Climate Change Data Portal
DOI | 10.1016/j.agsy.2019.03.016 |
Multi-criteria evolutionary algorithm optimization for horticulture crop management | |
West, Jason | |
发表日期 | 2019 |
ISSN | 0308-521X |
EISSN | 1873-2267 |
卷号 | 173页码:469-481 |
英文摘要 | Climate variability requires adaptive production systems in agriculture often resulting in significant irreversible investments. Cultivar replacement programs in horticulture orchards that substitute older varieties for more heat- and drought-resilient varieties have enterprise values that are highly sensitive to the timing of such investments. Farm-level replacement programs are subject to multiple constraints around debt serviceability, operating costs, the replacement cycle and the rate of degradation of the existing orchard. The maximization of enterprise value subject to multiple constraints can be reduced to a multi-objective optimization problem. Over long horizons this optimization process generates a very-large solution space. Using a multi-objective evolutionary algorithm we examine uncertainties around climatic effects and the timing of investments for horticultural operations and derive the optimal times to adapt using cultivar replacement techniques. We find that the investment decision using traditional valuation methods is suboptimal and can result in poor decisions, potentially undermining adaptation efforts. We further show that opposing economic and climatic conditions can adversely impact enterprise value based on mistiming the investment decision, Application of the genetic algorithm solver is demonstrated using a vector-based geographic information system to a farm where individual portions of an orchard are subject to varying rates of production, degradation and age. |
WOS研究方向 | Agriculture |
来源期刊 | AGRICULTURAL SYSTEMS
![]() |
文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/100114 |
作者单位 | Univ New England, Sch Business, Armidale, NSW 2351, Australia |
推荐引用方式 GB/T 7714 | West, Jason. Multi-criteria evolutionary algorithm optimization for horticulture crop management[J],2019,173:469-481. |
APA | West, Jason.(2019).Multi-criteria evolutionary algorithm optimization for horticulture crop management.AGRICULTURAL SYSTEMS,173,469-481. |
MLA | West, Jason."Multi-criteria evolutionary algorithm optimization for horticulture crop management".AGRICULTURAL SYSTEMS 173(2019):469-481. |
条目包含的文件 | 条目无相关文件。 |
个性服务 |
推荐该条目 |
保存到收藏夹 |
导出为Endnote文件 |
谷歌学术 |
谷歌学术中相似的文章 |
[West, Jason]的文章 |
百度学术 |
百度学术中相似的文章 |
[West, Jason]的文章 |
必应学术 |
必应学术中相似的文章 |
[West, Jason]的文章 |
相关权益政策 |
暂无数据 |
收藏/分享 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。