170 likes | 309 Views
Massive Uncertainty. Dr. Richard de Neufville Professor of Systems Engineering and Civil and Environmental Engineering Massachusetts Institute of Technology. Massive Uncertainty. Objective: To present realistic context of forecasting exercise Topics Evidence Consequences.
E N D
Massive Uncertainty Dr. Richard de Neufville Professor of Systems Engineering and Civil and Environmental Engineering Massachusetts Institute of Technology Airport Systems Planning & Design / RdN
Massive Uncertainty • Objective: To present realistic context of forecasting exercise • Topics • Evidence • Consequences Airport Systems Planning & Design / RdN
Causes of Uncertainty • Underlying variability of phenomenon • Difficulties in measurement or estimation • Unforeseen or “unpredictable” circumstances • Limits to valid measurement • for example: behavioral patterns Airport Systems Planning & Design / RdN
Evidence 1. Simple Physical Systems 2. Overall Traffic 3. Local Traffic (Worse) 4. Other Operations Airport Systems Planning & Design / RdN
Ratio of Real Costs to Estimated Costs for Airport Projects Costs expressed in constant dollars Median ~= 1.25 Percent of Occurrences Real/Estimated Cost Ratio Airport Systems Planning & Design / RdN
Cost Growth for Various Projects 3.0 2.5 2.0 1.5 1.0 0.5 0.0 Ratio of Actual to Estimated Cost DOD60 HWAY WATER BLDNG DOD50 ADHOC MAJOR ENRGY NASA NASA AVG St.Dev. CONST SAT mg Airport Systems Planning & Design / RdN
NASA Projects Cost Growth 3.5 3.0 2.5 2.0 1.5 1.0 0.5 0.0 Ratio of Actual to Estimated Cost HST GLL UARS GRO COBE MGL MOBS LSAT EUVE ERBE AVG St.Dev. Airport Systems Planning & Design / RdN
Forecasting Errors Nature of Traffic Type of Traffic Percent Error which is Exceeded Half the Time after Each year One Year Two Years Three Years Four Years Five Years Six Years International US Domestic Passengers Pax-Miles Average Passengers Pax-Miles Average 8.0 7.2 7.6 2.9 2.9 2.9 10.9 10.9 10.9 6.2 6.0 6.1 14.0 13.8 13.9 11.2 10.6 10.9 14.0 15.7 14.9 14.1 14.5 14.3 15.1 16.7 15.9 18.3 18.3 18.3 15.8 19.5 17.6 20.4 21.8 21.1 Average Errors in the Forecasts of Air Traffic of the U.S. Federal Aviation Administration, 1958-71 Airport Systems Planning & Design / RdN
FAA Forecasts Compared with Actual Data (% Difference) Review of the FAA 1982 National Airspace System Plan Airport Systems Planning & Design / RdN
Forecast vs. Actual International Pax in Japan Airport Systems Planning & Design / RdN
Forecast vs. ActualInternational Pax to Japan Airport Systems Planning & Design / RdN
Forecast vs Actual International Pax in Sydney Airport Systems Planning & Design / RdN
ACTIVE GENERAL AVIATION AIRCRAFT 1980 FORECAST Airport Systems Planning & Design / RdN
ACTIVE GENERAL AVIATION AIRCRAFT 1985 FORECAST Airport Systems Planning & Design / RdN
ACTIVE GENERAL AVIATION AIRCRAFT 1990 FORECAST Airport Systems Planning & Design / RdN
ACTIVE GENERAL AVIATION AIRCRAFT 1998 FORECAST Airport Systems Planning & Design / RdN
Summary and Recommendations • Summary • Forecast Errors have been large • Likely to continue • Recommendations: • Expensive Forecasting is cost-ineffective • Use general trends • ...With large ranges • Flexible Approach to Planning!!! Airport Systems Planning & Design / RdN