標題: Predicting the competitive relationships of industrial production between Taiwan and China using Lotka-Volterra model
作者: Tsai, Bi-Huei
管理科學系
Department of Management Science
關鍵字: Lotka-Volterra model;Lyapunov function;equilibrium analysis;forecast accuracy;China
公開日期: 2017
摘要: This work is the first to apply Lotka-Volterra model combined with genetic algorithm (GA) to predict the production relationships of high-tech industry among different areas. Previous studies analysed the trade interdependency among various countries, but few studies have highlighted the quantitative evidence of production relationships. Thus, this study utilizes motherboard shipment volumes to predict the competitive relationships of industrial production on both sides of the Taiwan Strait. Specifically, this work uses simultaneous non-linear least square regression in combination with GAs for numerical parameter optimization of the proposed Lotka-Volterra model. The results of parameter estimation reveal that shipment growth in China substantially promotes that in Taiwan, whereas the shipment growth in Taiwan curtails that in China. The standard deviation of the estimated parameters from the 3000 iterated simulations is small, confirming the reliability and stability of our parameter estimations. According to equilibrium analysis, the results of Lyapunov function prove that the shipments of China and Taiwan will reach a stable long-term equilibrium. The potential production from China will ultimately be nearly 16 times as large as that from Taiwan. Finally, the analytical results of forecast accuracy confirm that Lotka-Volterra model performs better than conventional S-curve diffusion model in predicting motherboard shipments.
URI: http://dx.doi.org/10.1080/00036846.2016.1240347
http://hdl.handle.net/11536/133295
ISSN: 0003-6846
DOI: 10.1080/00036846.2016.1240347
期刊: APPLIED ECONOMICS
Volume: 49
Issue: 25
起始頁: 2428
結束頁: 2442
顯示於類別:期刊論文