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利用可见近红外光谱电化学在不同硝酸和温度水平下校准钒(IV/V)的稳健模型。

Leveraging visible and near-infrared spectroelectrochemistry to calibrate a robust model for Vanadium(IV/V) in varying nitric acid and temperature levels.

机构信息

Radioisotope Science and Technology Division, Oak Ridge National Laboratory, 1 Bethel Valley Rd., Oak Ridge, TN, 37980, USA.

Radioisotope Science and Technology Division, Oak Ridge National Laboratory, 1 Bethel Valley Rd., Oak Ridge, TN, 37980, USA.

出版信息

Talanta. 2023 Jul 1;259:124554. doi: 10.1016/j.talanta.2023.124554. Epub 2023 Apr 14.

Abstract

Spectroelectrochemistry and optimal design of experiments can be used to rapidly build accurate models for species quantification and enable a greater level of process awareness. Optical spectroscopy can provide vital elemental and molecular information, but several hurdles must be overcome before it can become a widely adopted analytical method for remote analysis in the nuclear field. Analytes with varying oxidation state, acid concentration, and fluctuating temperature must be efficiently accounted for to minimize time and resources in restrictive hot cell environments. The classic one-factor-at-a-time approach is not suitable for frequent calibration/maintenance operations in this setting. Therefore, a novel alternative was developed to characterize a system containing vanadium(IV/V) (0.01-0.1 M), nitric acid (0.1-4 M), and varying temperatures (20-45 °C). Spectroelectrochemistry methods were used to acquire a sample set selected by optimal design of experiments. This new approach allows for the accurate analysis of vanadium and HNO concentration by leveraging UV-Vis-NIR absorption spectroscopy with robust and accurate chemometric models. The top model's root mean squared error of prediction percent values were 3.47%, 4.06%, 3.40%, and 10.9% for V(IV), V(V), HNO, and temperature, respectively. These models, efficiently developed using the designed approach, exhibited strong predictive accuracy for vanadium and acid with varying oxidation states and temperature using only spectrophotometry, which advances current technology for real-world hot cell applications. Additionally, Nernstian analysis of the V(IV/V) standard potential was performed using traditional absorbance methods and multivariate curve resolution (MCR). The successful tests demonstrated that MCR Nernst tests may be valuable in highly convoluted spectral systems to better understand the redox processes' behavior.

摘要

光谱电化学和实验优化设计可用于快速构建物种定量的精确模型,并提高对过程的认识程度。光谱光学可提供重要的元素和分子信息,但在将其广泛应用于核领域的远程分析之前,必须克服几个障碍。必须有效地考虑到具有不同氧化态、酸浓度和波动温度的分析物,以最大限度地减少在限制热室环境中进行时间和资源的消耗。在这种情况下,经典的单因素逐个因素方法并不适合频繁的校准/维护操作。因此,开发了一种新的替代方法来描述含有钒(IV/V)(0.01-0.1 M)、硝酸(0.1-4 M)和不同温度(20-45°C)的系统。通过使用最佳实验设计的光谱电化学方法来获取由实验设计选择的样本集。这种新方法利用 UV-Vis-NIR 吸收光谱和强大而准确的化学计量模型,实现了对钒和 HNO 浓度的准确分析。顶级模型的预测百分比均方根误差值分别为 3.47%、4.06%、3.40%和 10.9%,用于 V(IV)、V(V)、HNO 和温度。这些模型使用设计方法高效地开发,仅使用分光光度法即可对具有不同氧化态和温度的钒和酸进行强预测,从而推进了当前用于实际热室应用的技术。此外,还使用传统的吸光度方法和多元曲线分辨 (MCR) 对 V(IV/V)标准电势进行了 Nernst 分析。成功的测试表明,MCR Nernst 测试可能对高度复杂的光谱系统具有重要价值,以更好地了解氧化还原过程的行为。

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