Sensing Application — Metal–Organic Frameworks Coordination-Oriented Polymer Dielectrics for Neuromorphic Vision Sensors

Measurement evidence

Sensing Application

Metal–Organic Frameworks Coordination-Oriented Polymer Dielectrics for Neuromorphic Vision Sensors · Zhu D., Du J., Peng Z. et al. · SmartMat · 2025 · e1322

6 measurement groups · 36 results

Reported values remain attached to the sample, method, conditions, extraction quality and source location that produced them.

36 x 36 sensor-array motion trajectory simulation and tiny artificial neural network action recognition

PM1-based NeuVS OFET · Electrode

Four motion classes: moving down, up, right, and left. Four-bit optical pulse encoding; 1 = 2.04 mW/cm2 light, 0 = dark, 200 ms pulse, 50% duty cycle.

Geometry
NeuVS array compared with conventional image sensor
Context
PM1 target compared with PAA NeuVS and conventional image sensor
Measurement source
9-11 · 3.5 · Figure 5
PropertyReported valueNormalised valueUncertaintyOrigin and qualitySource
Simulated sensor array size36 x 36Text
Exact Reported
9-10 · 3.5 · Figure 5A
Optical pulse duty cycle50%Text
Exact Reported
10 · 3.5 · Figure 5B
Optical pulse encoding light intensity for digit 12.04 mW/cm2Text
Exact Reported
10 · 3.5 · Figure 5B
Optical pulse duration for action encoding200 ms0.2 sText
Exact Reported
10 · 3.5 · Figure 5B
Conventional image sensor action recognition accuracy~25%~Text
Approximate
11 · 3.5 · Figure 5D
PAA NeuVS action recognition accuracy95% after about 100 training roundsabout 100 training roundsText
Rounded Reported
11 · 3.5 · Figure 5D
PM1 NeuVS action recognition accuracyMarked as a best value within this paper95% after about 40 training roundsabout 40 training roundsText
Rounded Reported
11 · 3.5 · Figure 5D

Static-image colour extraction simulation using measured pulse responses

PM1-based NeuVS OFET · Electrode

RGB image components mapped to 690, 515, and 450 nm light intensities; PAA and PM1 tested under 1, 2, 5, and 10 light pulses.

Geometry
NeuVS array simulation
Context
PM1 target compared with PAA control
Measurement source
29-30 · Supporting Note S1 · Figure 4H; Supporting Information Figures S25-S27
PropertyReported valueNormalised valueUncertaintyOrigin and qualitySource
PAA vs PM1 blue-component output ratiofOutput(PAA) approximately 0.159 fOutput(PM1)approximatelyText
Approximate
30 · Supporting Note S1 · Supporting Note S1
RGB mapped wavelengths690, 515, and 450 nmText
Exact Reported
29 · Supporting Note S1 · Supporting Note S1
PAA photocurrent at 450 nm and 10 pulses~4.5 nAVisual Estimate
Approximate
26 · Supporting Information · Figure S25A
PM1 photocurrent at 450 nm and 10 pulsesMarked as a best value within this paper~22 nAVisual Estimate
Approximate
26 · Supporting Information · Figure S25A

Control-device transfer curves, P, R, D*, capacitance and mobility

PM0.5 and PM3 MOF-loading devices · Electrode

PM0.5/PM3 loading controls, PZ1/PZ2 Zr-species controls, PM-T1/PM-T2 thickness controls, PT1/PT2 MOF-545 controls, aM1/aM2 polyacrylic acid controls, and PAN/NM1/NM2 controls.

Geometry
C10-DNTT NeuVS devices with modified dielectric layers
Context
Mechanistic controls relative to PM1
Measurement source
6-7 · 3.2 · Supporting Information Figures S13-S21
PropertyReported valueNormalised valueUncertaintyOrigin and qualitySource
Optimal MOF loading trendMarked as a best value within this paperPM1 outperforms PM0.5, PM2, and PM3 in P/R/D* trendsQualitative
Qualitative
6 · 3.2 · Supporting Information Figure S13
Effect of MOF-545 additionModerate MOF-545 addition improves device performance; MOF-545 size also affects performanceQualitative
Qualitative
6 · 3.2 · Supporting Information Figure S19
Effect of Zr-BTB addition to PANZr-BTB addition has a significant negative effect on optoelectronic performance of PAN-based devicesQualitative
Qualitative
7 · 3.2 · Supporting Information Figure S21
Effect of Zr-BTB in polyacrylic acidModerate Zr-BTB improves photoresponse and excessive Zr-BTB degrades photoresponseQualitative
Qualitative
6-7 · 3.2 · Supporting Information Figure S20
Effect of Zr salts/clusters aloneAddition of Zr species decreased device performanceQualitative
Qualitative
6 · 3.2 · Supporting Information Figure S16
Effect of Zr-BTB nanosheet thicknessIncreasing nanosheet thickness significantly decreases device/photoresponsive performanceQualitative
Qualitative
6 · 3.2 · Supporting Information Figure S18

450 nm monochromatic-light phototransistor photoresponse

PM1-based NeuVS OFET · Electrode

Nineteen illumination densities from 0.61 to 105.73 mW/cm2; transfer curves and photocurrent distributions measured for PAA, PM1, PM2 devices.

Atmosphere
air
Geometry
NeuVS OFET
Context
PAA control vs PM1/PM2 MOF-polymer composites
Measurement source
5 · 3.2 · Figure 2F-L; Supporting Information Figures S10-S12
PropertyReported valueNormalised valueUncertaintyOrigin and qualitySource
PAA dynamic response range112.25 dBFigure Axis
Rounded Reported
5-6 · 3.2 · Figure 2J-L
450 nm illumination density range0.61 to 105.73 mW/cm2Text
Range
5 · 3.2 · Figure 2F-H; Supporting Information Figure S10
PM1 dynamic response rangeMarked as a best value within this paper122.30 dBText
Rounded Reported
5-6 · 3.2 · Figure 2J-L
PM1 maximum photosensitivity PMarked as a best value within this paperexceeding 10^6>Text
Approximate
6 · 3.2 · Figure 2I; Supporting Information Figure S11
PM2 dynamic response range103.76 dBFigure Axis
Rounded Reported
5-6 · 3.2 · Figure 2J-L

Benchmark comparison with representative neuromorphic synaptic transistors

PM1-based NeuVS OFET · Electrode

SI Table S4 compares material structure, VDS, mobility, energy consumption, PPF, and recognition accuracy; extracted only this work row as first-hand evidence.

Geometry
C10-DNTT/PM1 NeuVS
Context
This-work row compared with literature rows
Measurement source
32-33 · Supporting Information · Table S4
PropertyReported valueNormalised valueUncertaintyOrigin and qualitySource
SI Table S4 this-work recognition accuracyMarked as a best value within this paper95%SI Table
Exact Reported
32-33 · Supporting Information · Table S4
SI Table S4 this-work energy consumption5.5 x 10^-15 JSI Table
Exact Reported
32-33 · Supporting Information · Table S4
SI Table S4 this-work mobilityMarked as a best value within this paper20.62 cm2/(V s)SI Table
Exact Reported
32-33 · Supporting Information · Table S4
SI Table S4 this-work PPFMarked as a best value within this paper223%SI Table
Exact Reported
32-33 · Supporting Information · Table S4
SI Table S4 this-work VDS-1 VSI Table
Exact Reported
32-33 · Supporting Information · Table S4

Excitatory postsynaptic current (EPSC), STP, and PPF measurements under optical pulses

PM1-based NeuVS OFET · Electrode

450 nm, 0.61 mW/cm2, 1 s pulses unless otherwise stated; synaptic behaviours at VDS = -0.2 V and VGS = -0.1 V.

Geometry
ITO/PM1/C10-DNTT/Au NeuVS OFET
Context
PM1 target compared with PAA control
Measurement source
8-9 · 3.3 · Figure 4B-G; Supporting Information Figures S22-S24
PropertyReported valueNormalised valueUncertaintyOrigin and qualitySource
Synaptic transistor low operating voltage1 mVText
Exact Reported
9 · 3.3 · Supporting Information Figure S24
PAA single-event synaptic energy consumptionMarked as a best value within this paper1.28 fJText
Exact Reported
9 · 3.3 · Supporting Information Figure S24
PAA maximum PPF182%Text
Rounded Reported
9 · 3.3 · Supporting Information Figure S23A
PAA EPSC relaxation time t03.9 sText
Rounded Reported
8-9 · 3.3 · Figure 4B; Supporting Information Figure S22
PM1 single-event synaptic energy consumption5.5 fJText
Exact Reported
9 · 3.3 · Supporting Information Figure S24
PM1 EPSC peak range with light intensity0.39 nA to 24.14 nA as intensity increased from 0.61 to 25.26 mW/cm2Text
Range
9 · 3.3 · Figure 4E
PM1 maximum PPFMarked as a best value within this paper223%Text
Rounded Reported
9 · 3.3 · Figure 4D; Supporting Information Figure S23A
PM1 EPSC relaxation time t0Marked as a best value within this paper5.3 sText
Rounded Reported
9 · 3.3 · Figure 4B; Supporting Information Figure S22
PM1 t0 tuning rangeMarked as a best value within this paper0.06 to 16.6 sText
Range
9 · 3.3 · Figure 4E-G