Lifetime Prediction of 1550 nm DFB Laser using Machine learning Techniques

Khouloud Abdelli; Danish Rafique; Helmut Grießer; Stephan Pachnicke

doi:10.1364/OFC.2020.Th2A.3

Paper details

Research paper

Other Computational

Lifetime Prediction of 1550 nm DFB Laser using Machine learning Techniques

Khouloud Abdelli, Danish Rafique, Helmut Grießer, Stephan Pachnicke

2020·10.1364/OFC.2020.Th2A.3·arXiv:2203.14762

Samples

Each sample groups how it was prepared, characterized, and measured. Click a card to expand.

Representative InGaAsP multiple-quantum-well distributed-feedback laser diode used as the modeled system for lifetime prediction and accelerated-aging comparison.

10 properties

SimulatedInGaAsP MQW-DFB laser diodeStudied Material

Materials

InGaAsP MQW-DFB laser diode

Studied Material

Also known as

1.55 µm InGaAsP MQW-DFB laser1550 nm DFB laser

Variables

wavelength_nm= 1550

studied material

Properties

Type	Label	Value	Material	Sample	Source
Lifetime	MTTF₁	700000hours	InGaAsP MQW-DFB laser diode	Representative InGaAsP multiple-quantum-well distributed-fee	—
Lifetime	MTTF₁	190000hours	InGaAsP MQW-DFB laser diode	Representative InGaAsP multiple-quantum-well distributed-fee	—
Lifetime	mean square error	0.2years	InGaAsP MQW-DFB laser diode	Representative InGaAsP multiple-quantum-well distributed-fee	—
Score	scoring function s	17	InGaAsP MQW-DFB laser diode	Representative InGaAsP multiple-quantum-well distributed-fee	—
Lifetime Prediction Error	ANN prediction error	less than 1.12years	InGaAsP MQW-DFB laser diode	Representative InGaAsP multiple-quantum-well distributed-fee	—
Lifetime Prediction Error	conventional method prediction error	3.8 to 17years	InGaAsP MQW-DFB laser diode	Representative InGaAsP multiple-quantum-well distributed-fee	—
Operating Power	Pop	10mW	InGaAsP MQW-DFB laser diode	Representative InGaAsP multiple-quantum-well distributed-fee	—
Temperature	Tc range	-40 to 85°C	InGaAsP MQW-DFB laser diode	Representative InGaAsP multiple-quantum-well distributed-fee	—
Wavelength	lambda range	1.53 to 1.57µm	InGaAsP MQW-DFB laser diode	Representative InGaAsP multiple-quantum-well distributed-fee	—
Side Mode Suppression Ratio	SMSR	35dB	InGaAsP MQW-DFB laser diode	Representative InGaAsP multiple-quantum-well distributed-fee	—

Why these are connected

Related documents with shared materials, methods, properties, or citations.

Lifetime Prediction of 1550 nm DFB Laser using Machine learning Techniques | Matter42 Literature

Lifetime Prediction of 1550 nm DFB Laser using Machine learning Techniques

Samples

Representative InGaAsP multiple-quantum-well distributed-feedback laser diode used as the modeled system for lifetime prediction and accelerated-aging comparison.

Materials

Properties

Why these are connected

Lifetime Prediction of 1550 nm DFB Laser using Machine learning Techniques

Samples

Representative InGaAsP multiple-quantum-well distributed-feedback laser diode used as the modeled system for lifetime prediction and accelerated-aging comparison.

Materials

Properties

Why these are connected

Lifetime Prediction of 1550 nm DFB Laser using Machine learning Techniques

Samples

Representative InGaAsP multiple-quantum-well distributed-feedback laser diode used as the modeled system for lifetime prediction and accelerated-aging comparison.

Materials

Properties

Why these are connected

Lifetime Prediction of 1550 nm DFB Laser using Machine learning Techniques

Samples

Representative InGaAsP multiple-quantum-well distributed-feedback laser diode used as the modeled system for lifetime prediction and accelerated-aging comparison.

Materials

Properties

Why these are connected

Lifetime Prediction of 1550 nm DFB Laser using Machine learning Techniques

Samples

Representative InGaAsP multiple-quantum-well distributed-feedback laser diode used as the modeled system for lifetime prediction and accelerated-aging comparison.

Materials

Properties

Why these are connected

Lifetime Prediction of 1550 nm DFB Laser using Machine learning Techniques

Samples

Representative InGaAsP multiple-quantum-well distributed-feedback laser diode used as the modeled system for lifetime prediction and accelerated-aging comparison.

Materials

Properties

Why these are connected

Lifetime Prediction of 1550 nm DFB Laser using Machine learning Techniques

Samples

Representative InGaAsP multiple-quantum-well distributed-feedback laser diode used as the modeled system for lifetime prediction and accelerated-aging comparison.

Materials

Properties

Why these are connected

Lifetime Prediction of 1550 nm DFB Laser using Machine learning Techniques

Samples

Representative InGaAsP multiple-quantum-well distributed-feedback laser diode used as the modeled system for lifetime prediction and accelerated-aging comparison.

Materials

Properties

Why these are connected

Simulations

Simulations

Simulations

Simulations