通过使用人工神经网络的综合生态创新方法,优化环保珠宝设计
Anqi Jiang1,2, Meng Huan3, Dong-Oun Choi3
1College of Precious Metals and Gemstone Design, Wonkwang University, Iksan, 54538, Korea. ankia7a7@gmail.com.
Scientific reports
|February 22, 2025
概括
可持续的珠宝设计优先考虑可再生生物材料 (生物材料2-5) 和更简单的配置,与传统金属和复杂的设计相比,大大降低了环境影响. 这种生态创新指导着行业的转型.
科学领域:
- 材料科学 材料科学 材料科学
- 可持续设计 可持续设计
- 环境影响评估环境影响评估
背景情况:
- 珠宝行业面临着采取可持续实践的压力.
- 生态设计优化对于减少环境足迹至关重要.
- 需要对材料,制造和建模进行综合分析.
研究的目的:
- 通过综合分析,优化环保珠宝设计.
- 开发环境影响的预测模型.
- 引导生态创新和向可持续珠宝的过渡.
主要方法:
- 材料分析,数字制造和预测建模.
- 人工神经网络 (ANN) 模型的开发和验证.
- 碳足迹和用水量的定量评估.
主要成果:
- 可再生生物材料 (生物材料2-5) 显示出比贵金属更优越的可持续性.
- 简单的珠宝设计比复杂的珠宝设计对环境的影响更小.
- 基于设计属性,ANN模型准确地预测了环境影响.
结论:
- 可再生生物材料和精简的设计是可持续珠宝的首选.
- 建议鼓励和基础设施转向生物材料.
- 国际合作和标准对于整体的可持续性至关重要.
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