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Journal Articles

  1. S. B. Jadhao, A. B. Pandit, B. R. Bakshi, The Evolving Metabolism of a Developing Economy: India's Exergy Flows over Four Decades, Applied Energy, accepted, 2017

  2. V. Gopalakrishnan, and B. R. Bakshi, Biosolids Management with Net-Zero CO2 Emissions: A Techno-Ecological Synergy Design, Clean Technologies and Environmental Policy, accepted, 2017

  3. 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, 25-44, 2017

  4. S. B Jadhao, S. G. Shingade, A. B. Pandit, B. R. Bakshi, Bury, Burn or Gasify: Assessing Municipal Solid Waste Management Options in Indian Megacities by Exergy Analysis, Clean Technologies and Environmental Policy, accepted, 2017

  5. A. Ramaswami, D. Boyer, A. 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, 025008, 2017

  6. J.-K. Choi, B. R. Bakshi, K. Hubacek, and J. Nader, A Sequential Input-Output Framework to Analyze the Economic and Environmental Implications of Energy Policies: Gas Taxes and Fuel SubsidiesApplied Energy, 184, 15, 830–839, 2016

  7. Mandade, P., B. R. Bakshi, G. D. Yadav, Ethanol from Indian Agro-Industrial Lignocellulosic Biomass - An Emergy EvaluationClean Technol. Env. Policy, 18, 2625–2634, 2016

  8. 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).

  9. Bogra, S., B. R. Bakshi, R. Mathur, A Water Withdrawal Input-Output Model of the Indian Economy, Environmental Science and Technology, 50, 3, 1313–1321, 2016

  10. 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

  11. 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

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

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

  14. 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

  15. 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

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

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

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

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

  20. 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

  21. 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

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

  23. 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

  24. 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

  25. 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

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

  27. 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

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

  29. 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

  30. 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

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

  32. 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

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

  34. 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

  35. 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

  36. 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

  37. 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

  38. 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

  39. 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

  40. 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

  41. 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

  42. 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

  43. 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

  44. 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

  45. 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

  46. 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

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

  48. 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

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

  50. 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

  51. 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

  52. 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

  53. 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

  54. 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

  55. 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

  56. 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

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

  58. 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

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

  60. 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

  61. 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

  62. 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

  63. 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

  64. 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

  65. 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

  66. 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

  67. 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

  68. 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

  69. 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

  70. 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

  71. 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

  72. 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

  73. 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

  74. 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

  75. 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

  76. 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

  77. 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

  78. 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

  79. 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

  80. 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

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

  82. 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

  83. 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

  84. 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

  85. 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

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

  87. 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

  88. 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

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

  90. 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

  91. 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

  92. 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

  93. 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

  94. 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

  95. 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

  96. "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

  97. 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

  98. 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