提出了一种运用量子粒子群(quantum-behaved particle swarm optimization,QPSO)算法优化多输出最小二乘支持向量机(multi-output least squares support vector machine,MLSSVM)的新混合优化算法。该算法结合激光拉曼光谱技术可实现对...提出了一种运用量子粒子群(quantum-behaved particle swarm optimization,QPSO)算法优化多输出最小二乘支持向量机(multi-output least squares support vector machine,MLSSVM)的新混合优化算法。该算法结合激光拉曼光谱技术可实现对四组分食用调和油中花生油、芝麻油、葵花油和大豆油的快速定量鉴别。采用基线校正去除背景荧光,结合Savitzky-Golay Filters光谱平滑法对原始拉曼光谱进行预处理。构建基于QPSO-MLSSVM混合优化算法的定量分析模型,并采用20个组分组成的预测集对其进行模型校验。实验结果表明,基于QPSO-MLSSVM混合优化算法的定量分析模型对于四组分调和油的预测效果良好,均方差(mean square error,MSE)为0.0241,低于0.05,各油分预测相关系数均高于98%。研究结果充分表明,应用激光拉曼光谱技术结合QPSO-MLSSVM算法,对四组分调和油中各油分进行快速定量检测可行,具备较强的自适应能力和良好的预测精度,可以满足多组分调和油的成分鉴别。展开更多
A refractive index insensitive temperature sensor based on waist-enlarged few mode fiber(FMF) bitapers is presented. The first section of FMF is spliced between two single-mode fibers. In fusion process,the waist-enla...A refractive index insensitive temperature sensor based on waist-enlarged few mode fiber(FMF) bitapers is presented. The first section of FMF is spliced between two single-mode fibers. In fusion process,the waist-enlarged FMF bitapers can be obtained by large current discharging repeatedly. The refractive index and temperature sensing mechanisms are analyzed. For the sensors with different sizes,the refractive index and temperature experiments have been performed. The results show that in the refractive index ranges of 1.335 0—1.346 6 and 1.348 2—1.419 3,the refractive index insensitivity is verified. In a temperature range of 31.9—90 °C,the sensor sensitivity can be up to 85.57 pm/°C. In addition,it has a compact structure. Therefore,the sensor can avoid the cross sensitivity for measuring the refractive index and temperature simultaneously.展开更多
Based on the principle of Fabry-Perot (F-P) interference, a new type of optical fiber curvature sensor is presented,which is fabricated by single-mode fiber(SMF), ceramic tube and double-cladding fiber (DCF). And the ...Based on the principle of Fabry-Perot (F-P) interference, a new type of optical fiber curvature sensor is presented,which is fabricated by single-mode fiber(SMF), ceramic tube and double-cladding fiber (DCF). And the curvature sensing properties are analyzed, and the double-peak method is used to demodulate the cavity length. The experimental results show that the F-P interference spectrum shifts toward long wavelengths with increasing the curvature. And the sensors are placed in different positions on the cantilever to get their different curvature sensitivities. Smaller initial cavity length gives greater sensor sensitivity. The best curvature sensitivity is achieved as 2 554.53 pm/m^(-1) in 0.71—1.18 m^(-1). By demodulating the length of the F-P cavity, the cavity length of sensor 4 is changed by 0.08 mm. Therefore, the sensor has some potential for measure the small displacement.展开更多
基金supported by the National Natural Science Foundation of China(Nos.61475133 and 61575170)the Key Basic Research Program of Hebei Province(Nos.16961701D and QN2016078)+1 种基金the Natural Science Foundation of Hebei Province(Nos.F2015203270 and F2016203392)the“Xin Rui Gong Cheng”Talent Project of Yanshan University
文摘A refractive index insensitive temperature sensor based on waist-enlarged few mode fiber(FMF) bitapers is presented. The first section of FMF is spliced between two single-mode fibers. In fusion process,the waist-enlarged FMF bitapers can be obtained by large current discharging repeatedly. The refractive index and temperature sensing mechanisms are analyzed. For the sensors with different sizes,the refractive index and temperature experiments have been performed. The results show that in the refractive index ranges of 1.335 0—1.346 6 and 1.348 2—1.419 3,the refractive index insensitivity is verified. In a temperature range of 31.9—90 °C,the sensor sensitivity can be up to 85.57 pm/°C. In addition,it has a compact structure. Therefore,the sensor can avoid the cross sensitivity for measuring the refractive index and temperature simultaneously.
基金supported by the National Natural Science Foundation of China(Nos.61575170 and 61605168)the State Scholarship Fund of China(No.201708130199)+1 种基金the Key Basic Research Program of Hebei Province(No.17961701D)"Xin Rui Gong Cheng" Talent Project of Yanshan University
文摘Based on the principle of Fabry-Perot (F-P) interference, a new type of optical fiber curvature sensor is presented,which is fabricated by single-mode fiber(SMF), ceramic tube and double-cladding fiber (DCF). And the curvature sensing properties are analyzed, and the double-peak method is used to demodulate the cavity length. The experimental results show that the F-P interference spectrum shifts toward long wavelengths with increasing the curvature. And the sensors are placed in different positions on the cantilever to get their different curvature sensitivities. Smaller initial cavity length gives greater sensor sensitivity. The best curvature sensitivity is achieved as 2 554.53 pm/m^(-1) in 0.71—1.18 m^(-1). By demodulating the length of the F-P cavity, the cavity length of sensor 4 is changed by 0.08 mm. Therefore, the sensor has some potential for measure the small displacement.
