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題名:臺灣地區國際航空客運量之預測--灰色預測模式之應用
書刊名:運輸計劃
作者:許巧鶯溫裕弘 引用關係
作者(外文):Hsu, Chaug-ingWen, Yuh-horng
出版日期:1997
卷期:26:3
頁次:頁525-555
主題關鍵詞:灰色理論航空客運量生成數灰色預測模式永續效果Grey theoryAir travel demandAccumulation generating operationGrey forecasting modelPermanent effect
原始連結:連回原系統網址new window
相關次數:
  • 被引用次數被引用次數:期刊(17) 博士論文(4) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:16
  • 共同引用共同引用:0
  • 點閱點閱:36
     本研究以灰色預測模式建立臺灣地區國際航空總客運量及來臺旅客與國人出國運 量預測模式。研究建立之灰色模式包括GM(1,1)時間數列預測模式及多變量GM(1,N)系統預測 模式。灰色預測模式不若傳統多元迴歸模式須要求大樣本量、較好的分布規律等條件。將原 始數據經灰色生成可轉化為生成數,生成數為灰色模式主要觀念及其微分方程組構建之基礎 ,且生成數具永續效果之意義。研究中所建立之灰色模式包括總運量預測模式及來臺旅客與 國人出國預測模式,由與多元線性及乘冪迴歸模式、ARIMA模式預測結果之比較分析,證實 以灰色模式建構之國際航空客運量預測模式確實比傳統迴歸分析模式與ARIMA模式較具解釋 與預測能力。總運量系統預測模式之預測結果與1991年至1995年實際運量值比較平均誤差為 1.78%,總運量時間數列預測模式平均誤差為4.42%,來臺旅客與國人出國預測模式1991年至 1994年平均誤差為3.04%。
     This paper applies grey theory to develop international air travel forecasting models for Taiwan Area. Several grey forecasting models (GM) including one time-series forecasting model of GM(1,1) and a variety of polyfactor forecasting models of GM(1,M) are presented. GM differ from conventional multiple regression models which demand large amount of data with good statistical distribution. Accumulation generating operation (AGO) functions are the essential concepts and the basis of grey differential equations. AGO imply permanent effects of affecting variables. Compared with the results of ARIMA models and regression models, we found that the models developed did produce less prediction errors while provide better economic insights. The results show that compared with recent five years (1991∼1995) actual data, the average prediction error is 1.78% for total passenger systematic forecasts, 4.21% for total passenger time-series forecasts, and the four years (1991∼1994) average prediction error is 3.04% for Taiwan resident departure and foreign visitor arrival forecasts.
期刊論文
1.Lave, Lester B.(1972)。The Demand for Intercity Passenger Transportation。Journal of Regional Science,12(1),71-84。  new window
2.Lee, C.(1986)。Grey System Theory with Application on Earthquake Forecasting。Journal of Seismology,4(1),27-31。  new window
3.Young, K. H.(1972)。A Synthesis of Time-Series and Cross-Section Analysis: Demand for Air Transportation Service。Journal of America Statistics Association,67(339),560-566。  new window
4.Huang, H. C.、Wu, J. L.(1993)。Grey System Theory on Image Processing and Lossless Data Compression for HD-media。Journal of Grey System Theory and Practice,3(2),9-15。  new window
5.Huth, W. L.、Eriksen, S. E.(1987)。Airline Traffic Forecasting Using Deterministic and Stochastic Time Series Decomposition。The Logistics and Transportation Review,23(4),401-409。  new window
6.Ippolito, R. A.(1981)。Estimating Airline Demand with Quality of Service Variables。Journal of Transport Economics and Policy,15(1),7-15。  new window
7.Sun, G.(1991)。Prediction of Vegetable Yields by Grey Model GM (1, 1)。Journal of Grey System,3(2),187-197。  new window
會議論文
1.Chen, C. K.、Tien, T. L.(1993)。Improved Grey System Identification in Engineering System Reliability-Prediction。The 10th National Conference of the Chinese Society of Mechanical Engineers。Hsinchu。  new window
研究報告
1.Behbehani, R.、Kanafani, A.(1980)。Demand and Supply Models of Air Traffic in International Markets。Berkeley, California:Institute of Transportation Studies。  new window
2.臺灣省政府主計處(1996)。臺灣省統計年報。  延伸查詢new window
圖書
1.Box, George E. P.、Jenkins, Gwilym M.、Reinsel, Gregory C.(1994)。Time Series Analysis: Forecasting and Control。San Francisco, CA:Holden-Day。  new window
2.交通部運輸研究所委託荷蘭機場顧問公司(1993)。中正國際機場主計畫修訂規劃報告。  延伸查詢new window
3.臺灣經濟研究所(1996)。國際經濟情勢週報。行政院經濟建設委員會。  延伸查詢new window
4.中華顧問工程司暨美國Parsons顧問公司(1989)。釐訂高雄國際機場主計畫及評估規劃中正國際機場客貨站設施計畫。  延伸查詢new window
5.Burden, R. L.、Faires, J.(1988)。Numerical Analysis。Boston, Massachusetts:PWS-KENT。  new window
6.Deng, J.、Guo, H.、Xu, S.、Xiong, J.、Chen, M.(1988)。Essential Topics on Grey System: Theory and Application。Beijing:Huazhong University of Science and Technology Press:China Ocean Press。  new window
7.Diprima, R. C.、Boyce, W. E.(1992)。Elementary Differential Equations and Boundary Value Problems。New York:John Wiley & Sons, Inc.。  new window
8.Federal Aviation Administration(1980)。FAA Aviation Forecasts, Fiscal Years 1981-1992。Washington, D.C.。  new window
9.Kanafani, A.(1983)。Transportation Demand Analysis。New York:McGraw-Hill, Inc.。  new window
10.Landrum and Brown, Inc.(1979)。Chicago O'Hare International Airport Master Plan Study, 3: Aviation Demand Forecast。Cincinnati, Ohio。  new window
11.Landrum and Brown, Inc.(1977)。Fort Lauderdale-Hollywood International Airport Master Plan Report, 2: Technical Supplement。Cincinnati, Ohio。  new window
12.鄧聚龍(1985)。灰色系統基本方法。武漢:華中理工大學出版社。  延伸查詢new window
13.Horonjeff, R.、Mckelvey, X.(1994)。Planning and Design of Airports。New York:McGraw-Hill Inc.。  new window
14.鄧聚龍(1982)。灰色預測與決策。武漢:華中理工大學出版社。  延伸查詢new window
 
 
 
 
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