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

Application of the Energy Equation01:04

Application of the Energy Equation

965
The application of the energy equation to centrifugal pumps is a fundamental principle in fluid dynamics and engineering. In this scenario, the energy equation is used to calculate the flow rate of a centrifugal pump responsible for transferring water between two reservoirs at different elevations. The pump applies an energy input of 7500 joules per second, and the vertical difference between the lower and upper reservoirs is 10 meters. Additionally, the head loss due to friction and other...
965
Typical Model Studies01:30

Typical Model Studies

349
Fluid mechanics model studies often utilize scaled-down systems to predict fluid behavior in full-scale environments, such as river flows, dam spillways, and structures interacting with open surfaces. Maintaining Froude number similarity in river models is crucial, as it replicates surface flow features like wave patterns and velocities.
349
Wind Turbine Machine Models01:24

Wind Turbine Machine Models

116
In the growing field of wind energy, incorporating wind turbine models into transient stability analysis is essential. Induction and synchronous machines are the primary models used, with induction machines being prevalent due to their simplicity and reliability.
Induction machines interact through the rotating magnetic field generated by the stator and the rotor. The key parameter is slip, which is the difference between synchronous speed and rotor speed relative to synchronous speed. Slip is...
116
Design Example: Creating a Hydraulic Model of a Dam Spillway01:21

Design Example: Creating a Hydraulic Model of a Dam Spillway

146
Scaled hydraulic models of dam spillways provide a practical way to replicate and study the intricate flow dynamics of these structures. Often built to a 1:15 ratio, these models allow for observing critical water behavior, such as velocity distribution, flow patterns, and energy dissipation.
146
Node Analysis for AC Circuits01:14

Node Analysis for AC Circuits

300
Consider an angioplasty system featuring a catheter equipped with a turbine, a critical tool for removing plaque deposits from coronary arteries. This intricate medical device operates using a circuit model reminiscent of a dual-node RLC circuit powered by a current-controlled voltage source.
To unravel the complexities of this system, nodal analysis is employed, a powerful technique founded on Kirchhoff's current law (KCL), which remains valid for phasors. AC circuits can effectively be...
300
Simplified Synchronous Machine Model01:30

Simplified Synchronous Machine Model

204
The Synchronous Machine Model is a fundamental tool in analyzing and ensuring the transient stability of power systems. This model simplifies the representation of a synchronous machine under balanced three-phase positive-sequence conditions, assuming constant excitation and ignoring losses and saturation. The model is pivotal for understanding the behavior of synchronous generators connected to a power grid, particularly during transient events.
In this model, each generator is connected to a...
204

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

Perioperative euglycemic DKA: The YIN and YANG of sodium-glucose cotransporter 2 inhibitors.

Journal of anaesthesiology, clinical pharmacology·2025
Same author

Intraperitoneal fire during abdominal surgeries: 'Fire in the belly' not always a good thing!

Indian journal of anaesthesia·2024
Same author

Critical care bed capacity in Asian countries and regions before and during the COVID-19 pandemic: an observational study.

The Lancet regional health. Western Pacific·2023
Same author

Decision Tree-Based Modeling of the Aeration Effectiveness of Circular Plunging Jets.

ACS omega·2023
Same author

Patient Safety in Intensive Care Unit: What can We Do Better?

Indian journal of critical care medicine : peer-reviewed, official publication of Indian Society of Critical Care Medicine·2023
Same author

Can we Reconcile Evidence-based Medicine with Personalized Medicine: Poised on a Cusp!

Indian journal of critical care medicine : peer-reviewed, official publication of Indian Society of Critical Care Medicine·2023

相关实验视频

Updated: Jun 14, 2025

A Modeling and Simulation Method for Preliminary Design of an Electro-Variable Displacement Pump
09:04

A Modeling and Simulation Method for Preliminary Design of an Electro-Variable Displacement Pump

Published on: June 1, 2022

3.0K

用机器学习和人工智能模型优化离心的创新数据技术.

Gaurav Sandeep Dave1, Amar Pradeep Pandhare1, Atul Prabhakar Kulkarni2

  • 1Department of Mechanical Engineering, Sinhgad College of Engineering, Savitribai Phule Pune University, Pune, India.

PloS one
|June 10, 2025
PubMed
概括

在离心机 (CPM) 中使用传感器融合进行高质量的数据采集,从而增强机器学习 (ML) 和人工智能 (AI) 模型. 这种数据处理将运营效率提高27.25%,并减少培训时间.

科学领域:

  • 数据科学数据科学数据科学
  • 机械工程 机械工程
  • 机器学习 机器学习

背景情况:

  • 现代离心机 (CPM) 需要强大的数据采集系统来监控性能.
  • 数据质量对于机器学习 (ML) 和深度学习 (DL) 模型在分析CPM数据中的有效性至关重要.
  • 传感器融合技术,以Dewesoft FFT DAQ系统为例,是从CPM中提取高保真数据的关键.

研究的目的:

  • 突出数据清理,预处理和转换对于ML/AI模型利用的重要性.
  • 详细介绍探索性数据分析 (EDA),数据可视化和特征工程 (FE) 等方法来增强数据.
  • 证明验证数据在训练ML/DL模型中的应用,以优化CPM操作.

主要方法:

  • 使用Dewesoft FFT DAQ系统与传感器融合来从CPM中获取数据.
  • 实施数据清理,预处理,探索性数据分析 (EDA),数据可视化和功能工程 (FE).
  • 应用假设测试来验证数据完整性,随后培训ML分类器和DL算法.

主要成果:

  • 在运营效率方面实现了27.25%的提升,通过F1得分来衡量.
  • 缩短了180秒的模型训练时间,使预测性维护速度更快.

更多相关视频

A Cost-effective and Reliable Method to Predict Mechanical Stress in Single-use and Standard Pumps
07:34

A Cost-effective and Reliable Method to Predict Mechanical Stress in Single-use and Standard Pumps

Published on: August 5, 2015

9.4K
Modeling and Experimental Analysis of the Single-Shaft Coaxial Motor-Pump Assembly in Electrohydrostatic Actuators
08:59

Modeling and Experimental Analysis of the Single-Shaft Coaxial Motor-Pump Assembly in Electrohydrostatic Actuators

Published on: June 13, 2022

2.5K

相关实验视频

Last Updated: Jun 14, 2025

A Modeling and Simulation Method for Preliminary Design of an Electro-Variable Displacement Pump
09:04

A Modeling and Simulation Method for Preliminary Design of an Electro-Variable Displacement Pump

Published on: June 1, 2022

3.0K
A Cost-effective and Reliable Method to Predict Mechanical Stress in Single-use and Standard Pumps
07:34

A Cost-effective and Reliable Method to Predict Mechanical Stress in Single-use and Standard Pumps

Published on: August 5, 2015

9.4K
Modeling and Experimental Analysis of the Single-Shaft Coaxial Motor-Pump Assembly in Electrohydrostatic Actuators
08:59

Modeling and Experimental Analysis of the Single-Shaft Coaxial Motor-Pump Assembly in Electrohydrostatic Actuators

Published on: June 13, 2022

2.5K
  • 使用精确度,回忆和F1得分指标证明了改进模型性能.
  • 结论:

    • 集成先进的数据科学技术显著提高了CPM运营效率和预测性维护能力.
    • 在工业应用中,全面的数据预处理和验证对于可靠的ML/AI模型性能至关重要.
    • 这种方法为明智的决策和离心操作优化提供了可操作的见解.