products, Processes and Supply Chains: Theory and Applications. Ed. by Fengqi You. Computer Aided Chemical Engineering. Elsevier, 2015.

  4. S. Singh and B. R. Bakshi. “Carbon and Nitrogen Footprints of Chemical and Manufacturing Industry Sectors”. Sustainability in the Analysis, Synthesis and Design of Chemical Engineering Processes. Ed. by G. R. Mercado and H. Cabezas. Elsevier, 2015.

  5. S. Singh and B. R. Bakshi. “Carbon and Nitrogen Footprints of Engineering Activities”. Assessing and Measuring Environmental Impacts in Engineering. Ed. by Jiri J. Klemes. Elsevier, 2014.

  6. B. R. Bakshi and G. F. Grubb. “Implications of Thermodynamics for Sustainability”. Sustainability: Multidisciplinary Perspectives. Ed. by H. Cabezas and U. Diwekar. CRC Press, 2012.

  7. V. Khanna, L. A. Merugula, and B. R. Bakshi. “Environmental Life Cycle Assessment of Polymer Nanocomposites”. Advances in Polymer Nanocomposites. Ed. by F. Gao. Woodhead Publishing, 2012.

  8. E. Landers, R. A. Urban, and B. R. Bakshi. “Accounting for Ecosystem Services in Life Cycle Assessment and Design”. Life Cycle Assessment: A Guide for Environmentally Sustainable Products. Ed. by Mary Ann Curran. Scrivener Publishing, 2012.

  9. B. R. Bakshi, A. Baral, and J. L. Hau. “Thermodynamic Methods for Resource Accounting”. Thermodynamics and the Destruction of Resources. Ed. by B. R. Bakshi, T. G. Gutowski, and D. P. Sekulic. Cambridge University Press, 2011.

  10. B. R. Bakshi, P. K. Goel, and H. J. Kim. “Improving the Quality of Life Cycle Inventory Data by Reconciliation with the Laws of Thermodynamics”. Thermodynamics and the Destruction of Resources. Ed. by B. R. Bakshi, T. G. Gutowski, and D. P. Sekulic. Cambridge University Press, 2011.

  11. N. U. Ukidwe and B. R. Bakshi. “Exergy and Materials Flow in Industrial and Ecological Systems”. Thermodynamics and the Destruction of Resources. Ed. by B. R. Bakshi, T. G. Gutowski, and D. P. Sekulic. Cambridge University Press, 2011.

  12. A. Baral and B. R. Bakshi. “Comprehensive Study of Cellulosic Ethanol Using Hybrid Eco-LCA”. Biofuel and Bioenergy from Biowastes and Residues. Ed. by S. Khanal. American Society of Civil Engineers (ASCE), Reston, Virginia, 2009.

  13. H. Chen, B. Li, B. R. Bakshi, and P. K. Goel. “Nonlinear Modeling: Linear Approaches for Nonlinear Modeling”. Comprehensive Chemometrics. Ed. by S. Brown, B.Walczak, and R. Tauler. Elsevier, 2009.

  14. B. Li, P. K. Goel, and B. R. Bakshi. “Nonlinear Regression: Other Methods”. Comprehensive Chemometrics. Ed. by S. Brown, B.Walczak, and R. Tauler. Elsevier, 2009.

  15. M. Seabra, B. R. Bakshi, and P. M. Saraiva. “Denoising and Signal to Noise (SNR) enhancement: Wavelet Transform and Fourier Transform”. Comprehensive Chemometrics. Ed. by S. Brown, B.Walczak, and R. Tauler. Elsevier, 2009.

  16. N. U. Ukidwe, J. L. Hau, and B. R. Bakshi. “Thermodynamic Input-Output Analysis of Economic and Ecological Systems”. Handbook of Input-Output Economics in Industrial Ecology. Ed. by S. Suh. Springer, 2009.

  17. V. Khanna, Y. Zhang, G. F. Grubb, B. R. Bakshi, and L. J. Lee. “Life Cycle Assessment of Carbon Nanofibres”. Nanoscience and Nanotechnology: Environmental and Health Impact. Ed. by V. H. Grassian. John Wiley, 2008.

  18. B. R. Bakshi. “Energy”. Encyclopedia of Environment and Society. Ed. by P. Robbins. Sage Publications, 2007.

  19. B. R. Bakshi. “Life Cycle Analysis”. Encyclopedia of Environment and Society. Ed. by P. Robbins. Sage Publications, 2007.

  20. B. R. Bakshi. “Thermodynamics”. Encyclopedia of Environment and Society. Ed. by P. Robbins. Sage Publications, 2007.

  21. V. Norberg-Bohm, W. C. Clark, B. Bakshi, A. Berkenkamp, S. A. Bishko, M. D. Koehler, J. A. Marrs, C. P. Nielsen, and A. Sagar. “International comparisons of environmental hazards”. Global Environmental Risk. Ed. by J. X. Kasperson and R. E. Kasperson. Tokyo: United Nations University Press, 2001, pp. 55–147.

  22. S. Ungarala and B. R. Bakshi. “Multiscale Estimation of Linear Dynamic Systems with and without Accurate Models”. Wavelets in Signal and Image Analysis. Ed. by A. Petrosian and F. Meyer. Kluwer Academic Publishers, 2001.

  23. B. R. Bakshi. “Multiscale Modeling and Model-Based Denoising”. Wavelets in Chemistry. Ed. by B. Walczak. Elsevier, 2000.

  24. [20] M. N. Nounou and B. R. Bakshi. “Multiscale Methods for Denoising and Compression”. Wavelets in Chemistry. Ed. by B. Walczak. Elsevier, 2000.

  25. J. F. Davis, M. J. Piovoso, K. A. Hoo, and B. R. Bakshi. “Process Data Analysis and Data Interpretation”. Advances in Chemical Engineering. Ed. by J. A. Wei. Vol. 25. Academic Press, 1999, pp. 1–103.

  26. B. R. Bakshi and G. Stephanopoulos. “Reasoning in Time; Modeling, Analysis and Pattern Recognition of Temporal Process Trends”. Paradigms of Intelligent Systems in Process Engineering. Ed. by George Stephanopoulos and Chonghun Han. Academic Press, 1995.

  27. C. Han, R. Lakshmanan, B. R. Bakshi, and G. Stephanopoulos. “Non-Monotonic Reasoning: The Synthesis of Operating Procedures in Chemical Plants”. Paradigms of Intelligent Systems in Process Engineering. Ed. by George Stephanopoulos and Chonghun Han. Academic Press, 1995.

  28. A. Koulouris, B. R. Bakshi, and G. Stephanopoulos. “Empirical Learning Through Neural Networks: The Wave-Net Solution”. Paradigms of Intelligent Systems in Process Engineering. Ed. by George Stephanopoulos and Chonghun Han. Academic Press, 1995.

  29. U. Utojo and B. R. Bakshi. “Connections Between Artificial Neural Networks and Multiariate Statistical Methods - An Overview”. Neural Networks in Bioprocessing and Chemical Engineering. Ed. by D. R. Baughman and Y. A. Liu. Academic Press, San Diego, CA, 1995.

  30. B. R. Bakshi, A Koulouris, and G. Stephanopoulos. “Learning at Multiple Resolutions: Wavelets as Basis Functions in Artificial Neural Networks and Inductive Decision Trees”. Wavelet Applications in Chemical Engineering. Ed. by R. Motard and B. Joseph. Kluwer Inc., Boston, 1994.

Journal Articles
 

  1. V. Gopalakrishnan, G. F. Grubb, and B. R. Bakshi. “Biosolids Management with Net-Zero CO2 Emissions: A Techno-Ecological Synergy Design”. Clean Technologies and Environmental Policy 19.8 (2017), pp. 2099–2111.

  2. R. J. Hanes, V. Gopalakrishnan, and B. R. Bakshi. “Synergies and trade-offs in renewable energy landscapes: Balancing energy production with economics and ecosystem services”. Applied Energy 199 (2017), pp. 25–44.

  3. S. B. Jadhao, A. B. Pandit, and B. R. Bakshi. “The Evolving Metabolism of a Developing Economy: India’s Exergy Flows over Four Decades”. Applied Energy 206 (2017), pp. 851-857.

  4. S. B. Jadhao, S. G. Shingade, A. B. Pandit, and B. R. Bakshi. “Bury, Burn, or Gasify: Assessing Municipal Solid Waste Management Options in Indian Megacities by Exergy Analysis”. Clean Technologies and Environmental Policy 19.5 (2017), pp. 1403–1412.

  5. A. Ramaswami, D. Boyer, A. S. Nagpure, A. Fang, S. Bogra, B. Bakshi, E. Cohen, and A. Rao-Ghorpade. “An urban systems framework to assess the trans-boundary food-energy-water nexus: implementation in Delhi, India”. Environmental Research Letters 12.2 (2017), p. 025008.

  6. V. Gopalakrishnan, B. R. Bakshi, and G. Ziv. “Assessing the Capacity of Local Ecosystems to Meet Industrial Demand for Ecosystem Services.” AIChE Journal 62, 9, 3319–3333, (2016).

  7. Mandade, P., B. R. Bakshi, G. D. Yadav, Ethanol from Indian Agro-Industrial Lignocellulosic Biomass - An Emergy Evaluation, Clean Technol. Env. Policy, accepted, 2016

  8. Bogra, S., B. R. Bakshi, R. Mathur, A Water Withdrawal Input-Output Model of the Indian Economy, Environmental Science and Technology, accepted, 2016

  9. Chopra, S., B. R. Bakshi, V. Khanna, Economic Dependence of U.S. Industrial Sectors on Animal-mediated Pollination ServiceEnvironmental Science and Technology, 49, 24, 14441–14451, 2015

  10. Mandade, P., B. R. Bakshi, G. D. Yadav, Ethanol from Indian Agro-Industrial Lignocellulosic Biomass - A Life Cycle Evaluation of Energy, Greenhouse Gases, Land and WaterInt. J. LCA, 20, 12, 1649-1658, 2015

  11. Hanes, R. J., B. R. Bakshi, Process to Planet: A Multiscale Modeling Framework Toward Sustainable EngineeringAIChE Journal, accepted, 2015

  12. Hanes, R. J., B. R. Bakshi, Sustainable Process Design Using the Process to Planet FrameworkAIChE Journal, accepted, 2015

  13. Hanes, R., N. B. Cruze, P. K. Goel, B. R. Bakshi, Allocation Games: Addressing the ill-posed nature of allocation in life cycle inventoriesEnvironmental Science and Technology, 49, 13, 7996–8003, 2015

  14. Kursun, B., B. R. Bakshi, M. Mahata, and J. F. Martin. Life Cycle and Emergy Based Design of Energy Systems in Developing Countries: Centralized and Localized Options, Ecological Modelling, accepted, 2015

  15. Bakshi, B. R., G. Ziv, M. D. Lepech, Techno-Ecological Synergy: A Framework for Sustainable EngineeringEnvironmental Science and Technology, 49, 3, 1752-1760, 2015

  16. Singh, S., B. R. Bakshi, Footprints of Carbon and Nitrogen: Revisiting the Paradigm and Exploring their Nexus for Decision Making, Ecological Indicators, accepted, 2015

  17. Winden, M., N. Cruze, T. Haab, B. Bakshi, Monetized value of the environmental, health and resource externalities of soy biodiesel, Energy Economics, 2014, accepted

  18. Bakshi, B. R., Methods and Tools for Sustainable Process DesignCurrent Opinion in Chemical Engineering, 6, 69-74, 2014

  19. Cruze, N. B., P. K. Goel, B. R. Bakshi, Allocation in life cycle inventory: partial set of solutions to an ill-posed problemInt. J. Life Cycle Assessment, 19, 11, 1854-1865, 2014

  20. Cruze, N. B., P. K. Goel, B. R. Bakshi, Revisiting Least Squares Techniques for the Purposes of Allocation in Life Cycle InventoryInt. J. Life Cycle Assessment, 19, 10, 1733-1744, 2014

  21. Winden, M., N. Cruze, T. Haab, B. Bakshi, Integrating Life Cycle Assessment and Choice Analysis for Alternative Fuel Valuation, Ecological Economics, accepted

  22. Kursun, B., S. Ramkumar, B. R. Bakshi, L.-S. Fan, A Life Cycle Comparison of Coal Gasification by Conventional versus Calcium Looping ProcessInd. Eng. Chem. Res., accepted

  23. Woods, L., B. R. Bakshi, Reusable vs. Disposable Cups Revisited: Guidance in life cycle comparisons addressing scenario, model, and parameter uncertainties for the U.S. consumerInt. J. Life Cycle Assessment, 19, 4, 931-940, 2014

  24. Singh, S., B. R. Bakshi, Accounting for Emissions and Sinks from the Biogeochemical Cycle of Carbon in the U.S. Economic Input-Output Model, J. Industrial Ecology, accepted

  25. Zhang, Y., E. Gibbemeyer, B. R. Bakshi, Empirical Comparion of Input-Output Methods for Life Cycle AssessmentJ. Industrial Ecology, 18, 5, 734-746, 2014

  26. Singh, S., B. R. Bakshi, Accounting for the Biogeochemical Cycle of Nitrogen in Input-Output Life Cycle AssessmentEnv. Sc. Technol., 47, 16, 9388-9396, 2013

  27. Zhuang, K., B. R. Bakshi, M. J. Herrgard, Multi-scale modeling for sustainable chemical productionBiotechnology Journal, 8, 9, 973–984, 2013

  28. Urban, R. A., B. R. Bakshi, Techno-Ecological Synergy as a Path Toward Sustainability of a North American Residential SystemEnv. Sc. Technol.,47 4, 1985–1993, 2013

  29. Cruze, N. B., P. K. Goel, B. R. Bakshi, On the "Rigorous proof of fuzzy error propagation with matrix-based LCI"Int. J. LCA, 18, 2, 516-519, 2013

  30. Reinforced Wind Turbine Blades - An Environmental Life Cycle Evaluation
    Merugula, L., V. Khanna, B. R. Bakshi, Env. Sc. Technol., 46, 17, 9785–9792, 2012

  31. Assessing Resource Intensity and Renewability of Cellulosic Ethanol Technologies using Eco-LCA
    Baral, A., B. R. Bakshi, R. Smith, Environmental Science and Technology, 46, 4, 2436–2444, 2012

  32. Incorporating Ecosystem Services into Life Cycle Assessment
    Bakshi, B. R., M. J. Small, J. Industrial Ecology, 15, 4, 477-478, 2011

  33. A life cycle framework for the investigation of environmentally benign nanoparticles and products,
    Theis, T. L., B. R. Bakshi, R. Clift, D. Durham, V. M. Fthenakis, T. G. Gutowski, J. A. Isaacs, T. Seager, M. R. Wiesner, Physica Status Solidi, 5, 9, 312-317, 2011

  34. Appreciating the Role of Thermodynamics in LCA Improvement Analysis via an Application to Titanium Dioxide Nanoparticles
    Grubb, G. F., B. R. Bakshi, Environmental Science and Technology, 45, 7, 3054–3061, 2011

  35. Comparative Life Cycle Assessment of Beneficial Applications for Scrap Tires
    Fiksel, J., B. R. Bakshi, A. Baral, R. Rajagopalan, Clean Technologies and Environmental Policy, 13, 19-35, 2011

  36. Emergy Analysis using US Economic Input-Output Models with Applications to Life Cycles of Gasoline and Corn Ethanol
    Baral, A., B. R. Bakshi, Ecological Modelling, 221, 15, 1807-1818, 2010

  37. Towards sustainability of engineered processes: Designing self-reliant networks of technological-ecological systems
    Urban, R. A., Bakshi, B. R., Grubb, G. F., Baral, A., Mitsch, W. J., Computers and Chemical Engineering, accepted 2010

  38. Effects of a carbon price in the U.S. on economic sectors, resource use, and emissions: An input-output approach
    Choi, J.-K., Bakshi, B. R., Haab, T., Energy Policy, 38, 7, 3527-3536, 2010

  39. Prior Checking and Moving Horizon Smoothing for Improved Particle Filtering
    Lang, L., Goel, P. K., Bakshi, B. R., Industrial and Engineering Chemistry Research, 49, 9, 4197–4209, 2010

  40. Accounting for Ecosystem Services in Life Cycle Assessment, Part I: A Critical Review
    Zhang, Y., Singh, S., Bakshi, B. R., Environmental Science and Technology, 44, 7, 2232-2242, 2010

  41. Accounting for Ecosystem Services in Life Cycle Assessment, Part II: Toward an Ecologically-Based LCA
    Zhang, Y., Baral, A., Bakshi, B. R., Environmental Science and Technology, 44, 7, 2624-2631, 2010

  42. Life Cycle of Titanium Dioxide Nanoparticle Production - Impact of Emissions and Thermodynamic Analysis of Resource Use
    Grubb, G. F., Bakshi, B. R., J. Industrial Ecology, accepted, 2010

  43. Thermodynamic Metrics for Aggregation of Natural Resources in Life Cycle Analysis: Insight via Application to Some Transportation Fuels,
    Baral, A., Bakshi, B. R., Environmental Science and Technology, 44, 2, 800-807, 2010

  44. 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

  45. 1,3-Propanediol from Fossils versus Biomass: A Life Cycle Evaluation of Emissions and Ecological Resources
    Urban, R. A., Bakshi, B. R., Industrial and Engineering Chemistry Research, 48, 17, 8068-8082, 2009

  46. Carbon Nanofiber Polymer Composites: Evaluation of Life Cycle Energy Use,
    Khanna, V., Bakshi, B. R., Environmental Science and Technology, 43, 6, 2078-2084, 2009

  47. 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

  48. Multiscale Statistical Process Control Using Wavelet Packets
    Reis, M. S., Bakshi, B. R., Saraiva, P. M., AIChE Journal, 54, 9, 2366-2378, 2008

  49. 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

  50. 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

  51. 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, 42, 5, 1724–1730, 2008

  52. 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

  53. 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

  54. 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, 5-25, 2007

  55. 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

  56. Rectification of Multiscale Data with Application to Life Cycle Inventories
    Yi, H.-S., and Bakshi, B. R., AIChE Journal, 53, 4, 876-890, 2007

  57. Industrial and Ecological Cumulative Exergy Consumption of the United States via the 1997 Input-Output Benchmark Model
    Ukidwe, N. U., and Bakshi, B. R., Energy, 32, 1560-1592, 2007

  58. Particle Filtering and Moving Horizon Estimation
    Rawlings, J. B., and B R. Bakshi, Computers and Chemical Engineering, 30, 10-12, 1529-1541, 2006

  59. 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

  60. 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

  61. 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

  62. 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

  63. 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

  64. 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

  65. 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

  66. The Quest for Sustainability: Challenges for Process Systems Engineering
    Bakshi, B. R., and J. Fiksel, AIChE Journal, cover article, 49, 6, 1350-1358, 2003
    Papercover image

  67. 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

  68. ART-2 and Multiscale ART-2 for On-Line Process Fault Detection - Validation via Industrial Case Studies and Monte Carlo Simulation
    Aradhye, H. B., J. F. Davis, B. R. Bakshi, Annual Reviews in Control, 26, 1, 113-127, 2002

  69. Bayesian Principal Component Analysis
    Nounou, M. N., B. R. Bakshi, P. K. Goel, and X. Shen, Journal of Chemometrics, 16, 11, 576-595, 2002
    Paper

  70. 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

  71. Multiscale and Bayesian Approaches to Data Analysis in Genomics High Throughput Screening
    Yang, C., B. R. Bakshi, J. F. Rathman, P E. Blower, Jr., Current Opinion in Drug Discovery and Delivery , 5, 3, 428-438, 2002

  72. 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, 161-174, 2002
    Paper

  73. 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

  74. 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

  75. 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

  76. 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

  77. 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

  78. 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

  79. 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

  80. Multiscale Analysis and Modeling Using Wavelets
    Bakshi, B. R., Journal of Chemometrics, 13, 3-4, 415-434, 1999
    Abstract , Paper

  81. 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

  82. 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

  83. 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

  84. 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

  85. Multiscale PCA with Application to Multivariate Statistical Process Monitoring
    Bakshi, B. R., AIChE Journal , 44, 7, 1596-1610, 1998
    Abstract , Text , Figures

  86. 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

  87. 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
    AbstractPaper

  88. Compression of Chemical Process Data Through Functional Approximation and Feature Extraction
    Bakshi, B. R., Stephanopoulos, G., AIChE Journal, 42, 2, 477-492, 1996
    Abstract

  89. 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

  90. 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

  91. 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

  92. 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

  93. 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

  94. 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

  95. "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

  96. 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

  97. Wave-Net: A Multi-Resolution, Hierarchical Neural Network with Localized Learning
    Bakshi, B. R., Stephanopoulos, G., AIChE Journal, 39, 1, 57-81, 1993
    Abstract

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Technical Reports
 

  1. Hierarchical Thermodynamic Sustainability Metrics for an Ammonia Process
    Yi, H.-S., B. R. Bakshi, contains details of study in "Hierarchical Thermodynamic Metrics for Evaluating the Environmental Sustainability of Industrial Processes", Environmental Progress, 23, 4, 302-314, 2004

  2. A Multiresolution ART Network for Anomaly Detection in Multivariate Non-Linearly Correlated Signals
    Aradhye, H. B., B. R. Bakshi, J. F. Davis,and S. C. Ahalt

  3. Multiscale and Bayesian Methods for Efficient Process Operation
    Bakshi, B. R., keynote lecture at PSE Asia, Kyoto, Japan, December 2000

  4. Bayesian Error-in-Variables Rectification of Data from Linear Dynamic Systems
    Ungarala, S., and B. R. Bakshi