Team Members: Alicia Kubokawa Caleb Benn Kelly Prim Shane Armstrong Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of a Green Campus Motor Fleet Decision Support System Project Overview • FAA must comply with DOT’s 2020 environmental milestone to reduce greenhouse gas emissions of their motor fleet • Simulating demand to find optimal fleet size and LCC of alternatively fueled vehicles at the technical and aeronautical campuses – Reduce fleet CO2 emissions – Reduce fleet LCC – Meet current and future campus demand 2 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Agenda • • • • • • • • • • Context Stakeholders Scope Gap Problem Statement Need Statement System Requirements Alternatives Simulation Information Project Management 3 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Agenda • • • • • • • • • • Context Stakeholders Scope Gap Problem Statement Need Statement System Requirements Alternatives Simulation Information Project Management 4 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration kWh Energy Power Consumption: U.S. & The World Year Energy Information Administration When compared to the average consumption of the entire world the U.S. is one of the largest fossil fuel consumers in the world. 5 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Million Metric Tons Greenhouse Gas Equivalent Emissions: The World & U.S. Year World Bank With rising greenhouse gas emission rates the U.S. contributes about 1/6th of all greenhouse Gas emissions due to its heavy reliance on fossil fuel energies. 6 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Gas pump prices: U.S. & the World The World Bank There is an increasing trend in in gas prices, which is making it less feasible to utilize purely petroleum consuming vehicles. 7 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration United States Federal Government Fleet Metrics Fuel Type Vehicles Gasoline Percent Cost Type Dollars Percent 380,000 54% Diesel 85,000 12% Depreciation $ 1,000,000,000 23% Gasoline Hybrid 16,000 2% Maintenance $ 1,000,000,000 23% 140 0% 1,400 0% Indirect $ 250,000,000 6% Diesel LGHG 70 0% Comm. Lease $ 73,000,000 2% Hybrid 10 0% GSA Lease $ 1,100,000,000 25% CNG 5,000 1% E‐85 170,000 24% Fuel $ 1,000,000,000 23% 4,000 1% Total $ 4,400,000,000 Hydrogen 10 0% LNG ‐ 0% LPG 150 0% Diesel Hybrid Gasoline LGHG Electric Grand Total 700,000 2011 Federal Fleet Repot 8 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration United States Federal Government Fleet Metrics 2011 United States Federal Fleet Inventory Cost Mileage Gallons of Gas 660,000 4,400,000,000 5,200,000,000 320,000,000 U.S. Government Worldwide Ground Fleet Fuel Consumption by Year U.S. Government Worldwide Ground Fleet Emissions by Year 400.00 300.00 200.00 100.00 ‐ 2006 2007 2008 2009 2010 2011 2012 Carbon emission (thousands of metric tons) Fuel consumption ( millions of gallons ) 500.00 4,000.00 3,000.00 2,000.00 1,000.00 ‐ Time 2011 Federal Fleet Repot 9 2006 2007 2008 2009 Time * Fuel types included are gas, diesel Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration 2010 2011 2012 United States Federal Government Fleet Metrics 2011 United States Federal Fleet Inventory Cost Mileage Gallons of Gas 660,000 4,400,000,000 5,200,000,000 320,000,000 U.S. Government Worldwide Ground Fleet Cost by Year U.S. Government Worldwide Ground Fleet Vehicle Inventory by Year $4,000 Inventory Count (1k) Cost in Dollars (100k) $5,000 $3,000 $2,000 $1,000 $‐ 2006 2007 2008 2009 Year 2010 2011 2012 700 600 500 400 300 200 100 0 2006 2007 2008 2009 2010 Year 2011 Federal Fleet Repot 10 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration 2011 2012 U.S. Government Requirements • Executive Order 13514 October 5, 2009 – Government has the power to affect industry and increase the availability of alternative fuels – 30% reduction in petroleum use of vehicle fleet – Fleet size optimization • Presidential Memorandum – Federal Fleet Performance May 24 2011 – Establishes national goal to reduce oil imports by one‐third by 2025 date – Provides guidance to executive departments to meet E.O. 13514 – Requires all vehicles leased or purchased to be alternatively fueled by December 31 2015, • Hybrid, electric, compressed natural gas, biofuel, etc. 11 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Federal Aviation Administration (FAA) • Agency within the Department of Transportation (DOT) • Operates the National Airspace System (NAS) • Resources include more than 48,000 employees and a 2013 budget of $15.2 billion • Mission – Our continuing mission is to provide the safest, most efficient aerospace system in the world. • Vision – We strive to reach the next level of safety, efficiency, environmental responsibility and global leadership. We are accountable to the American public and our stakeholders. 12 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration FAA Operational Campuses • William J. Hughes Technical Center (near Atlantic City, NJ) • Mike Monroney Aeronautical Center (Oklahoma City, OK) • Both centers use vehicles to perform operational and administrative tasks Operational task: task requiring the use of equipment • IT, grounds work, maintenance & repair Administrative task: task transporting personnel or mail • Meetings, mail transport 13 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration William J. Hughes Technical Center Location: 10 miles north of Atlantic City, NJ Size: ~ 5,000 acre or 7.8 square miles (7x GMU campus size) Functions: Engineering research, development, testing Vehicles: 47 GSA leased Tech Center (ACT) Building Type # of FAA Buildings Sq Ft 10 ‐ Office 8 23 ‐ School 0 29 ‐ Other Institutional Uses 0 41 ‐ Warehouses 22 60 ‐ Service 3 72 ‐ Communications Systems 0 73 ‐ Navigation and Traffic Aids 2 74 ‐ Laboratories 43 80 ‐ All Other 14 TOTAL 92 Personnel 55,362 0 0 177,135 153,136 0 8,348 1,120,020 43,418 1,557,419 264 0 0 203 196 0 0 2,538 21 3,222 Sponsor‐given data 14 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Mike Monroney Aeronautical Center Location: Oklahoma City , OK Size: ~ 1,000 acre or 1.6 square miles Functions: logistics, administrative, training Vehicles: 42 GSA leased Mike Monroney (AMC) Building Type # of FAA Buildings Sq Ft 10 ‐ Office 18 23 ‐ School 32 29 ‐ Other Institutional Uses 3 41 ‐ Warehouses 34 60 ‐ Service 16 72 ‐ Communications Systems 2 73 ‐ Navigation and Traffic Aids 9 74 ‐ Laboratories 3 80 ‐ All Other 8 TOTAL 125 Personnel 722,257 606,408 17,075 713,267 260,839 937 19,532 174,098 9,029 2,523,442 2,902 1,334 114 487 674 0 28 242 1 5,782 Sponsor‐given data 15 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Campus Travel Blackbox 16 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Campus System Process 17 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Motor Fleet Inventory Processes Motor Fleet Inventory Chain FAA Logistics Division Vehicle Need Oper Yes No ‐ Admin Fleet Managers Division by Charge Group Vehicle Request Assign Vehicle Vehicle Selected Vehicle Assigned Avail Vehicle Returned Execute Trip Motor Fleet Inventory Vehicle Check out No Request Vehicle from Fleet Manager 18 Yes Branch by Division Fleet Manager Selects Vehicle from another charge group Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Agenda • • • • • • • • • • Context Stakeholders Scope Gap Problem Statement Need Statement System Requirements Alternatives Simulation Information Project Management 19 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Stakeholder Flowchart 20 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Stakeholder Flowchart 21 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Primary Stakeholders Major Stakeholders FAA Objective Develop a sustainment plan and policy to meet the requirements handed down by the DOT. Establish targets and track, verify, and grade progress of Federal CEQ Chair/OMB Departments towards requirements Director mandated by E.O. 13514. Continue to meet transportation Fleet Managers demand while keeping costs low. Use vehicles to accomplish work Vehicle Users responsibilities more efficiently. Provide guidance for Presidential GSA mandate for Federal Fleet Performance. Community Clean local environment Tension The requirements given to the FAA are in addition to FAA’s primary mission, of aviation safety, and must be met using existing resources. Targets can be a challenge to meet Decreased fleet inventory may complicate allocation of vehicles. Alternative transportation systems may present a change in the way in which job related tasks are completed. Additional reporting requirements. Additional tax costs Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Key Stakeholder Flowchart 23 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Agenda • • • • • • • • • • Context Stakeholders Scope Gap Problem Statement Need Statement System Requirements Alternatives Simulation Information Project Management 24 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Scope • To meet greenhouse gas emission reduction requirements created for the FAA, our design will focus on reducing vehicle emissions of the FAA operational center motor fleets. • Optimize the motor fleet size of the AMC and ACT – Meet the current travel demand – Maintain or reduce total cost – Increased usage of alternatively fueled vehicles (i.e. low speed electric vehicles) • Out of Scope: o Emergency Vehicles (vehicles not used for day to day operations) o Heavy Duty Vehicles (weight rating over 26,000 lbs.) 25 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Gap Analysis Technical and Aeronautical Campus Carbon Emissions vs. Time CO2 emissions (metric tons/year) Travel demand (avg. miles driven / year) 264 [2] 12.3% 419000 [1] [4] [3] Carbon neutral 2007 2013 Time (years) 2020 1. Campus CO2 emissions slope derived from 2007–2011 U.S. Government ground fleet emissions trend. 2. 2013 avg. emissions calculated from AMT & ACT GSA leased inventory. 3. Percent derived from Executive Order 13514 petroleum reduction requirements 4. 2013 avg. demand was calculated from AMT & ACT GSA leased inventory. 6,000,000.00 4,000,000.00 2,000,000.00 ‐ 2006 2008 2010 2012 Problem Statement FAA must comply with DOT’s environmental milestone to reduce Greenhouse Gas (GHG) emissions from owned or leased vehicles by 12.3% by 2020 compared to a FY 2008 baseline, as derived from E.O. 13514 and the Presidential Memorandum on Federal Fleet Performance The FAA must lower its greenhouse gas emissions and reduce the number of reportable vehicles in the fleet; while meeting current and future demand within existing funding 27 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration The Need • A system that reduces CO2 emissions by 12.3% by analysis of current FAA motor fleet vehicles that will: – Optimize fleet size – Identify vehicles as candidates to be replaced – Alternative candidates that can meet demand – Provide total life cycle cost estimates of the existing fleet and altered fleets (substitution of alternative transportation) 28 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Agenda • • • • • • • • • • Context Stakeholders Scope Gap Problem Statement Need Statement System Requirements Alternatives Simulation Information Project Management 29 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration System Requirements The following mission requirements have been derived from our stakeholders. • The system shall analyze the life cycle costs of the current inventory versus alternatives. • The system shall propose alternatives that lower the level of carbon dioxide emissions by 12.3% at the Mike Monroney Aeronautical Center and the William J. Hughes Technical Center. • The system shall propose alternatives that can meet current and expected travel demand through 2020. • The system shall simulate one full year of demand. 30 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Alternatives A. B. C. D. E. 31 Status Quo Low Speed Electric Vehicle (LSEV) Portfolio Neighborhood Electric Vehicle (NEV) Portfolio Compressed Natural Gas Portfolio Combination of LSEVs and Traditional Alternatives Portfolio Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration STATUS QUO NEV’s 32 LSEV’s CNGV’s Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Alternative Comparison Alternative Suitable for all Avg. Carbon Conversion Meet Battery Cost types of weather & Acquisition Emissions? Cost demand? terrain? Cost Status Quo Yes ‐ ‐ $65‐100 Yes Yes LSEV's Yes $5,200 X $65‐100 No Zero NEV's Yes $11,000 X $100‐200/kWh No Zero Yes 30% less than oil, 45% less than coal Natural Gas Yes $26,500 $12,000‐ $18,000 http://www.exide.com/us/en/product‐solutions/motive‐ power/applications‐motive/nev‐motive.aspx 33 X Note ‐ Not on track to meet DOT requirements ‐ Meet stakeholders expectations ‐ Registration Requirement ‐ Average top speed of 35mph ‐ Potential lack of fueling infrastructure ‐ Tax incentive ‐ Lower fuel cost $2.14 GGE* vs. $3.14/gallon *GGE = Gasoline Gallon Equivalent Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Alternatives Summary Requirements Maintain Meet Reduce Reduce Reduce Meets requirement Reportable Operational or Reduce Feasible Additional research required Inventory Emissions LCC Demand Inventory Status Quo X X X LSEVs ‐ NEVs ‐ ‐ Shuttle ‐ X X Bikes X X Alternatives Natural Gas ‐ ‐ ‐ ‐ ‐ VTC/Telecom X Higher MPG Vehicles X X X ‐ ‐ ‐ H2 Vehicles X LSEVs and Traditional Alternatives ‐ Does not meet requirement 34 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Agenda • • • • • • • • • • Context Stakeholders Scope Gap Problem Statement Need Statement System Requirements Alternatives Simulation Information Project Management 35 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Phases of Simulation • • • • • Data and Cost Analysis Demand Analysis Deterministic LCC Stochastic LCC Utility Analysis and Rankings of different portfolios 36 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Data Analysis • Building data • Personnel data • Vehicle data 37 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration William J. Hughes Technical Center Tech Center Building Makeup William J. Hughes Technical Center 1 0.9 Location : Atlantic City, NJ Motor Fleet: – Vehicle inventory: 47 GSA leased – Estimated average monthly CO2 emissions (metric ton): 0.13 0.8 % # of FAA Buildings 0.7 Percent • • % Sq ft 0.6 % Personnel 0.5 0.4 0.3 ACT Admin Ops Buildings 11 (12%) 81 (88%) 0.2 Personnel 460 (14%) 2762 (86%) Data and calculations from campus building database 38 0.1 0 Building Types Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Mike Monroney Aeronautical Center Aeronautical Center Building Makeup Mike Monroney Aeronautical Center 0.9 Location : Oklahoma City , OK Motor Fleet: – – Vehicle inventory: 42 GSA leased Estimated average monthly CO2 emissions (metric ton): 0.5 0.8 Percent • • 1 % # of FAA Buildings 0.7 % Sq ft 0.6 % Personnel 0.5 0.4 0.3 0.2 AMC Admin Ops Buildings 91 (73%) 34 (27%) Personnel 3566 (62%) 2206 (38%) 0.1 Data and calculations from campus building database 39 0 Building Types Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Inventory Statistics CG Number of Inventory Number Operational Vehicles Number Administrative Vehicles Average Vehicle MPG* (1) Total Monthly CO2 Emissions (t) Average Monthly Miles Driven Average Monthly Lease Cost Tech Center Vehicle Fuel Types Technical Center 42.0 Aeronautical Center 47.0 28.0 32.0 25 19.0 2.0 20 18.0 14.9 30 ACT 15 AMC 10 6.4 15.7 5 245.6 550.2 267.7 245.1 0 Ethanol Gasoline Hybrid Calculations are based off GSA leased vehicle inventory 40 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Diesel Inventory Statistics Vehicle inventory Technical Center Monthly Mileage by Type Aeronautical Center Technical Center Number of Vehicles 20 Total Average Monthly Mileage 25 21 15 10 10 5 0 8 6 11 10 7 8 1 1 Sedan Minivan Van SUV Pickup 2 0 3 1 Bus Other Aeronautical Center 18000 16000 14000 12000 10000 8000 6000 4000 2000 0 Sedan Minivan Van SUV Pickup Vehicle Type Vehicle Type Calculations are based off GSA leased vehicle inventory 41 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Bus Other Campus Vehicle Demand Vehicle Usage Average Monthly CO2 Emissions 35 25 30 20 15 10 Tech Center Aero Center # of Vehicles # of Vehicles 25 20 Tech Center 15 Aero Center 10 5 5 0 0 0‐.1 Average Monthly Miles A vehicle’s monthly mileage is affected by its assigned division and branch and its off campus demand .11‐.2 .21‐.3 >.3 Average Monthly CO2 emissions per month (metric tons) A vehicle’s CO2 emissions are a function of its fuel type, fuel economy, and miles driven Calculations are based off GSA leased vehicle inventory 42 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Design of Experiment • • • • • • Reduce CO2 emissions by optimizing motor fleet inventory. Travel demand will be simulated for one year for each of the campuses. Campus operations will be modeled stochastically as a queuing system. The optimal fleet size will calculated by creating vehicle objects until an optimal vehicle utilization is reached. The optimal fleet with alternatives will then be run through a deterministic and stochastic life cycle cost model. A utility versus cost comparison will be conducted to determine the best recommendation. 43 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Design of Experiment Demand Model Inputs Outputs Historic Data Demand Data Inventory Data Number of Vehicles Required CO2 emissions Status Quo Campus Statistics Current Expected Value Vehicles In Use No Change in Inventory Emissions from current inventory Vehicle Portfolios Campus Statistics Current Expected Value Vehicles In Use Vehicles Required to Meet Demand Emissions from new inventory Alternatives 44 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Design of Experiment Deterministic Life Cycle Cost Model Inputs Acquisition Cost (Cacq) Energy Maintenance Costs Consumption (Cmaint) Cost (Cener) Outputs Total Life Cycle Costs Alternatives Status Quo Purchase/Lease Cost Overhead Cost Labor Parts Disposal Fuel Costs Summation of inputs Vehicle Portfolios Purchase Cost ‐ Incentives + Overhead Cost Labor Parts Disposal Electric/Fuel/ Compressed Gas Costs Summation of inputs Stochastic Life Cycle Cost Model Inputs Acquisition Cost (Cacq) Energy Maintenance Costs Consumption (Cmaint) Cost (Cener) Outputs Total Life Cycle Costs Alternatives 45 Status Quo Purchase/Lease Cost Overhead Cost Labor Parts Disposal Fuel Costs Summation of inputs (Projected) Vehicle Portfolios Purchase Cost ‐ Incentives + Overhead Cost Labor Parts Disposal Electric/Fuel/ Compressed Gas Costs Summation of inputs (Projected) Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Physical Process • General Equation C02 emissions = • 2 • Vehicle utilization = * ∗ • Average vehicle utilization = • Average vehicle waiting time = n C acq n n C ma int C ener t t t t 1 (1 d ) t 1 (1 d ) t 1 (1 d ) • Price of electricity: 1 GGE = 33.4 kWh 46 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Method of Analysis 47 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Black Box Historic Statistical Data to Demand Model Optimized Fleet to LCC Models Fleet Mix Campus Demand # of Buildings Service Time Inter‐Arrival Time # of Passengers 48 Demand Model Vehicle Inventory Vehicle Max Utilization Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration AMC Distributions AMC Variables Units Distrubtion Min Off Campus Op Arrival events/day Exponential TBD Off Campus Admin Arrival events/day Exponential TBD On Campus Op Arrival events/day Exponential TBD On Campus Admin Arrival events/day Exponential TBD Service Time hours Triangle 0.5 Charge code Charge code weighted discrete People demand operational people discrete People demand Admin people discrete Origin Building building weighted discrete Destination Building building weighted discrete OR Distance Aero 49 miles lognormal Max Mean N/A 1 1 N/A N/A Reasoning Lack of data and the actual distribution is unknown. Traditionally arrivals can be modeled TBD .095 as exponential. It is a well established distrobution. Lack of data and the actual distribution is unknown. Traditionally arrivals can be modeled TBD .088 as exponential. It is a well established distrobution. Lack of data and the actual distribution is unknown. Traditionally arrivals can be modeled TBD 244 as exponential. It is a well established distrobution. Lack of data and the actual distribution is unknown. Traditionally arrivals can be modeled TBD 86 as exponential. It is a well established distrobution. Recently received data to analysize data 6.5 TBD distribution more accurately. Max and min derived from sponsor discussions. N/A dependent Weighted by inventory size of charge code 3 1 A certain range of passegners is more common 4 2 A certain range of passegners is more common N/A dependent Based on the event type. N/A dependent Based on the event type. 0.015 2.1 .07 The Aero Center's buildings are tightly spaced and we expect a small variance Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Distributions ACT Distributions ACT Variables Units Distrubtion Min Off Campus Op Arrival events/day Exponential TBD Off Campus Admin Arrival events/day Exponential TBD On Campus Op Arrival events/day Exponential TBD On Campus Admin Arrival events/day Exponential TBD Service Time hours Triangle 0.5 Charge code Charge code weighted discrete People demand operational people discrete People demand Admin people discrete Origin Building building weighted discrete Destination Building building weighted discrete OR Distance Tech 50 miles triangular Max Mean N/A 1 1 N/A N/A Reasoning Lack of data and the actual distribution is unknown. Traditionally arrivals can be modeled TBD 0.088 as exponential. It is a well established distrobution. Lack of data and the actual distribution is unknown. Traditionally arrivals can be modeled TBD 0.01 as exponential. It is a well established distrobution. Lack of data and the actual distribution is unknown. Traditionally arrivals can be modeled TBD 145 as exponential. It is a well established distrobution. Lack of data and the actual distribution is unknown. Traditionally arrivals can be modeled TBD 24 as exponential. It is a well established distrobution. Recently received data to analysize data 6.5 TBD distribution more accurately. Max and min derived from sponsor discussions. N/A dependent Weighted by inventory size of charge code 3 1 A certain range of passegners is more common 4 2 A certain range of passegners is more common N/A dependent Weighted by the event type. N/A dependent Weighted by the event type. 0.015 3.3 .44 The Tech Center's buildings are farther spaced and have a large variance in distance Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Demand Model 51 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Demand Model 52 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Demand Model 53 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Life Cycle Cost Modeling Will need to take into account: • Capital investment • Energy consumption/costs • Maintenance costs • Disposal costs/ Salvage revenue • Management/overhead costs Life Cycle Cost formula • Lifecycle cost= Acquisition ‐ Incentives + Maintenance & Repair + Energy • L(x)= A(x) – I(x) + M(x)+ E(x) • Where x is in terms of present values by discounting • PV= FV/(1+i)^n n C acq n C ma int C ener t t t t 1 (1 d ) t 1 (1 d ) t 1 (1 d ) 54 n Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Acquisition Costs Type of Vehicle Year Brand Model Cost CNG 2013 Honda Civic $26,300 CNG 2014 GMC Savanna $26,700 CNG ‐ ‐ ‐ $12,000‐$18,000 Median $15,000 LSEV ‐ Taylor Dunn ET150 $8,000 LSEV ‐ Columbia Par Car $7,500 55 Note Conversion of existing vehicles Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Maintenance and Energy Costs Fuel Type Oil Change Brake Pad Replacement Brake Caliper and Rotor Replacement Tire Replacement Fluid Replacement Misc. Replacements CNG Cylinder Replacement CNG $30 $90 $250 $500 $75 $100 $1,000 ‐ ‐ Electricity $30 $90 $250 $500 $75 $100 ‐ $65 $2,299.98 Gasoline $30 $90 $250 $500 $75 $100 ‐ $65 ‐ • Maintenance Formula: oilchange tires fluid , 2 brakepad vehiclelife misc. CNGcylinder vehiclelife 20 brakepad smallbattery vehiclelife 4 Small Battery Large Battery Replacement Replacement caliperandrotor largebattery vehiclelife 3 ‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐‐ Fuel Type Fuel Cost (GGE)*+ Average Fuel Consumption per Vehicle (gal.) Projected Fuel Cost per Vehicle Fuel Type ACT AMC 42.07 15.11 ACT AMC CNG $ 1,080.35 $ 388.02 CNG $ 2.14 Electricity $ 3.49 Electricity $ 1,761.89 $ 632.81 Gasoline $ 3.65 Gasoline $ 1,842.67 $ 661.82 http://www.autohub360.com/index.php/calculating‐car‐maintenance‐costs‐2‐7761/ ; Sponsor data (an analysis by Southwest Facility support, LLC) 56 * All fuel costs based on national average + GGE = Gasoline Gallon Equivalent Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Simulation Hypothesis H10: The Life Cycle Costs of the motor fleet portfolios at the FAA aeronautical and technical centers containing alternative vehicles will be the same as the status quo motor fleet portfolio. H11: The Life Cycle Costs of the motor fleet portfolios at the aeronautical and technical centers containing alternative vehicles will be less than the status quo motor fleet portfolio. H20: The carbon dioxide emissions of the alternative motor fleet portfolios will be less than the status quo motor fleet portfolio. H21: The carbon dioxide emissions of the alternative motor fleet portfolios will be less than the status quo motor fleet portfolio. 57 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Recommendations (thus far) • Utilize Video Teleconference and Teleworking resources when appropriate. • Centralize motor pool • Keep track of individual usage – Trip time – Trip length – Reason for vehicle • Use LSEV’s in place of administrative vehicles with terrain and weather permitting. (tentative) • Use LSEV’s in place of operational vehicles carrying loads weighing no more than YY lbs. (tentative) 58 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Agenda • • • • • • • • • • Context Stakeholders Scope Gap Problem Statement Need Statement System Requirements Alternatives Simulation Information Project Management 59 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Project Management • • • • • • • Value Hierarchy Cost vs. Utility WBS Project Schedule Risk Budget CPI/SPI 60 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Value Hierarchy FAA Campus Transportation Alternatives Efficiency Utility Demand 61 Maximum Weight Maximum Capacity CO2 Emission Reduction Power Consumption Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Notional Cost vs. Utility 3.5 3 Utility Value 2.5 2 1.5 Alternatives 1 0.5 0 0 62 0.5 1 1.5 2 Total Life Cycle Cost 2.5 3 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Work Breakdown Structure (WBS) FAA Campus Transportation System Management Research 1.0 Data Analysis 2.0 Assign Tasks Stakeholders 1.1 Group Meetings 1.2 Sponsor Meetings 1.3 Project Schedule 1.4 Project Plan 2.1 E.O. 13514 2.2 FAA Strategic Plan 2.3 Fleet Inventory 2.4 Electric Vehicles 1.5 CONOPS 3.0 2.5 Alternative Low Speed Vehicles 2.6 Design Alternatives 4.0 Trend Data on Electric Vehicles Context 3.1 4.1 Trend Data on Alternative Fuels Problem Statement 3.2 Trend Data on Fuel Consumption 3.3 Trend Analysis of Life Cycle Costs 3.4 Design of Experiment Analysis 3.5 Sensitivity Analysis Documentation 5.0 4.2 Need Statement 4.3 Stakeholder Tensions 4.4 Mission Requirements LSEV Vehicle Replacement Requirements 6.0 Deliverables 5.1 Campus Shuttle System Rework 7.1 Functional 6.2 Report Performance Presentation Brainstorm Trade Off Analysis Preparation 8.1 Financial Model ROI Validation 10.2 Faculty Presentation 9.3 Dry Run Verification 10.3 SIEDS 9.4 10.4 West Point 8.5 Results 3.6 Conclusions 63 10.1 IEEE Paper Revision 8.4 4.5 Poster 9.2 8.3 7.4 10.0 9.1 8.2 7.3 Derived 6.4 Competition 9.0 Energy Trends & Power Consumption 7.2 6.3 5.3 Presentation 8.0 Originating 6.1 5.2 Alternative Fuel Vehicle Replacement Simulation 7.0 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration 10.5 Project Schedule 64 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Project Risk Initial Risk Level 17 23 7 15 Risk Description Mitigation IF the government shutdown continues, 1. Develop business rules to approximate THEN the collection of data will be slowed missing data IF not enough hours are dedicated to the 1. Start on simulation earlier. simulation, THEN results will not be 2. Schedule more hours for simulation work available for analysis IF alternatives do not meet future demand 1. Add potential projection of future demand to THEN fleet inventory needs will be incorrect simulation based on FAA hiring trends IF assumptions used for simulation are 1. Consult subject matter experts 2. Seek approval from sponsors incorrect THEN results will be misleading Mitigation Mitigated Completion Risk level date 10/25/2013 8 Complete 6 1/1/2014 6 11/1/2013 9 Risk Management Guide for DOD Acquisition 6th ed. August, 2006 65 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Budget Budget $80,000.00 $70,000.00 $60,000.00 Dollars $50,000.00 PV $40,000.00 AC Worst Case $30,000.00 Best Case $20,000.00 $10,000.00 $0.00 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 Weeks 66 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration CPI/SPI CPI vs SPI 1.40 1.20 1.00 Ratio 0.80 CPI 0.60 SPI 0.40 0.20 0.00 1 2 3 4 5 6 7 8 9 Weeks 67 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Reference • • • • • • • • • • • • • 68 http://articles.washingtonpost.com/2013‐03‐24/business/37989930_1_new‐employees‐cost‐ savings‐retention‐of‐talented‐employees http://www.consumerreports.org/cro/2012/03/the‐natural‐gas‐alternative/index.htm http://www.telegram.com/article/20130716/COLUMN83/307169973/1011 http://www.epa.gov/climatechange/science/indicators/ghg/global‐ghg‐emissions.html http://www.epa.gov/climatechange/science/indicators/ghg/us‐ghg‐emissions.html http://www.eia.gov/tools/faqs/faq.cfm?id=23&t=10 http://www.census.gov/popclock/ http://www1.eere.energy.gov/femp/regulations/eo13514.html#ftm http://www.eia.gov/tools/faqs/faq.cfm?id=93&t=4 http://www.eco‐wheelz.com/articles/pros‐and‐cons‐of‐electric‐bikes.php http://www.nasa.gov/topics/earth/features/2011‐temps.html http://www.buzzle.com/articles/hydrogen‐cars‐pros‐and‐cons.html https://www1.eere.energy.gov/femp/pdfs/lcc_guide_05.pdf Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Questions? 69 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Backup Slides 70 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Carbon Emissions The World • Global carbon dioxide emissions numbered close to 40,000 million metric tons in 2005 U.S. • U.S. produced about 6,702 million metric tons in 2011 – 27% of which created through gas usage, transportation – 26% increase since 1990 – U.S. responsible for ~ 7,000 million metric tons Note: Carbon Dioxide (CO2) emissions constitute 95‐99% of vehicle greenhouse gas emissions 71 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Presidential Memorandum – Federal Fleet Performance May 24 2011 – Establishes national goal to reduce oil imports by one‐third by 2025 date – Provides guidance to executive departments to meet E.O. 13514 – Requires all vehicles leased or purchased to be alternatively fueled by December 31 2015, • Hybrid, electric, compressed natural gas, biofuel, etc. – Calls for maximum fuel efficiency – Limits vehicle body size, engine size, and optional equipment essential to meet agency mission – Requires General Services Administration (GSA) to develop Vehicle Allocation Methodology (VAM) to determine optimum 72 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Trips per hour calculation Derivation for Avg On‐Campus Operational Service Tickets per hour TotalMiles – OFFmiles = ONmiles ONmiles/ Days = OND OND/length = TripsDay TripsDay/8 = TripsHour TotalMiles = (Total Average Monthly miles) OFFmiles = (Off‐Campus Operational Monthly miles) ONmiles = Average On‐Campus Operational Monthly miles Days = (Average Number of work days per month (~20)) OND = Average On‐Campus Operational miles per day length = Average operational trip length TripsDay = Average operational trips per day TripsHour = Average operational trips per hour 73 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Trips/day Calculations DATA ASSUMPTIONS AMC ATC Total Mileage Given Given OFF% ‐ based on talks with based on frequency of fleet manager and high mileage vehicles mileage frequency of vehicles Days 250 work days a year 250 work days a year including 10 holidays including 10 holidays ONDayDemand OFFDayDemand based on ON based on OFF based on ON based on OFF ON AVG length based on geometry of based on geometry of the campus the campus OFF AVG length ATC ‐ based on conversations with fleet man used distance from ATC to DC Operational mileage Ops % Admin % 74 Used ATC length Based on Vehicle funtion data from vehicle inventory from vehicle inventory Based on Vehicle funtion data from vehicle inventory from vehicle inventory Calculations TotalMiles OFF% AMC ATC 11544 0.5 23108 0.2 OFF 5772 4622 ON 5772 18486 250 250 ONDayDemand 23 74 OFFDayDemand 23 18 ON AVG length 0.07 0.44 OFF AVG L 180 180 ONTripsDay 330 168 OFF 0.13 0.10 Ops % 0.74 0.86 Admin % 0.26 0.14 ON OPS Day 244 145 ON Ad Day 86 24 OFF OPS Day 0.095 0.088 OFF Ad Day 0.03 0.01 Days Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration United States Federal Government Fleet Metrics Fuel Type Gasoline 2011 Vehicle Inventory by Fuel Type 2011 Diesel 85,301 Gasoline Hybrid 15,531 Diesel Hybrid Gasoline LGHG (s 1,431 Diesel LGHG (see 69 Gasoline Plug-in H 9 5,144 E-85 169,448 3,941 Hydrogen 7 LNG - LPG 154 Grand Total 1% 0% 0% Gasoline Diesel 138 CNG Electric 0% 378,685 659,858 Gasoline Hybrid 26% Diesel Hybrid Gasoline LGHG Diesel LGHG 0% 0% 0% Gasoline Plug‐in Hybrid 1% 2% 0% 57% 13% CNG E‐85 Electric Hydrogen LNG 75 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration United States Federal Government Fleet Metrics 2011 Vehicle Inventory Cost Breakdown Cost Type 2011 Depreciation $ 1,040,616,069 Maintenance $ 962,801,608 Indirect $ 252,824,284 Comm. Lease $ 72,971,037 GSA Lease $ 1,113,145,205 Indirect Fuel $ Comm. Lease Depreciation 22% 23% 999,016,185 Total $ 4,441,374,388 GSA Lease 22% 25% 6% 2% 76 Maintenance Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Fuel Average Monthly CO2 Emissions Average Monthly CO2 Emissions A vehicle’s CO2 emissions are a function of its fuel type, fuel economy, and miles driven 35 30 # of Vehicles 25 20 Tech Center 15 Tech Center • Even distribution affected by higher average vehicle mpg • Many heavy duty vehicles have missing mileage data Aero Center Aero Center • Large frequencies at ends explained by the campus dimensions and off campus demand 10 5 0 0‐.1 .11‐.2 .21‐.3 >.3 Average Monthly CO2 emissions per month (metric tons) 77 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Center Comparisons Types of Vehicles The vehicle functions based on assigned branch, stated use, and vehicle type 40 35 Number of Vehicles 30 25 20 Tech Center Aero Center 15 Tech Center • Ops – 74% • Admin – 26% 10 5 0 Operational Vehicles Administrative Vehicles Aero Center • Ops – 86% • Admin – 14% Vehicle Use Calculations are based off GSA leased vehicle inventory 78 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Win‐Win Analysis • The United States Government intends to limit petroleum use to reduce environmental effects. • The FAA needs to continue to meet demand with a static budget while decreasing the petroleum consumption of its motor fleet. • Achieve a 12.3% reduction in CO2 emissions for campus motor fleets. • Minimize volatile petroleum life cycle costs to more accurately predict future budgets. • Reduced CO2 emissions from FAA campuses provides a cleaner environment for the surrounding civilian populations. 79 Department of Systems Engineering and Operations Research Design of of a Secure Campus Transportation SystemResearch IncludingSYST LSEVs Department Systems Engineering and Operations 490 - 2013 SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Assumptions 1.0 Passenger & Distance Assumptions 1.0.1 Any vehicle that is identified as maintenance will accommodate 1‐3 passengers 1.0.1.1 Any vehicle that is identified as maintenance in nature will travel xx ‐ yy miles 1.0.2 Any vehicle identified as administrative will accommodate 1‐5 passengers 1.0.2.1 Any vehicle that is identified as administrative in nature will travel xx ‐ yy miles 1.0.3 An LSEV will travel no further than its battery will permit without recharging. 1.0.3.1 Vehicle users will recharge vehicle at every destination 1.0.4. A vehicle will not be tasked to travel further than it can travel on one refill/charge. 80 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration Assumptions 1.3 Vehicle Maintenance 1.3.1 It will be assumed that all vehicles are well maintained and get the full (average) MPG. 1.3.1.1 It will be assumed since current vehicles are leased, major maintenance with costs exceeding $XYZ will not be incorporated into the life cycle costs 1.3.2 It will be assumed that combustion vehicles will require an oil change at least once a year (~every 3000 miles) 1.3.3 It will be assumed that LSEV batteries will be replaced every XYZ miles or XY charges 1.3.3.1 It will be assumed that the LSEV battery replacement cost will include disposal and cost YYYY. 1.3.4 It will be assumed the time spent refueling is negligible 1.3.5 It will be assumed that the vehicle will originate at the location the demand originates. 81 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration 82 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration In Summary Rising Greenhouse Gas Increase in Cost of Gas Increase in Environment Concern Executive Order U.S. Government U.S. Gas Dependency 83 Department of Systems Engineering and Operations Research SYST 490 - 2013 Design of Motor Fleet Transportation System for the Technical And Aeronautical Centers of the Federal Aviation Administration