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Crystal growth, spectra and laser properties of Tm3+ and Ho3+ co-doped GdScO3 crystal Tm3+ 和 Ho3+ 共掺杂 GdScO3 晶体的生长、光谱和激光特性
IF 3.1 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-10-04 DOI: 10.1016/j.infrared.2024.105579
Lei Huang , Junrui Zhang , Qingli Zhang , Guihua Sun , Renqin Dou , Xiaofei Wang , Deming Zhang , Jinyun Gao , Yu Sun , Wenpeng Liu , Jianqiao Luo
Tm,Ho:GdScO3 single crystal was grown by the Czochralski method. Its quality and effective segregation coefficient of crystal were characterized, and spectral properties of crystal (1 0 0) plane were studied. The absorption cross-section of Tm,Ho:GdScO3 at 793 nm is 1.61 × 10−20 cm2 and emission cross-section at 2020 nm is 1.39 × 10−20 cm2. The laser performance of the crystal by 793 nm LD end-pumped was investigated. The maximum output power of 240 mW was obtained with a slope efficiency of 9.1 % in CW(continuous wave) pump mode. In pulse mode, the maximum average output power of 507 mW was achieved. The maximum slope efficiency of 13.7 % was obtained with 100 Hz and 400 μs. The laser wavelength was 2096 nm. The beam quality factors Mx2/My2 were fitted to be 1.81/1.80. These results indicate that Tm,Ho:GdScO3 crystal is a promising candidate medium for near-infrared laser application.
用 Czochralski 方法生长了 Tm,Ho:GdScO3 单晶。对晶体的质量和有效偏析系数进行了表征,并研究了晶体(1 0 0)面的光谱特性。Tm,Ho:GdScO3 在 793 nm 波长处的吸收截面为 1.61 × 10-20 cm2,在 2020 nm 波长处的发射截面为 1.39 × 10-20 cm2。研究人员考察了 793 nm LD 端泵浦晶体的激光性能。在连续波泵浦模式下,最大输出功率为 240 mW,斜率效率为 9.1%。在脉冲模式下,实现了 507 mW 的最大平均输出功率。在 100 Hz 和 400 μs 条件下,获得了 13.7 % 的最大斜率效率。激光波长为 2096 nm。光束质量因子 Mx2/My2 的拟合值为 1.81/1.80。这些结果表明,Tm,Ho:GdScO3 晶体有望成为近红外激光应用的候选介质。
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引用次数: 0
High power continuous-wave, Q-switched, and quasi-continuous-wave operation of a diode-pumped Tm,Ho:YAG laser oscillator at 2.09 μm 二极管泵浦 Tm、Ho:YAG 激光振荡器在 2.09 μm 波长的高功率连续波、Q 开关和准连续波运行
IF 3.1 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-10-04 DOI: 10.1016/j.infrared.2024.105577
Jian-Hong Wu , Yu-Han Hu , Qi Bian , Yong Bo , Da-Fu Cui , Qin-Jun Peng
A high-power diode-pumped 2.09 μm Tm,Ho:YAG laser oscillator with multi-regime operation is demonstrated. In the continuous-wave (CW) regime, it delivers 44.68 W output power with M2 = 3.47, yielding a record-high brightness of 87.57 MW/cm2·sr. In the Q-switched mode, stable laser performance across pulse repetition frequencies (PRFs) from 1 kHz to 4 kHz is achieved. At a PRF of 1 kHz, single pulse energy reaches 22.85 mJ with a pulse width of 443.4 ns and M2 = 3.50. In the quasi-continuous-wave (QCW) operation, a pulse energy of 31.85 mJ is obtained at 200 Hz with a 370 μs pulse width and M2 = 4.49. These pulse energies are the highest reported to date for Tm-Ho co-doped laser oscillators at high PRF. This also marks the first demonstration of a versatile 2 μm laser that can operate at room temperature while delivering high-energy, high-repetition-rate pulses in both nanosecond and microsecond durations within a single device, making it highly appealing for scientific and industrial applications.
我们展示了一种多模式运行的高功率二极管泵浦 2.09 μm Tm,Ho:YAG 激光振荡器。在连续波(CW)模式下,它的输出功率为 44.68 W,M2 = 3.47,亮度达到创纪录的 87.57 MW/cm2-sr。在 Q 开关模式下,激光器在 1 kHz 至 4 kHz 的脉冲重复频率(PRF)范围内性能稳定。在 1 kHz 的脉冲重复频率下,单脉冲能量达到 22.85 mJ,脉冲宽度为 443.4 ns,M2 = 3.50。在准连续波(QCW)操作中,200 Hz 频率下的脉冲能量为 31.85 mJ,脉冲宽度为 370 μs,M2 = 4.49。这些脉冲能量是迄今为止在高 PRF 条件下 Tm-Ho 共掺激光振荡器获得的最高能量。这也标志着首次展示了一种多功能 2 μm 激光器,它可以在室温下工作,同时在单个设备中提供纳秒和微秒持续时间的高能量、高重复率脉冲,因此在科学和工业应用中极具吸引力。
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引用次数: 0
Detection of anti-personnel mines of the “leg breakers” type by analyzing thermographic images captured from a drone at different heights 通过分析无人机在不同高度拍摄的热成像图像,探测 "断腿 "型杀伤人员地雷
IF 3.1 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-10-04 DOI: 10.1016/j.infrared.2024.105567
Hermes A. Tenorio-Tamayo, Sandra E. Nope-Rodríguez, Humberto Loaiza-Correa, Andrés D. Restrepo-Girón
A method for the detection of plastic anti-personnel mines called “ leg breakers ” is presented from images of the ground acquired remotely by a drone at heights between 1 and 5 m. The proposal achieved an accuracy of 92.13 % and a sensitivity of 82.4 % when evaluating the performance on 260 test images, a number higher than that used in previous works, and with mines buried in real terrain with the presence of vegetation. The above on images acquired on different dates with different environmental conditions and soil moisture. In addition, it was found that the method was adapted to three different thermographic cameras, being necessary only to adjust the gamma parameter associated with the thermal contrast enhancement technique used. It was corroborated that mines are easier to detect to the extent that they are buried more superficially, and when the flight height of the drone is between 1 and 2 m. Finally, it is highlighted that the proposal has the potential to be executed in processing systems onboard the drone, thanks to its algorithmic simplicity.
在对 260 幅测试图像进行性能评估时,该建议的准确率达到 92.13%,灵敏度达到 82.4%,这一数字高于以往工作中使用的数字。以上是在不同日期、不同环境条件和土壤湿度下获取的图像。此外,还发现该方法适用于三种不同的热像仪,只需调整与所使用的热对比度增强技术相关的伽马参数即可。研究证实,如果地雷埋得较浅,无人机的飞行高度在 1 至 2 米之间,则更容易探测到地雷。
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引用次数: 0
An improved infrared image post-processing method for metals and composites 改进的金属和复合材料红外图像后处理方法
IF 3.1 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-10-02 DOI: 10.1016/j.infrared.2024.105576
Dan Wu, Yifan Wang, Zhifei Miao, Chenghao Wu
Post-processing of the infrared thermography image is crucial for nondestructive testing, which will reduce noise and disturbance considerably. In this work, an improved image post-processing method based on the temperature ratio is proposed, namely the Thermal Image Division (TID) method. To validate this method, we carried out experiments on different materials such as composite CFRP (carbon fiber reinforced polymer) plates, 304 stainless steel plates and aluminum alloy samples. The results show the proposed method is pretty useful, significantly improves the signal-to-noise ratio of the image by comparing with other post-processing methods. It’s not only beneficial for identifying the edge of the defect, but also facilitates the detection of smaller defects with deeper depth. The signal-to-noise ratio is improved by nearly 117.5 % from practice. The TID method was applied to the defect size detection of pulse thermography and ultrasonic thermography. The results indicate TID method has good robustness, significantly reduces the error of defect size quantification.
红外热成像图像的后处理对于无损检测至关重要,它将大大减少噪声和干扰。在这项工作中,我们提出了一种基于温度比的改进图像后处理方法,即热图像分割(TID)方法。为了验证这种方法,我们在不同材料上进行了实验,如复合 CFRP(碳纤维增强聚合物)板、304 不锈钢板和铝合金样品。结果表明,与其他后处理方法相比,所提出的方法非常有用,能显著提高图像的信噪比。它不仅有利于识别缺陷边缘,还有利于检测深度较深的较小缺陷。与实践相比,信噪比提高了近 117.5%。TID 方法被应用于脉冲热成像和超声热成像的缺陷尺寸检测。结果表明 TID 方法具有良好的鲁棒性,能显著降低缺陷尺寸量化的误差。
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引用次数: 0
Identification of apple watercore based on ConvNeXt and Vis/NIR spectra 基于 ConvNeXt 和可见光/近红外光谱鉴定苹果水核
IF 3.1 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-10-02 DOI: 10.1016/j.infrared.2024.105575
Chunlin Zhao , Zhipeng Yin , Wenbin Zhang , Panpan Guo , Yaxing Ma
This paper proposes a method for discriminating between normal apples and watercore apples using visible/near-infrared spectroscopy technology, which combines Gramian Angular Fields (GAF) encoding technology and the ConvNeXt deep learning network. The existing feature extraction methods for visible/near-infrared spectroscopy data do not perform deeper information mining on the extracted features, which results in the quality of the established model being entirely determined by the extracted features. Additionally, the process of building a visible/near-infrared spectroscopy data classification model is complex and time-consuming, and the accuracy of the established model is not high. To address these issues, the experimental visible/near-infrared spectroscopy data of apples was first transformed into two-dimensional images using Gramian Angular Summation Fields (GASF) and Gramian Angular Difference Fields (GADF) with sizes of 64, 128, 256, and 512. These images were then input into the ConvNeXt network, and the performance of different encoding methods and sizes was compared. The results showed that, under the conditions provided in this paper, the GADF encoding method with a size of 256 achieved the highest classification accuracy of 98.48%. Next, ResNet, EfficientNet, and RegNet deep learning networks were selected to classify the encoded images under the same conditions. The results above indicate that the apple variety discrimination method based on GAF encoding technology and ConvNeXt network combined with visible/near-infrared spectroscopy technology can achieve deep information mining of visible/near-infrared spectroscopy data and provide a relatively simple method for establishing qualitative classification models of visible/near-infrared spectroscopy. This method has a relatively excellent discrimination effect between normal apples and watercore apples.
本文提出了一种利用可见光/近红外光谱技术区分正常苹果和水核苹果的方法,该方法结合了格拉米安角场(GAF)编码技术和 ConvNeXt 深度学习网络。现有的可见光/近红外光谱数据特征提取方法无法对提取的特征进行更深层次的信息挖掘,这导致所建立模型的质量完全由提取的特征决定。此外,可见光/近红外光谱数据分类模型的建立过程复杂耗时,建立的模型准确率不高。为解决这些问题,首先使用大小为 64、128、256 和 512 的革兰氏角求和场(GASF)和革兰氏角差场(GADF)将苹果的可见光/近红外光谱实验数据转换为二维图像。然后将这些图像输入 ConvNeXt 网络,比较不同编码方法和大小的性能。结果表明,在本文提供的条件下,大小为 256 的 GADF 编码方法的分类准确率最高,达到 98.48%。接下来,在相同条件下,选择 ResNet、EfficientNet 和 RegNet 深度学习网络对编码后的图像进行分类。上述结果表明,基于 GAF 编码技术和 ConvNeXt 网络的苹果品种判别方法结合可见光/近红外光谱技术,可以实现对可见光/近红外光谱数据的深度信息挖掘,为建立可见光/近红外光谱定性分类模型提供了一种相对简单的方法。该方法对正常苹果和水核苹果具有较好的鉴别效果。
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引用次数: 0
1 kHz, 5.3 kW peak power pulse generation from a LiNbO3 acousto-optically Q-switched Er:YAP laser 由 LiNbO3 声光 Q 开关 Er:YAP 激光器产生 1 kHz、5.3 kW 峰值功率脉冲
IF 3.1 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-30 DOI: 10.1016/j.infrared.2024.105573
Runming Zhang, Baoquan Yao, Disheng Wei, Junhui Li, Jinwen Tang, Wenhao Cheng, Minglang Wu, Tongyu Dai, Xiaoming Duan, Youlun Ju
In this paper, we present, for the first time, a bulk LiNbO3 (LN) acousto-optic (AO) Q-switched Er:YAP laser operating at a pulse repetition frequency (PRF) of 1 kHz. At this frequency, the laser achieves a maximum single pulse energy of 0.34 mJ, with a corresponding pulse duration of 64.5 ns and a peak power of 5.3 kW. Additionally, we characterize the laser beam quality factors, Mx2 = 2.7 and My2 = 2.5, and its central wavelength at 2730.7 nm, all at 1 kHz. These results highlight the significant potential of LN AO Q-switched Er:YAP lasers for enhancing mid-infrared laser applications.
在本文中,我们首次展示了在 1 kHz 脉冲重复频率(PRF)下运行的块状氧化铌锂(LN)声光(AO)Q 开关 Er:YAP 激光器。在此频率下,激光器的最大单脉冲能量为 0.34 mJ,相应的脉冲持续时间为 64.5 ns,峰值功率为 5.3 kW。此外,我们还在 1 kHz 频率下测定了激光光束质量因子 Mx2 = 2.7 和 My2 = 2.5,以及中心波长 2730.7 nm。这些结果凸显了 LN AO Q 开关 Er:YAP 激光器在提高中红外激光应用方面的巨大潜力。
{"title":"1 kHz, 5.3 kW peak power pulse generation from a LiNbO3 acousto-optically Q-switched Er:YAP laser","authors":"Runming Zhang,&nbsp;Baoquan Yao,&nbsp;Disheng Wei,&nbsp;Junhui Li,&nbsp;Jinwen Tang,&nbsp;Wenhao Cheng,&nbsp;Minglang Wu,&nbsp;Tongyu Dai,&nbsp;Xiaoming Duan,&nbsp;Youlun Ju","doi":"10.1016/j.infrared.2024.105573","DOIUrl":"10.1016/j.infrared.2024.105573","url":null,"abstract":"<div><div>In this paper, we present, for the first time, a bulk LiNbO<sub>3</sub> (LN) acousto-optic (AO) Q-switched Er:YAP laser operating at a pulse repetition frequency (PRF) of 1 kHz. At this frequency, the laser achieves a maximum single pulse energy of 0.34 mJ, with a corresponding pulse duration of 64.5 ns and a peak power of 5.3 kW. Additionally, we characterize the laser beam quality factors, <span><math><mrow><msubsup><mi>M</mi><mrow><mi>x</mi></mrow><mn>2</mn></msubsup></mrow></math></span> = 2.7 and <span><math><mrow><msubsup><mi>M</mi><mrow><mi>y</mi></mrow><mn>2</mn></msubsup></mrow></math></span> = 2.5, and its central wavelength at 2730.7 nm, all at 1 kHz. These results highlight the significant potential of LN AO Q-switched Er:YAP lasers for enhancing mid-infrared laser applications.</div></div>","PeriodicalId":13549,"journal":{"name":"Infrared Physics & Technology","volume":"142 ","pages":"Article 105573"},"PeriodicalIF":3.1,"publicationDate":"2024-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142425970","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Design and fabrication of integrated negative feedback resistor for InGaAs/InP avalanche photodiode InGaAs/InP 雪崩光电二极管集成负反馈电阻器的设计与制造
IF 3.1 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-30 DOI: 10.1016/j.infrared.2024.105566
Yiwei He , Chunlei Yu , Yizhen Yu , Jingxian Bao , Bo Yang , Xue Li
The serial resistor of alloy material can be integrated on negative feedback avalanche diodes to reduce afterpulsing effect. In this work, the influence of parasitic capacitance on the avalanche quenching resistor was theoretically analyzed. By using simulation model of device & circuit mixed-mode, the quenching capability of integrated resistors was evaluated with the parasitic parameters. For the material growth of feedback quenching resistor, thin film based on CrSi alloy was prepared by ion beam sputtering process, realizing the sheet resistance of 3 kΩ/square. The resistor material were sufficiently investigated by characterizing the morphology and element component. CrSi pattern of spiral shape was fabricated on sapphire substrate, realizing a resistor of the order of 500 kΩ in area of diameter 40 μm, which was equivalent to the active area of avalanche diodes. The electrical measurement indicated the excellent temperature stability of this integrated resistor, showing the promising application prospect for preparing high-performance negative feedback avalanche diodes.
在负反馈雪崩二极管上可集成合金材料的串联电阻,以减少余脉冲效应。本文从理论上分析了寄生电容对雪崩淬火电阻的影响。通过使用器件& 电路混合模式的仿真模型,评估了寄生参数对集成电阻器淬火能力的影响。在反馈淬火电阻的材料生长方面,采用离子束溅射工艺制备了基于铬硅合金的薄膜,实现了 3 kΩ/square 的片电阻。通过表征形貌和元素成分,对电阻材料进行了充分研究。在蓝宝石衬底上制作了螺旋形状的铬硅图案,在直径为 40 μm 的面积上实现了 500 kΩ 的电阻,相当于雪崩二极管的有效面积。电学测量表明,这种集成电阻器具有出色的温度稳定性,为制备高性能负反馈雪崩二极管提供了广阔的应用前景。
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引用次数: 0
High-efficiency Yb:YAG thin-disk chirped pulse amplifier delivering 884-femtosecond laser with tunable repetition rates and high stability 高效 Yb:YAG 薄盘啁啾脉冲放大器可提供具有可调重复率和高稳定性的 884 飞秒激光器
IF 3.1 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-30 DOI: 10.1016/j.infrared.2024.105574
Sizhi Xu , Yubo Gao , Xing Liu , Zuoyuan Ou , Fayyaz Javed , Xiaoyang Guo , Di Lin , Xingyu He , Haotian Lu , Junzhan Chen , Chunyu Guo , Cangtao Zhou , Qitao Lue , Shuangchen Ruan
We experimentally demonstrated a compact, highly efficient, stable, chirped pulse amplification (CPA) thin-disk regenerative system with a tunable repetition rate. The laser head consists of a 9 at. % Yb:YAG thin-disk with a diameter of 8.8 mm and a thickness of 150 μm, is designed for a 48-pump pass configuration. In CPA-based regenerative amplifier configuration, a maximal output power of 85 W at 500 kHz is achieved with a conversion efficiency of 53.1 %. This corresponds to a pulse energy of 170 μJ. To the best of our knowledge, this is the highest conversion efficiency in CPA thin-disk regenerative amplifiers. The pulse width is compressed to 884 fs with a pair of grating, resulting in a peak power of 192 MW. At 85 W, a near diffraction limit beam quality factor M2 of 1.40 is measured, which is essential in precision applications. In addition, remarkable long-term power stability is confirmed with a root-mean-square (RMS) fluctuation of 0.12 % over a 24-hour duration. The reported femtosecond amplifier is believed to be a promising tool for various applications such as extreme manufacturing, terahertz spectroscopy, etc.
我们在实验中展示了一种结构紧凑、高效、稳定、具有可调重复率的啁啾脉冲放大(CPA)薄盘再生系统。激光头由一个直径为 8 英寸的 9 英寸 Yb:YAG 薄盘组成。Yb:YAG 薄盘直径为 8.8 毫米,厚度为 150 微米,设计用于 48 个泵浦通路配置。在基于 CPA 的再生放大器配置中,500 kHz 时的最大输出功率为 85 W,转换效率为 53.1%。这相当于 170 μJ 的脉冲能量。据我们所知,这是 CPA 薄盘再生放大器中最高的转换效率。使用一对光栅将脉冲宽度压缩到 884 fs,从而产生 192 MW 的峰值功率。在 85 W 的功率下,测得接近衍射极限的光束质量因数 M2 为 1.40,这在精密应用中至关重要。此外,显著的长期功率稳定性也得到了证实,24 小时内的均方根(RMS)波动为 0.12%。据信,报告中的飞秒放大器将成为极端制造、太赫兹光谱学等各种应用中大有可为的工具。
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引用次数: 0
Normal spectral emissivity measurement of thermal management materials for electronic components in the 2–14 μm range 在 2-14 μm 范围内测量电子元件热管理材料的正常光谱发射率
IF 3.1 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-29 DOI: 10.1016/j.infrared.2024.105568
Yang Wang , Yongao Zhao , Xu Zhang , Yufeng Zhang , Jingmin Dai
Reducing the operating temperature of electronic components is an effective method for enhancing their performance. Selecting suitable thermal management materials is crucial for optimizing cooling efficiency. Normal spectral emissivity, a dimensionless physical quantity, is key in assessing a material’s capability for radiative cooling. This paper outlines the construction of a reflective infrared emissivity measurement apparatus using the IS-50 Fourier Transform Infrared Spectrometer. A gold-coated diffuse integrating sphere was strategically placed in the spectrometer’s sample chamber. By ingeniously leveraging the spectrometer’s original optical path, a dual-sided gold-coated mirror was employed to capture both incident and reflected light, enabling accurate measurements of the normal spectral emissivity of materials used for cooling electronic components. The measurement results for typical materials were consistent with those reported in the literature, satisfyingly so. The uncertainty of the measurement setup was thoroughly evaluated, achieving a combined uncertainty of better than 1 %. This experimental study measured the normal spectral emissivity of various thermal management materials and analyzed the influence of temperature on normal spectral emissivity. These results provide crucial data support for thermal design, simulation analysis, and temperature monitoring in the development of thermal structures for electronic components.
降低电子元件的工作温度是提高其性能的有效方法。选择合适的热管理材料对于优化冷却效率至关重要。正常光谱发射率是一个无量纲物理量,是评估材料辐射冷却能力的关键。本文概述了使用 IS-50 傅立叶变换红外光谱仪构建反射式红外发射率测量仪器的过程。在光谱仪的样品室中战略性地放置了一个金涂层漫射积分球。通过巧妙地利用光谱仪的原始光路,采用双面镀金镜来捕捉入射光和反射光,从而实现了对用于冷却电子元件的材料的正常光谱发射率的精确测量。典型材料的测量结果与文献报道的结果一致,令人满意。对测量装置的不确定性进行了全面评估,综合不确定性优于 1%。这项实验研究测量了各种热管理材料的正常光谱发射率,并分析了温度对正常光谱发射率的影响。这些结果为电子元件热结构开发过程中的热设计、模拟分析和温度监控提供了重要的数据支持。
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引用次数: 0
Precision variety identification of shelled and in-shell pecans using hyperspectral imaging with machine learning 利用高光谱成像和机器学习精确识别带壳山核桃和壳内山核桃的品种
IF 3.1 3区 物理与天体物理 Q2 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-29 DOI: 10.1016/j.infrared.2024.105570
Ebenezer Olaniyi , Christopher Kucha , Priyanka Dahiya , Allison Niu
Pecans are essential nuts containing polyunsaturated fatty acids and dietary fiber which offer health benefits to humans. They are exported and sold in both in-shell and shelled forms. However, varietal identification poses a challenge to both producers and processors, which results in variety substitution for economic advantages. The aim of this study was to investigate the efficacy of visible near-infrared (VNIR) and near-infrared (NIR) hyperspectral imaging systems (HSI) to accurately identify pecan cultivars (Cape fear, Desirable, Stuart blend, and Sumner). The in-shell and shelled spectra were acquired using VNIR and NIR-HSI at wavelengths 400–1000 nm and 900–1700 nm, respectively. The spectra dimensionality was reduced using principal component analysis (PCA). Thereafter, the selected principal components (PCs) were used to build six machine learning classifiers (Decision Tree, Random Forest, Gradient Boosting, Partial Least Square Discriminant Analysis, Support Vector Machine, and Linear Discriminant Analysis (LDA)) for four-class classification. LDA with and without PCA achieved the highest accuracy for both pecan forms. For shelled pecans, the LDA without PCA achieved 90.59 % and increased to 91.67 % accuracy with PCA on the VNIR spectra, while the LDA without PCA achieved 93.36 % and increased to 93.52 % accuracy with PCA on the NIR spectra. For the in-shell pecans, LDA without PCA achieved 98.59 % and increased to 99.12 % accuracy with PCA on the VNIR spectra, while LDA with and without PCA achieved 98.26 % accuracy for the NIR spectra. Moreover, Successive Projection Algorithm was also implemented for wavelength selection and modeling with satisfactory results. Overall, higher accuracy was achieved in the in-shell pecan. This study revealed the usefulness of HSI systems in identifying pecan varieties.
山核桃是人体必需的坚果,含有多不饱和脂肪酸和膳食纤维,对人体健康有益。山核桃以带壳和去壳两种形式出口和销售。然而,品种鉴定对生产商和加工商都是一个挑战,这导致为了经济利益而进行品种替代。本研究旨在调查可见近红外和近红外高光谱成像系统(HSI)在准确识别山核桃栽培品种(Cape fear、Desirable、Stuart blend 和 Sumner)方面的功效。使用波长分别为 400-1000 纳米和 900-1700 纳米的可见近红外和近红外高光谱成像系统采集了带壳和去壳光谱。使用主成分分析法(PCA)降低了光谱维度。然后,利用选定的主成分(PCs)建立六个机器学习分类器(决策树、随机森林、梯度提升、偏最小平方判别分析、支持向量机和线性判别分析(LDA)),进行四级分类。采用和不采用 PCA 的线性判别分析法对两种山核桃的分类准确率最高。对于带壳山核桃,不带 PCA 的 LDA 准确率为 90.59%,在 VNIR 光谱上使用 PCA 后准确率提高到 91.67%,而不带 PCA 的 LDA 准确率为 93.36%,在 NIR 光谱上使用 PCA 后准确率提高到 93.52%。对于带壳山核桃,不使用 PCA 的 LDA 在 VNIR 光谱上的准确率为 98.59%,使用 PCA 后准确率提高到 99.12%,而使用和不使用 PCA 的 LDA 在 NIR 光谱上的准确率均为 98.26%。此外,在波长选择和建模方面也采用了连续投影算法,结果令人满意。总体而言,壳内山核桃的准确度更高。这项研究揭示了恒星仪系统在鉴别山核桃品种方面的实用性。
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引用次数: 0
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Infrared Physics & Technology
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