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a Experimental setup of all-optical sensing system based on FBG. The FBG detects variations in strain as the sensing element. b Reflection spectrum of FBG under different strain conditions, corresponding speckle patterns after transmission through the MMF, and the resulting light intensity outputs from the optical computing module. c Correlation between speckle patterns as a function of applied strain or wavelength shift. Both experimental and simulated results exhibit a gradual decorrelation trend with increasing strain. d Trade-off between sensing accuracy and sensing range, where larger sensing ranges correspond to reduced accuracy. RMSE and mean absolute error (MAE) are used to quantify sensing resolution. Normalized accuracy metrics (RMSE/range and MAE/range) are used to evaluate the relative error levels under different perceptual ranges. e , f Strain estimation performance with high accuracy ( e ) and broad measurement range ( f ), evaluated through measurement of 30 continuous strain states to reflect overall performance. For each strain state, 20 repeated measurements are recorded and statistically analyzed, including the minimum and maximum (Min–Max), first and third quartiles (Q1–Q3), mean, and ground truth (GT). The subplots show histograms of estimation errors, yielding an RMSE of 0.0688 mε over a 2.5 mε range, and 2.7554 με over a 150 με range, respectively. ASE amplified spontaneous emission, L1/L2 lenses, <t>HWP</t> <t>half-wave</t> plate, POL linear polarizer, NPBS non-polarizing beam splitter
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a Experimental setup of all-optical sensing system based on FBG. The FBG detects variations in strain as the sensing element. b Reflection spectrum of FBG under different strain conditions, corresponding speckle patterns after transmission through the MMF, and the resulting light intensity outputs from the optical computing module. c Correlation between speckle patterns as a function of applied strain or wavelength shift. Both experimental and simulated results exhibit a gradual decorrelation trend with increasing strain. d Trade-off between sensing accuracy and sensing range, where larger sensing ranges correspond to reduced accuracy. RMSE and mean absolute error (MAE) are used to quantify sensing resolution. Normalized accuracy metrics (RMSE/range and MAE/range) are used to evaluate the relative error levels under different perceptual ranges. e , f Strain estimation performance with high accuracy ( e ) and broad measurement range ( f ), evaluated through measurement of 30 continuous strain states to reflect overall performance. For each strain state, 20 repeated measurements are recorded and statistically analyzed, including the minimum and maximum (Min–Max), first and third quartiles (Q1–Q3), mean, and ground truth (GT). The subplots show histograms of estimation errors, yielding an RMSE of 0.0688 mε over a 2.5 mε range, and 2.7554 με over a 150 με range, respectively. ASE amplified spontaneous emission, L1/L2 lenses, <t>HWP</t> <t>half-wave</t> plate, POL linear polarizer, NPBS non-polarizing beam splitter
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a Experimental setup of all-optical sensing system based on FBG. The FBG detects variations in strain as the sensing element. b Reflection spectrum of FBG under different strain conditions, corresponding speckle patterns after transmission through the MMF, and the resulting light intensity outputs from the optical computing module. c Correlation between speckle patterns as a function of applied strain or wavelength shift. Both experimental and simulated results exhibit a gradual decorrelation trend with increasing strain. d Trade-off between sensing accuracy and sensing range, where larger sensing ranges correspond to reduced accuracy. RMSE and mean absolute error (MAE) are used to quantify sensing resolution. Normalized accuracy metrics (RMSE/range and MAE/range) are used to evaluate the relative error levels under different perceptual ranges. e , f Strain estimation performance with high accuracy ( e ) and broad measurement range ( f ), evaluated through measurement of 30 continuous strain states to reflect overall performance. For each strain state, 20 repeated measurements are recorded and statistically analyzed, including the minimum and maximum (Min–Max), first and third quartiles (Q1–Q3), mean, and ground truth (GT). The subplots show histograms of estimation errors, yielding an RMSE of 0.0688 mε over a 2.5 mε range, and 2.7554 με over a 150 με range, respectively. ASE amplified spontaneous emission, L1/L2 lenses, <t>HWP</t> <t>half-wave</t> plate, POL linear polarizer, NPBS non-polarizing beam splitter
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a Experimental setup of all-optical sensing system based on FBG. The FBG detects variations in strain as the sensing element. b Reflection spectrum of FBG under different strain conditions, corresponding speckle patterns after transmission through the MMF, and the resulting light intensity outputs from the optical computing module. c Correlation between speckle patterns as a function of applied strain or wavelength shift. Both experimental and simulated results exhibit a gradual decorrelation trend with increasing strain. d Trade-off between sensing accuracy and sensing range, where larger sensing ranges correspond to reduced accuracy. RMSE and mean absolute error (MAE) are used to quantify sensing resolution. Normalized accuracy metrics (RMSE/range and MAE/range) are used to evaluate the relative error levels under different perceptual ranges. e , f Strain estimation performance with high accuracy ( e ) and broad measurement range ( f ), evaluated through measurement of 30 continuous strain states to reflect overall performance. For each strain state, 20 repeated measurements are recorded and statistically analyzed, including the minimum and maximum (Min–Max), first and third quartiles (Q1–Q3), mean, and ground truth (GT). The subplots show histograms of estimation errors, yielding an RMSE of 0.0688 mε over a 2.5 mε range, and 2.7554 με over a 150 με range, respectively. ASE amplified spontaneous emission, L1/L2 lenses, <t>HWP</t> <t>half-wave</t> plate, POL linear polarizer, NPBS non-polarizing beam splitter
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a Experimental setup of all-optical sensing system based on FBG. The FBG detects variations in strain as the sensing element. b Reflection spectrum of FBG under different strain conditions, corresponding speckle patterns after transmission through the MMF, and the resulting light intensity outputs from the optical computing module. c Correlation between speckle patterns as a function of applied strain or wavelength shift. Both experimental and simulated results exhibit a gradual decorrelation trend with increasing strain. d Trade-off between sensing accuracy and sensing range, where larger sensing ranges correspond to reduced accuracy. RMSE and mean absolute error (MAE) are used to quantify sensing resolution. Normalized accuracy metrics (RMSE/range and MAE/range) are used to evaluate the relative error levels under different perceptual ranges. e , f Strain estimation performance with high accuracy ( e ) and broad measurement range ( f ), evaluated through measurement of 30 continuous strain states to reflect overall performance. For each strain state, 20 repeated measurements are recorded and statistically analyzed, including the minimum and maximum (Min–Max), first and third quartiles (Q1–Q3), mean, and ground truth (GT). The subplots show histograms of estimation errors, yielding an RMSE of 0.0688 mε over a 2.5 mε range, and 2.7554 με over a 150 με range, respectively. ASE amplified spontaneous emission, L1/L2 lenses, <t>HWP</t> <t>half-wave</t> plate, POL linear polarizer, NPBS non-polarizing beam splitter
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a Experimental setup of all-optical sensing system based on FBG. The FBG detects variations in strain as the sensing element. b Reflection spectrum of FBG under different strain conditions, corresponding speckle patterns after transmission through the MMF, and the resulting light intensity outputs from the optical computing module. c Correlation between speckle patterns as a function of applied strain or wavelength shift. Both experimental and simulated results exhibit a gradual decorrelation trend with increasing strain. d Trade-off between sensing accuracy and sensing range, where larger sensing ranges correspond to reduced accuracy. RMSE and mean absolute error (MAE) are used to quantify sensing resolution. Normalized accuracy metrics (RMSE/range and MAE/range) are used to evaluate the relative error levels under different perceptual ranges. e , f Strain estimation performance with high accuracy ( e ) and broad measurement range ( f ), evaluated through measurement of 30 continuous strain states to reflect overall performance. For each strain state, 20 repeated measurements are recorded and statistically analyzed, including the minimum and maximum (Min–Max), first and third quartiles (Q1–Q3), mean, and ground truth (GT). The subplots show histograms of estimation errors, yielding an RMSE of 0.0688 mε over a 2.5 mε range, and 2.7554 με over a 150 με range, respectively. ASE amplified spontaneous emission, L1/L2 lenses, <t>HWP</t> <t>half-wave</t> plate, POL linear polarizer, NPBS non-polarizing beam splitter
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a Experimental setup of all-optical sensing system based on FBG. The FBG detects variations in strain as the sensing element. b Reflection spectrum of FBG under different strain conditions, corresponding speckle patterns after transmission through the MMF, and the resulting light intensity outputs from the optical computing module. c Correlation between speckle patterns as a function of applied strain or wavelength shift. Both experimental and simulated results exhibit a gradual decorrelation trend with increasing strain. d Trade-off between sensing accuracy and sensing range, where larger sensing ranges correspond to reduced accuracy. RMSE and mean absolute error (MAE) are used to quantify sensing resolution. Normalized accuracy metrics (RMSE/range and MAE/range) are used to evaluate the relative error levels under different perceptual ranges. e , f Strain estimation performance with high accuracy ( e ) and broad measurement range ( f ), evaluated through measurement of 30 continuous strain states to reflect overall performance. For each strain state, 20 repeated measurements are recorded and statistically analyzed, including the minimum and maximum (Min–Max), first and third quartiles (Q1–Q3), mean, and ground truth (GT). The subplots show histograms of estimation errors, yielding an RMSE of 0.0688 mε over a 2.5 mε range, and 2.7554 με over a 150 με range, respectively. ASE amplified spontaneous emission, L1/L2 lenses, <t>HWP</t> <t>half-wave</t> plate, POL linear polarizer, NPBS non-polarizing beam splitter
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Image Search Results


a Experimental setup of all-optical sensing system based on FBG. The FBG detects variations in strain as the sensing element. b Reflection spectrum of FBG under different strain conditions, corresponding speckle patterns after transmission through the MMF, and the resulting light intensity outputs from the optical computing module. c Correlation between speckle patterns as a function of applied strain or wavelength shift. Both experimental and simulated results exhibit a gradual decorrelation trend with increasing strain. d Trade-off between sensing accuracy and sensing range, where larger sensing ranges correspond to reduced accuracy. RMSE and mean absolute error (MAE) are used to quantify sensing resolution. Normalized accuracy metrics (RMSE/range and MAE/range) are used to evaluate the relative error levels under different perceptual ranges. e , f Strain estimation performance with high accuracy ( e ) and broad measurement range ( f ), evaluated through measurement of 30 continuous strain states to reflect overall performance. For each strain state, 20 repeated measurements are recorded and statistically analyzed, including the minimum and maximum (Min–Max), first and third quartiles (Q1–Q3), mean, and ground truth (GT). The subplots show histograms of estimation errors, yielding an RMSE of 0.0688 mε over a 2.5 mε range, and 2.7554 με over a 150 με range, respectively. ASE amplified spontaneous emission, L1/L2 lenses, HWP half-wave plate, POL linear polarizer, NPBS non-polarizing beam splitter

Journal: Light, Science & Applications

Article Title: Nanosecond-latency all-optical fiber sensing with in-sensor computing

doi: 10.1038/s41377-026-02265-x

Figure Lengend Snippet: a Experimental setup of all-optical sensing system based on FBG. The FBG detects variations in strain as the sensing element. b Reflection spectrum of FBG under different strain conditions, corresponding speckle patterns after transmission through the MMF, and the resulting light intensity outputs from the optical computing module. c Correlation between speckle patterns as a function of applied strain or wavelength shift. Both experimental and simulated results exhibit a gradual decorrelation trend with increasing strain. d Trade-off between sensing accuracy and sensing range, where larger sensing ranges correspond to reduced accuracy. RMSE and mean absolute error (MAE) are used to quantify sensing resolution. Normalized accuracy metrics (RMSE/range and MAE/range) are used to evaluate the relative error levels under different perceptual ranges. e , f Strain estimation performance with high accuracy ( e ) and broad measurement range ( f ), evaluated through measurement of 30 continuous strain states to reflect overall performance. For each strain state, 20 repeated measurements are recorded and statistically analyzed, including the minimum and maximum (Min–Max), first and third quartiles (Q1–Q3), mean, and ground truth (GT). The subplots show histograms of estimation errors, yielding an RMSE of 0.0688 mε over a 2.5 mε range, and 2.7554 με over a 150 με range, respectively. ASE amplified spontaneous emission, L1/L2 lenses, HWP half-wave plate, POL linear polarizer, NPBS non-polarizing beam splitter

Article Snippet: In the spatial optical computing system, the light output from the MMF is collimated by a high numerical aperture fiber collimator (F950FC-C, Thorlabs), then rotated in the direction of polarization by a zero-level half-wave plate (WPH05ME-1550, Thorlabs), and then passes through a zero-order half-wave plate (WPH05ME-1550, Thorlabs) to rotate its polarization direction.

Techniques: Transmission Assay, Amplification