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相关概念视频

The Micturition Reflex01:26

The Micturition Reflex

273
Urination, or micturition involves the coordination of the bladder's detrusor muscle and two sphincters to ensure controlled bladder emptying.
The process begins with bladder filling, where the bladder wall stretches as urine accumulates. This stretching activates the urine storage reflex, mediated by the sacral spinal segments and the pontine storage center. Efferent sympathetic impulses stimulate the detrusor muscle to relax and the internal urethral sphincter to contract, facilitating...
273
Urinary Bladder01:23

Urinary Bladder

225
The urinary bladder is a hollow, muscular sac that temporarily stores urine before it is expelled from the body. It can hold approximately 600 mL of urine prior to micturition. The bladder is retroperitoneal and located behind the pubic symphysis in the pelvic floor.
In males, the bladder is situated in front of the rectum, while in females, it is positioned anterior to the vagina and uterus. The bladder floor contains an inverted triangular area called the trigone, defined by the two ureteric...
225
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving01:29

Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving

26
Mechanistic models play a crucial role in algorithms for numerical problem-solving, particularly in nonlinear mixed effects modeling (NMEM). These models aim to minimize specific objective functions by evaluating various parameter estimates, leading to the development of systematic algorithms. In some cases, linearization techniques approximate the model using linear equations.
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
26
Modeling and Similitude01:12

Modeling and Similitude

124
Scaled modeling is a fundamental technique in engineering, enabling the study of large and complex systems by creating smaller, manageable replicas that recreate critical characteristics of the original. In hydrology and civil infrastructure, for example, scaled models of dams help analyze water flow, turbulence, and pressure. This method allows for accurate predictions of real-world behavior within a controlled environment, significantly reducing the cost and time involved in full-scale...
124

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相关实验视频

Updated: May 10, 2025

Detrusor Underactivity Model in Rats by Conus Medullaris Transection
03:26

Detrusor Underactivity Model in Rats by Conus Medullaris Transection

Published on: August 28, 2020

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机器学习建模和多目标优化的人工破坏者.

Yin Mao1, Li Xiao2

  • 1School of Electromechanical Engineering, Guangdong University of Technology, Guangzhou, 510006, China.

Scientific reports
|April 22, 2025
PubMed
概括

这项研究引入了一种新的机器学习方法,用于优化人工排器,提高尿道效率20%并减少62%的热风险. 该方法使用先进的算法进行准确的建模和多目标优化,改进现有设计.

科学领域:

  • 生物医学工程 生物医学工程
  • 人工智能的人工智能
  • 优化算法 优化算法

背景情况:

  • 单一目标优化方法难以找到人工破坏者的最佳设计参数.
  • 需要改进建模和优化技术,以提高人工破坏器的性能和安全性.

研究的目的:

  • 开发和验证基于机器学习的方法,用于人工破坏者建模和多目标优化.
  • 改进人工排泄器的设计参数,以提高尿道效率并降低热组织损伤风险.

主要方法:

  • 利用极端学习机器 (ELM) 进行人工破坏者建模.
  • 开发了一个多策略修改的鱼优化算法来调整ELM参数以提高准确性.
  • 采用多目标灰狼优化算法来优化基于ELM模型的人工破坏器.
  • 为验证,建造了一个带有形状记忆弹驱动的人工破坏器的实验平台.

主要成果:

  • 与现有的算法相比,修改后的鱼优化算法显示出更高的性能和融合.
  • 人工破坏者模型准确地预测了排空率 (RMSE: 1.51E-02) 和温度增量 (RMSE: 8.47E-01),表现优于对比模型.
  • 优化的人工排毒器显示排空率增加了20%左右,温度增加减少了62%左右,符合工程规格,实验误差低 (7.8%和11.8%).
关键词:
人工破坏者是一种人造的破坏者.鱼优化算法 鱼优化算法极端学习的机器学习.多目标灰狼优化算法多目标灰狼优化算法多目标优化设计多目标优化设计

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A Decentralized Ex Vivo Murine Bladder Model with the Detrusor Muscle Removed for Direct Access to the Suburothelium during Bladder Filling
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Nerve-sparing Mid-urethral Obstruction NeMO in Female Small Rodents
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相关实验视频

Last Updated: May 10, 2025

Detrusor Underactivity Model in Rats by Conus Medullaris Transection
03:26

Detrusor Underactivity Model in Rats by Conus Medullaris Transection

Published on: August 28, 2020

2.0K
A Decentralized Ex Vivo Murine Bladder Model with the Detrusor Muscle Removed for Direct Access to the Suburothelium during Bladder Filling
06:36

A Decentralized Ex Vivo Murine Bladder Model with the Detrusor Muscle Removed for Direct Access to the Suburothelium during Bladder Filling

Published on: November 28, 2019

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Nerve-sparing Mid-urethral Obstruction NeMO in Female Small Rodents
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结论:

  • 拟议的基于机器学习的多目标优化方法有效地模拟和优化人工破坏者.
  • 优化的人工驱动器设计显著提高性能,同时减轻热组织损伤的风险.
  • 这项研究为开发功能和安全性改进的先进人工破坏器系统提供了坚实的框架.