Rapid Evaluation of Research Proposals Using Aspen Plus NREL. Our Business. Rapid Economic Evaluation Allows Management to:

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Rapid Evaluation of Research Proposals Using Aspen Plus AspenWorld 2000 Presentation February 6-11, 2000 Orlando, FL Robert J. Wooley, PhD, PE Kelly Ibsen, PE National Renewable Energy Laboratory Golden, CO NREL National Renewable Energy Laboratory Operated under the Direction of the US Department of Energy Multiple Programs in Renewable Energy Area Specific Area of Interest, Biofuels of Fuels from Lignocellulosic Biomass Specifically using Biological Processes Our Business Develop Technology to Enable the Competitive of Ethanol from Lignocellulosic Biomass How do we do that? Sponsor Research on the Most Promising new Technologies Both at NREL and at Universities and Industries Which Projects should be Funded? Use a modified Stage-Gate Methodology to Select NREL Focus Stage Gate Methodology Concept Development Qualification of Opportunity Confirm Feasibility Development Commercial Launch Majority of Effort How Do You Determine What Research Projects to Fund? Stage 2 is a Preliminary Investigation (1 man-month max) Stage 3 Is Where NREL Funds Research To Pass Gate 2 The Project Must Meet: Subjective Information Fit in the Strategy of the Base Process Be Feasible Reasonable Goals and Show-Stoppers Reasonable Time Frame and Resource Requirements Objective Information Be Economically Attractive as Compared to the Base-Case Rapid Economic Evaluation Allows Management to: Have Some Objective Information to Make Go/No Go Decisions Prioritize Seemingly Go Projects Based on Economic Impact 1

Types of Process Economics Performed for NREL Biofuels Absolute Cost of Biomass to Ethanol Conversion Useful for Market Penetration Studies Required for Site Specific Project Feasibility Studies Incremental Cost Improvements of Research Proposals Use as Objective Information in Stage Gate Screening More Accurate than Absolute Costs Rigorously Develop a Base-Case Feed - Woodchips or Agricultural Waste 2000 dry Tons/day - Fuel Grade Ethanol 70MM+ gallons / year 9 Process Areas 23 PFD 181 Costed Unit Operations Research Ideas Modeled as Process Alternatives Base ASPEN Plus Model 147 Unit Operations 59 Components 217 Material Streams 211 Heat and Work Streams 60 Control Blocks (Design-Spec & Fortran) NREL s Approach to Process Design and Economic Modeling Process Flow Diagrams Rigorous Material & Energy Balance ASPEN + Capital & Project Cost Estimation Discounted Cash Flow Economic Model Cost of Ethanol NREL s Approach to Process Design and Economic Modeling Engineering Co. Consulting on Process Configuration Process Flow Diagrams Why Use a Process Simulator? (ASPEN Plus) Rigorous Material & Energy Balance ASPEN + Capital & Project Cost Estimation Discounted Cash Flow Economic Model Cost of Ethanol COMPONENT UNITS 501 506 508 510 518 518A 594 595 Total Flow 380,209 380,209 582 49,456 330,171 330,171 54,459 54,459 Insoluble Solids % 8.3% 8.3% 0.0% 0.0% 9.6% 9.6% 0.0% 0.0% Soluble Solids % 2.9% 2.9% 0.0% 0.5% 3.3% 3.3% 0.0% 0.0% Temperature C 95 100 60 114 122 117 164 148 Pressure atm 4.00 4.76 1.86 1.93 2.10 2.10 4.42 4.42 Vapor Fraction 0.00 0.00 1.00 1.00 0.00 0.00 1.00 0.00 Ethanol 18,701 18,701 71 18,481 149 149 Water 308,205 308,205 23 29,891 278,290 278,290 54,459 54,459 Glucose (SS) 219 219 0 0 219 219 Xylose (SS) 721 721 0 0 721 721 Arabinose (SS) 569 569 0 0 569 569 Other Sugars (SS) 2,936 2,936 0 0 2,936 2,936 Cellobiose (SS) 383 383 0 0 383 383 Glucose Oligomers (SS) 3,021 3,021 0 0 3,021 3,021 Xylose Oligomers (SS) 1,006 1,006 0 0 1,006 1,006 Other Oligomers (SS) Corn Steep Liquor (SS) 2,327 2,327 0 227 2,100 2,100 (NH4)2SO4 (SS) NH4Acetate (SS) Others (Soluble Solids) 29 29 0 0 29 29 Acetic Acid 2,545 2,545 0 123 2,422 2,422 Sulfuric Acid 295 295 0 0 295 295 Furfural 1,010 1,010 0 524 485 485 HMF 340 340 0 177 164 164 Carbon Dioxide 487 487 487 0 0 0 Methane Oxygen 0 0 0 0 Nitrogen 0 0 0 0 0 0 Ammonia 12 12 0 11 0 0 NH4OH Others 5,787 5,787 0 21 5,766 5,766 Cellulose (IS) 3,631 3,631 3,631 3,631 Xylan (IS) 794 794 794 794 Arabinan (IS) 33 33 33 33 Other Sugar Polymers (IS) 164 164 164 164 Cellulase (IS) 624 624 624 624 Biomass (IS) 245 245 245 245 Zymo (IS) 1,061 1,061 1,061 1,061 Lignin (IS) 23,068 23,068 23,068 23,068 Gypsum (IS) 8 8 8 8 Ca(OH)2 (IS) Others (Insoluble Solids) 1,986 1,986 1,986 1,986 Enthalpy Flow (millions) Kcal/hr -1295.5-1293.6-1.2-117.8-1147.5-1149.3-171.2-199.3 Average Density g/ml 0.971 0.966 0.003 0.001 0.965 0.970 0.002 0.865 Rigorous Thermodynamic Models Built In Rigorous Unit Operation and Recycle Convergence Built-In Easy Translation of Complex Processes with Solids into Included Unit Operation Blocks Easily Customizable when Necessary Self Documenting Easily Understandable, Widely Used in the Industry Commercially Supported 2

Approach to Detailed Process Modeling Aspen Plus Process Use Detailed Modeling to Support and Interpret Experimental Work Fortran, MatLab, Aspen/Plus, Aspen/SP, Scientist, Excel, Others Translate Experimental Work and Detailed Modeling into Simpler Forms Use a Less Detailed ASPEN Model to Describe the Entire Integrated Process Outside Meetings and Contacts NREL s Approach to Process Design and Economic Modeling Process Flow Diagrams Base Cost Database Development Rigorous Material & Energy Balance ASPEN + Capital & Project Cost Estimation Discounted Cash Flow Economic Model Cost of Ethanol NREL Engineers Using ASPEN, Spreadsheets, Other Methods Major Aspects of Database Equipment ID Equipment Name Equipment Description/Size Number of Pieces Number of Spares Scaling Size Base Cost Source of Cost Scaling Exponent Source of Scaling Exponent Installation Factor Source of Installation Factor Material of Construction Important Ancillary Information in Cost Database Scaling Exponent Scaling Item from Aspen Identification of Item Flow Size Base Value Units Scenario or Sensitivity Information Base Equipment List Base Case Equipment Database Size & Flow Info Query Base Eq. Cost Link Access Database Equipment List Cost Scaling Aspen Plus Simulation Capital Costs Flow Info Operating Cost Aspen Model Var Costs Excel Model Discounted Cash Flow Analysis Cost of EtOH or ROI Quotations Complete Economic Analysis Model 3

Do Not Redesign and Cost Each Alternative Scaling of Aspen Information in to Costs Base Information from Access Database Base Cost Base Variable Base Size Use Excel Spreadsheet to Scale Costs Use Information from Aspen on New Size Flow Calculated Size, e.g., Column Diameter Heat Duty, e.g, No T Changes Calculated Area, e.g., HX from Fortran Extract Information from ASPEN Plus Consolidate in Sensitivity Block Extract to Excel Look-up Table From GUI Use Paste-Link From Input File Mode Use VB-Summary File Tool Kit Extract Information from MS Access Database Where PFD Like PFD-P100* ASSOCIATED PFD EQUIP REQ. SPARE REQUIRED VAR PROCESS ITEM FOR SCALING BASE FOR SCALING BASE COST PFD-P100-A302 A-300 0 ISSFA 19676 SCALE EXP PFD-P100-A302 A-301 1 0 STRM0304 41777 12551 0.51 PFD-P100-A302 A-304 2 0 STRM0304 41777 11700 0.51 ASPEN Plus Simulation Information Transferred to Excel Variable Names are in Alphabetical Order for Excel Look-up Table Variable Name Value Units AREA0302 3,700 DIAMD501 3.89 METER ISSFA 34 RCENT 3 QRFD0502 986,470 CAL/SEC QSDF0301 35,069 CAL/SEC Calculated in FORTRAN in ASPEN Unit Operation Variable Heat Stream Duty PFD-P100-A302 A-305 2 0 STRM0304 41777 10340 0.51 PFD-P100-A302 A-306 1 0 STRM0502 381700 10100 0.51 PFD-P100-A302 H-302 3 0 AREA0302 3765 25409 0.78 PFD-P100-A302 H-304 1 0 QSDF0301 38339 3300 0.83 STRM0303 35,086 KG/HR STRM0304 37,997 KG/HR STRM0502 380,206 KG/HR WRKWTOTL -41,651 KW Total Number of Items Retrieved: 154 Material Stream Flow Work Stream Power Equip No. No. Req'd No. Spare Equipment Cost Scaling in Excel No. Req. Variable Scaling Item Scaling Item Value New Item Value Original Equip Cost (per unit) Total Equip Cost Scaling Exp. Scaled Cost A-300 34 ISSFA $ 19,676 $ 668,984 $ 668,984 A-301 1 STRM0304 41,777 37,997 $ 12,551 $ 12,551 0.51 $ 11,958 A-304 2 STRM0304 41,777 37,997 $ 11,700 $ 23,400 0.51 $ 22,295 Scenario or Sensitivity Information Base Equipment List Size & Flow Info Query Base Eq. Cost Equipment List Cost Scaling Aspen Plus Simulation Capital Costs Flow Info Operating Cost Aspen Model Var Costs Excel Model Discounted Cash Flow Analysis Cost of EtOH or ROI A-306 1 STRM0502 381,700 380,206 $ 10,100 $ 10,100 0.51 $ 10,080 H-302 2 1 AREA0302 3,765 3,700 $ 25,409 $ 76,227 0.78 $ 75,202 H-304 1 QSDF0301 38,339 35,069 $ 3,300 $ 3,300 0.83 $ 3,065 Base Case Equipment Database Link ASPEN PLUS Value - Look-up From ASPEN Plus Link MS Access Database Value - Look-up from MS Access Link Calculated Value User Entered Specification Access Database Complete Economic Analysis Model 4

Bioethanol via Dilute Acid Pretreatment & SSCF Recycle Water Feed Handling Waste Water Treatment Utilities Wood Chips Waste Water Biogas & Sludge Steam & Acid Pretreatment & Conditioning Waste Water Enzyme Steam Burner/Boiler Turbogenerator Hydrolyzate Enzyme Solids & Syrup Electricity Saccharification & Fermentation Broth Recycle & Condensate Product Recovery Storage Ethanol Steam Evaluation of Research Ideas Understand Research Idea Scientist Explains Idea to Engineer Anticipate Expected Range of Research Results Transform Idea and Expected Results into Modifications to Process Model Add New Equipment Estimates Determine Cost Differential due to Modification Total Numbers of Sensitivities For 1 Base Process Pretreatment 9 Detoxification 14 Fermentation 30 Enzyme 14 Waste Treatment 4 Utilities 2 Economics 2 Total 74 Example Process Alternatives Process Area Process Parameter Pretreatment Xylan to Xylose Conversion Pretreatment Solids Concentration in Feed Pretreatment Reactor Material of Construction Pretreatment Acetic Acid Removal Pretreatment Sugar Recovery in IX Enzyme Enzyme Loading Enzyme Enzyme Productivity Enzyme Sterilization Total Number of Assessments 3 base Processes High and Low for Each Sensitivity Over 400 Sensitivities Incremental Economic Impact of Research Alternatives Xylan to Xylose Conversion Solids Conc. In Reactor Feed Reactor Material of Const. Acetic Acid Removal Sugar Recovery in IX Enzyme Loading Enzyme Productivity Enzyme Reactor Sterilization -$0.40 -$0.20 $0.00 $0.20 $0.40 Incremental cost of Ethanol per Gallon 5

Result Develop Base-case in Detail Documents Sensitivities, Eliminates Repeated Work Scale Process Options off Base-case Detailed Economics Parameter and Configuration Changes to Aspen Minor Equipment Cost Modifications for Individual Alternatives Only if new process is significantly different than Base Cost Impact of Each Alternative 6