基于人工智能的设计优化用于光学检测的低噪声传 impedance 放大器
Patricia M E Vázquez1, Ligia Ciocci Brazzano1,2, Francisco E Veiras1
1Universidad de Buenos Aires, Facultad de Ingeniería, Departamento de Física, GLOmAe, Ciudad Autónoma de Buenos Aires, Argentina.
The Review of scientific instruments
|December 8, 2025
概括
人工智能 (AI) 使用遗传算法 (GA) 为光学检测优化过阻抗放大器. 这种人工智能驱动的设计在光电探测器开发的效率和准确性方面明显优于传统的蒙特卡洛方法.
科学领域:
- 电气工程 电气工程
- 光学仪器仪器仪器仪器仪器仪器仪器仪器仪器仪器仪器仪器
- 人工智能的人工智能
背景情况:
- 超阻抗放大器对于电光系统至关重要,特别是在光学超声波检测中.
- 优化这些放大器是提高系统性能和降低噪音的关键.
研究的目的:
- 通过使用遗传算法 (GA) 为光学检测提供基于人工智能的跨阻抗放大器设计优化.
- 探索GA参数对优化性能的影响.
- 将基于人工智能的优化与蒙特卡洛 (MC) 方法和实验验证进行比较.
主要方法:
- 利用基因算法 (GA) 来优化摄影探测器的设计.
- 研究了GA参数的影响,例如种群大小,代数和突变率.
- 将GA优化结果与蒙特卡洛 (MC) 优化和系统搜索基准进行了比较.
- 实验验证了基于AI的优化光电探测器.
主要成果:
- 基于人工智能的优化与特定的GA参数 (种群规模1000,10代,10%突变) 仅需要104次评估,达到最大优点的0.12%的结果.
- 对于可比的统计结果,MC优化需要显著更多的评估 (3.4 × 10^5).
- 证明了GA (1.2倍数) 和MC (0.88倍数) 的初始群体大小的功率规律性能扩展.
- 实验验证证证实了基于AI的优化准确性.
结论:
- 使用GA的基于AI的设计优化是开发低噪音的超阻抗放大器的高效和有前途的方法.
- 与MC优化等传统方法相比,这种方法提供了更高的性能和更低的计算成本.
- 经过验证的AI方法适用于各种光探测器设计,包括用于超声波检测,通用用途和量子处理研究.
相关概念视频
Design Example: Vintage Mixing Console
534
A sound engineer at a music company recently encountered a problem. The output from their newly acquired studio's vintage mixing console was too low for the requirements of modern recording equipment. To rectify this situation, the engineer decided to design an audio pre-amplifier using an operational amplifier (op-amp) to boost the signal level.
The specifications for the pre-amplifier were clear. It needed to amplify the audio signal by a factor of 10, have an input impedance above 10...
The specifications for the pre-amplifier were clear. It needed to amplify the audio signal by a factor of 10, have an input impedance above 10...
534
Cascaded Op Amps
1.1K
Operational amplifiers (op-amps) are versatile electronic components that can be interconnected in a cascade - one after another in a linear sequence. This cascading is possible due to their infinite input resistance and zero output resistance, allowing them to maintain their input-output relationships even when connected in series.
In a cascaded system, each op-amp is referred to as a stage. The output of one stage drives the input of the subsequent stage. As the input signal passes through...
In a cascaded system, each op-amp is referred to as a stage. The output of one stage drives the input of the subsequent stage. As the input signal passes through...
1.1K
MOSFET Amplifiers
463
The MOSFET, when operating in its active region, functions as a voltage-controlled current source. In this region, the gate-to-source voltage controls the drain current. This principle underlies the operation of the transconductance MOSFET amplifier. The output current is directed through a load resistor to convert this amplifier into a voltage amplifier. The output voltage is then obtained by subtracting the voltage drop across the load resistance from the supply voltage. This process results...
463
Small-Signal Analysis of MOSFET Amplifiers
1.1K
In small-signal analysis, a MOSFET transistor amplifier acts as a linear amplifier when operating in its saturation region. The gate-to-source voltage (VGS) of the MOSFET is the sum of the DC biasing voltage and the small time-varying input signal. This combination sets up the operating point and modulates the drain current (ID) that flows from the drain to the source. When a small AC signal is superimposed on the DC bias voltage at the gate, the instantaneous drain current comprises three...
1.1K
Operational Amplifiers
1.9K
The operational amplifier, often referred to as an op-amp, is a multifaceted building block of a circuit. This electronic component functions like a voltage-controlled voltage source and can also be used to create a voltage- or current-controlled current source. The design of an operational amplifier enables it to execute mathematical operations when external components like resistors and capacitors are linked to its terminals. An op-amp has the capacity to sum signals, amplify a signal,...
1.9K
Small-Signal Analysis of BJT Amplifiers
1.7K
Small signal analysis is a fundamental approach used in electronics to understand how a Bipolar Junction Transistor (BJT) amplifier processes signals. In the active region, the BJT is designed for linear amplification. The transistor's behavior under these conditions is governed by its instantaneous base-emitter voltage VBE, a sum of the DC bias VBE, and a small AC signal VBE, resulting in the collector current iC. Here, the collector current has a DC component and an AC component.
1.7K


