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 |