数字检索系统的开发,集成智能信息和改进的遗传算法:基于艺术博物馆的研究
Cun Lin1, XiaoChen Hu1, TianYi Cheng1
1School of Design and Innovation, China Academy of Art, Hangzhou, Zhejiang, China.
PloS one
|June 25, 2024
概括
本研究介绍了一种新的数字检索系统,用于艺术博物馆使用基因算法2卷积神经网络 (GA2CNN) 模型. 该系统显著提高了数字文化遗产管理的信息准确性和检索效率.
科学领域:
- 计算机科学 计算机科学
- 信息科学 信息科学 信息科学
- 数字人文学科 数字人文学科
背景情况:
- 文化遗产的数字化管理面临不准确信息和低检索效率的挑战.
- 现有的数字系统需要优化,以提供全面的文化遗产数据描述.
研究的目的:
- 为艺术博物馆开发一个先进的数字检索系统.
- 提高数字文化遗产管理和访问的准确性和效率.
主要方法:
- 整合多源智能信息 (图像,文本,元数据) 以提供全面的数字内容描述.
- 开发基因算法2卷积神经网络 (GA2CNN) 优化模型,增强传统基因算法 (GA) 对文化遗产数据的融合速度.
- 卷积神经网络 (CNN),GA和GA2CNN模型的比较分析.
主要成果:
- 该GA2CNN模型显示了高的网络适配精度,预测值与实际数据非常相匹配 (例如,样本5的误差为0.0023,而实际数据为2.62).
- 在预测准确性和错误减少方面,GA2CNN模型的表现优于传统的GA和CNN模型.
- 集成的数字检索系统在提高检索效率和准确性方面表现出卓越的性能.
结论:
- GA2CNN模型为数字文化遗产管理提供了显著的进步.
- 开发的数字检索系统为组织和展示文化遗产提供了有效的技术支持.
- 这项研究为数字时代的博物馆信息管理提供了有价值的见解.
相关概念视频
Genetic Screens
4.9K
Genetic screens are tools used to identify genes and mutations responsible for phenotypes of interest. Genetic screens help identify individuals or a group of people at risk of developing genetic diseases and help them with early intervention, targeted therapy, and reproductive options.
Forward genetic screens
Forward or “classical” genetic screens involve creating random mutations in an organism’s DNA using radiation, mutagens, or insertion of additional bases, which...
Forward genetic screens
Forward or “classical” genetic screens involve creating random mutations in an organism’s DNA using radiation, mutagens, or insertion of additional bases, which...
4.9K
Retrieval
108
Retrieval is the process of getting information out of memory storage and back into conscious awareness. This ability is essential for daily tasks like brushing hair and teeth, driving to work, and performing job duties. Retrieval occurs in three ways: recall, recognition, and relearning.
Recall involves accessing information without cues, such as during an essay test, where individuals must retrieve facts and concepts from memory unaided. Another example is remembering the name of a colleague...
Recall involves accessing information without cues, such as during an essay test, where individuals must retrieve facts and concepts from memory unaided. Another example is remembering the name of a colleague...
108
Evolutionary Relationships through Genome Comparisons
5.7K
Genome comparison is one of the excellent ways to interpret the evolutionary relationships between organisms. The basic principle of genome comparison is that if two species share a common feature, it is likely encoded by the DNA sequence conserved between both species. The advent of genome sequencing technologies in the late 20th century enabled scientists to understand the concept of conservation of domains between species and helped them to deduce evolutionary relationships across diverse...
5.7K


