节点文献
智慧型复杂科学仪器数据处理软件系统ChemDataSolution的开发与应用
Development and application of intelligent data processing software ChemDataSolution for modeling of multivariate data obtained from scientific instruments
【摘要】 魔力复杂数据处理软件系统(ChemDataSolution),作为一款领先的科学仪器数据智慧型分析产品,首次实现多种数据类型、多个变化因素综合影响下的海量数据快速载入,以及文件夹数据批载入,解决智能数据分析的入口级问题。在此基础上提出算法流概念,即在建模分析中,可按照用户需求构建含有多个算法的批处理流程,实现快速高效的数据分析,从而达致一键数据处理与多模型分析的目的。与传统数据分析产品不同,魔力可在一次运算中,同时构建模型,实现对模型的评价、验证与预测。系统的多线程与并行计算特征,以及优异的用户体验等使其成为复杂科学仪器数据处理,尤其是近红外等光谱数据分析的强大工具。
【Abstract】 In contrast to the conventional tools, the recently developed software named "Chem Data Solution" has obvious advantages for multivariate modeling on the basis of intelligent strategy and methodology for data analysis. These features include, but not limited to, automatic loading of different types of file formats within a file folder, algorithm flow including a batch of methods for rapid and integrated data processing, simultaneous modeling, validation and prediction to multi-source data, and many other excellent characteristics for data handling. This makes ChemD ata Solution become a promising tool to treat multivariate scientific instrumental data.
【Key words】 complicated chemical/biological system; scientific instrument; multivariate data; chemometrics; big data;
- 【文献出处】 计算机与应用化学 ,Computers and Applied Chemistry , 编辑部邮箱 ,2017年01期
- 【分类号】TP311.52
- 【被引频次】3
- 【下载频次】129