Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关概念视频

Bioreactor Design and Operational System01:29

Bioreactor Design and Operational System

Bioreactors are engineered vessels designed to cultivate microorganisms under controlled conditions for industrial bioprocessing. They maintain sterility and allow precise regulation of pH, temperature, oxygen, and nutrient levels to optimize microbial growth and metabolite production. Bioreactors range from small laboratory units of 1 liter to industrial systems holding up to 500,000 liters, though only about 75% of their volume is actively used for fermentation. The remaining headspace...
Methods of Medium Optimization01:28

Methods of Medium Optimization

Optimizing growth media enhances microbial proliferation and maximizes product yield. Statistical experimental design methodologies provide structured and reproducible approaches, offering progressively higher levels of robustness and efficiency.The One-Factor-at-a-Time (OFAT) MethodThe One-Factor-at-a-Time (OFAT) method involves adjusting a single variable while keeping all others constant. However, it cannot detect interactions between variables, often leading to suboptimal outcomes when...
Batch vs Continuous Culture01:14

Batch vs Continuous Culture

Fermentation is a foundational biotechnological process used to produce pharmaceuticals, biofuels, enzymes, and food additives. Among industrial strategies, batch and continuous fermentation are the two most widely applied. Although both rely on microbial conversion of substrates into desired products, they differ markedly in operation, productivity, and suitability for specific applications.Batch fermentation occurs in a closed system in which nutrient media and inoculum are added at the...
Fed-Batch Culture01:23

Fed-Batch Culture

Fed-batch culture is a widely used bioprocessing strategy combining aspects of batch culture with controlled substrate feeding to optimize cell growth and product formation. In this semi-closed system, nutrients are strategically added during fermentation, while the accumulated products and biomass remain within the bioreactor until the end of the operation. This controlled addition of substrates allows for better management of growth kinetics, nutrient limitation, and metabolite...
Scale-Up Processes01:14

Scale-Up Processes

The scale-up of microbial fermentation processes is essential in industrial biotechnology, allowing the transition from laboratory-scale experiments to commercial-scale production while aiming to maintain product yield and quality. This process requires meticulous adjustment of equipment design, process parameters, and contamination control strategies to accommodate increasing culture volumes.At the laboratory scale, cultures are typically maintained in 1 to 10-liter glass or autoclavable...
Upstream Processing01:27

Upstream Processing

Upstream processing represents a critical phase in biomanufacturing, wherein biological systems such as microorganisms, mammalian cells, or insect cells are cultivated to produce therapeutic proteins, vaccines, enzymes, or other biologically derived products. This phase encompasses all steps from the selection and genetic manipulation of the production organism to the cultivation of cells in bioreactors under tightly controlled environmental conditions.Host Selection and Genetic OptimizationThe...

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

Trust, but Verify-Post-Hoc Analysis of Industrial Machine Learning via Interpretability Metric Embedding and Surrogate Mapping.

Sensors (Basel, Switzerland)·2026
Same author

Three Shaft Industrial Gas Turbine Transient Performance Analysis.

Sensors (Basel, Switzerland)·2023
Same author

The Effect of Physical Faults on a Three-Shaft Gas Turbine Performance at Full- and Part-Load Operation.

Sensors (Basel, Switzerland)·2022
Same author

Predicting the Performance Deterioration of a Three-Shaft Industrial Gas Turbine.

Entropy (Basel, Switzerland)·2022
Same author

Influence of TIG and Laser Welding Processes of Fe-10Cr-4Al-RE Alloy Cracks Overlayed on 316L Steel Plate.

Materials (Basel, Switzerland)·2022
Same author

Achieving Lower District Heating Network Temperatures Using Feed-Forward MPC.

Materials (Basel, Switzerland)·2019

相关实验视频

Updated: Jun 25, 2026

Procedure to Evaluate the Efficiency of Flocculants for the Removal of Dispersed Particles from Plant Extracts
10:37

Procedure to Evaluate the Efficiency of Flocculants for the Removal of Dispersed Particles from Plant Extracts

Published on: April 9, 2016

9.0K

对于工业批量处理的成本敏感决策支持.

Simon Mählkvist1,2, Jesper Ejenstam1, Konstantinos Kyprianidis2

  • 1Kanthal AB, 73427 Hallstahammar, Sweden.

Sensors (Basel, Switzerland)
|December 9, 2023
PubMed
概括

这项研究为批量数据分析开发了成本敏感的决策支持. 随机森林分类器实现了26%的成本降低,改善了多过程批量数据系统分析.

科学领域:

  • 数据科学数据科学数据科学
  • 机器学习 机器学习
  • 工艺工程是过程工程.

背景情况:

  • 批处理过程产生复杂的数据,需要复杂的分析,以提供有效的决策支持.
  • 现有的方法很难在批量数据决策中平衡准确性和覆盖率.
  • 集成传感器和时间序列数据在多过程系统中带来了挑战.

研究的目的:

  • 为多过程批量数据开发一个成本敏感的决策支持系统.
  • 在这种情况下,评估不同机器学习分类器的性能.
  • 使用成本指标优化预测准确度和覆盖范围之间的权衡.

主要方法:

  • 批量数据分析 (BDA) 具有批量数据结构和特征适应.
  • 逻辑回归,随机森林分类器和支持向量机的实现和比较.
  • 应用成本敏感学习和成本矩阵来汇总准确度-覆盖权衡.
  • 开发两个场景来处理覆盖范围之外的批次 (丢弃或处理).

主要成果:

  • 随机森林分类器的性能优于物流回归和支持向量机.
  • 与基线相比,开发的系统显示相对成本降低了26%.
  • 概率估计允许过低概率预测,管理准确度-覆盖权衡.
关键词:
批量数据分析 (BDA) 是指批量数据分析.具有成本敏感性的学习.决策支持提供了决策支持.以特征为导向的以特征为导向的机器学习是机器学习.

更多相关视频

Automated Counterflow Centrifugal System for Small-Scale Cell Processing
04:49

Automated Counterflow Centrifugal System for Small-Scale Cell Processing

Published on: December 12, 2019

9.3K
Process Optimization using High Throughput Automated Micro-Bioreactors in Chinese Hamster Ovary Cell Cultivation
09:28

Process Optimization using High Throughput Automated Micro-Bioreactors in Chinese Hamster Ovary Cell Cultivation

Published on: May 18, 2020

8.5K

相关实验视频

Last Updated: Jun 25, 2026

Procedure to Evaluate the Efficiency of Flocculants for the Removal of Dispersed Particles from Plant Extracts
10:37

Procedure to Evaluate the Efficiency of Flocculants for the Removal of Dispersed Particles from Plant Extracts

Published on: April 9, 2016

9.0K
Automated Counterflow Centrifugal System for Small-Scale Cell Processing
04:49

Automated Counterflow Centrifugal System for Small-Scale Cell Processing

Published on: December 12, 2019

9.3K
Process Optimization using High Throughput Automated Micro-Bioreactors in Chinese Hamster Ovary Cell Cultivation
09:28

Process Optimization using High Throughput Automated Micro-Bioreactors in Chinese Hamster Ovary Cell Cultivation

Published on: May 18, 2020

8.5K

结论:

  • BDA,功能适应和成本敏感学习的协同作用提供了有效的成本意识决策支持.
  • 随机森林分类器是一个适合在多过程批量数据系统中增强决策的模型.
  • 该方法为分析复杂的批量流程和优化运营成本提供了有价值的框架.