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Updated: Jul 24, 2025

Generation of Dynamical Environmental Conditions using a High-Throughput Microfluidic Device
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在SqueezeSEMAuto上为AutoML案例研究提供微架构设计探索模板

Chantana Chantrapornchai1, Supasit Kajkamhaeng2, Phattharaphon Romphet2

  • 1Department of Computer Engineering, Faculty of Engineering, Kasetsart University, Bangkok, Thailand. fengcnc@ku.ac.th.

Scientific reports
|June 30, 2023
PubMed
概括

本研究引入了一种AutoML框架,用于自动化卷积神经网络 (CNN) 架构搜索,显著提高图像识别任务的准确性,例如在不需要手动调整的情况下识别面部表情.

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Design Example: Automobile Ignition System01:14

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The automobile's ignition system plays a vital role by ensuring the timely ignition of the fuel-air mixture in each cylinder. This ignition is facilitated by a spark plug, which is composed of two electrodes separated by an air gap. A spark forms across this air gap when a substantial voltage is generated between the electrodes, leading to the ignition of the fuel.
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The process of deriving the transfer function of a control system often involves reducing its block diagram to a single block. This simplification can be achieved through a series of strategic operations, including relocating branch points and comparators. These operations preserve the overall function of the system while allowing for easier manipulation and combination of blocks.
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Design Example: Forces in Sluice Gate

In hydraulic engineering, sluice gates are essential for managing water flow through channels, reservoirs, and irrigation systems. Sluice gates, acting as vertical barriers, regulate water by adjusting the gate's opening height, which changes the velocity and pressure of water flowing beneath the gate. Understanding the forces involved is crucial to designing sluice gates that can withstand dynamic pressure differences, especially when the gate is closed or partially open.
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Design Example: Creating a Hydraulic Model of a Dam Spillway

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.
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