solid state automotive lidar: physics principles, design

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๐Ÿ„ซ Hamamatsu Photonics K.K. and its affiliates. All Rights Reserved. 1

Solid State Automotive LiDAR: Physics Principles,

Design Challenges, and New Developments

Slawomir Piatek

New Jersey Institute of Technology &

Hamamatsu Photonics, Bridgewater, NJ

06.2. 2020

2๐Ÿ„ซ Hamamatsu Photonics K.K. and its affiliates. All Rights Reserved.

โ–  LiDAR Concepts: ToF & FMCW

โ–  Light Sources & Beam Steering

โ–  Solid State (Flash) LiDAR

Index

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LiDAR Concepts

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Basic Layout of Time of Flight LiDAR

start pulse

stop pulse

laser

target

photodetector

timer

beam steering

system

Distance d = ฮ”๐‘ก โˆ™ ๐‘/2

Measure the time of flight ฮ”๐‘ก

5๐Ÿ„ซ Hamamatsu Photonics K.K. and its affiliates. All Rights Reserved.

FMCW LiDAR: Heterodyne Mixing

tunable

laser

BS

M

receiving optics

collimator

PD

returned light

M

M

M

M

to target

optical mixing

occurs on the

detector

frequency

shifter

electronics

Legend:

๐‘“๐ฟ๐‘‚ โ€“ Local oscillator frequency

๐‘“๐‘œ๐‘“๐‘“๐‘ ๐‘’๐‘ก โ€“ Offset frequency added by the frequency shifter, ~10 โ€“ 100 MHz

๐‘“๐‘ƒ๐‘‚ โ€“ Power oscillator frequency of transmitted light

๐‘“๐‘Ž โ€“ Frequency of returned light; ฮ”f due to distance and Dopplerโ€™s effect

These are instantaneous values

๐‘“๐ฟ๐‘‚

๐‘“๐‘ƒ๐‘‚ = ๐‘“๐ฟ๐‘‚ + ๐‘“๐‘œ๐‘“๐‘“๐‘ ๐‘’๐‘ก

๐‘“๐‘Ž = ๐‘“๐ฟ๐‘‚ + ๐‘“๐‘œ๐‘“๐‘“๐‘ ๐‘’๐‘ก + ฮ”๐‘“

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Example of Frequency Modulation: Double Linear Ramp

time

frequency

T ~ 10โ€™s ฮผs โ€“ 1 ms, B ~ 100โ€™s MHz โ€“ 10โ€™s GHz

0time

frequency

๐ต๐‘“0 ๐‘“0๐‘“๐‘š๐‘Ž๐‘ฅ ๐‘“๐‘š๐‘Ž๐‘ฅ

0 ๐‘‡ 2๐‘‡

๐‘“0

๐‘“๐‘š๐‘Ž๐‘ฅ

๐‘‡ 2๐‘‡

7๐Ÿ„ซ Hamamatsu Photonics K.K. and its affiliates. All Rights Reserved.

Frequency Shift in FMCW LiDAR

time

local oscillator

received wave

๐‘‘ =๐‘ ๐‘“๐ต1 + ๐‘“๐ต2 ๐‘‡

8๐ต๐‘ฃ๐‘Ÿ =

๐‘ ๐‘“๐ต2 โˆ’ ๐‘“๐ต14๐‘“0

๐›ฟ๐‘‘ =๐‘

2๐ต๐›ฟ๐‘ฃ๐‘Ÿ =

๐‘

๐‘“0๐‘‡

ฮ”๐‘ก

๐‘“๐ต1

๐‘“๐ท

๐‘“๐ต2

๐‘‡

๐ต

๐‘“0

๐‘“(๐‘ก)

๐‘“๐‘š๐‘Ž๐‘ฅ

8๐Ÿ„ซ Hamamatsu Photonics K.K. and its affiliates. All Rights Reserved.

Heterodyne Optical Mixing

PDBS

fa

fLO

measure thisamplification!

๐ธ๐‘ก๐‘œ๐‘ก2 = ๐ธ๐‘Ž + ๐ธ๐ฟ๐‘‚

2 = ๐ด๐‘Ž cos 2๐œ‹๐‘“๐‘Ž๐‘ก + ๐œ‘๐‘Ž + ๐ด๐ฟ๐‘‚ cos 2๐œ‹๐‘“๐ฟ๐‘‚ + ๐œ‘๐ฟ๐‘‚2

๐ธ๐‘ก๐‘œ๐‘ก2 = ๐ธ๐‘Ž

2 + ๐ธ๐ฟ๐‘‚2 + ๐ด๐‘Ž๐ด๐ฟ๐‘‚ cos 2๐œ‹ ๐‘“๐‘Ž โˆ’ ๐‘“๐ฟ๐‘‚ ๐‘ก + ๐œ‘๐‘Ž โˆ’ ๐œ‘๐ฟ๐‘‚

๐‘ƒ๐‘ ๐‘–๐‘” = ๐‘ƒ๐‘Ž + ๐‘ƒ๐ฟ๐‘‚ + 2 ๐‘ƒ๐‘Ž๐‘ƒ๐ฟ๐‘‚ cos 2๐œ‹ ๐‘“๐‘Ž โˆ’ ๐‘“๐ฟ๐‘‚ ๐‘ก + ๐œ‘๐‘Ž โˆ’ ๐œ‘๐ฟ๐‘‚

๐‘–๐‘ ๐‘–๐‘” =๐œ‚๐‘’๐‘ƒ๐‘ ๐‘–๐‘”

โ„Ž๐‘“= ๐‘–๐‘Ž + ๐‘–๐ฟ๐‘‚ + 2 ๐‘–๐‘Ž๐‘–๐ฟ๐‘‚ cos 2๐œ‹ ๐‘“๐‘Ž โˆ’ ๐‘“๐ฟ๐‘‚ ๐‘ก + ๐œ‘๐‘Ž โˆ’ ๐œ‘๐ฟ๐‘‚

ฮ”๐‘“ = ๐‘“๐‘Ž โˆ’ ๐‘“๐ฟ๐‘‚ โˆ’ ๐‘“๐‘œ๐‘“๐‘“๐‘ ๐‘’๐‘ก

ฮ”๐‘“ gives ๐‘‘ and ๐‘ฃ๐‘Ÿ

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Comparison Between ToF & FMCW Concepts

ToF FMCW

Pros

Easy optical layout

Easy distance calculation

Any wavelength of light can be used Pros

Optical amplification of the returned signal

Photon shot noise detection possible

Immunity to background and interference

Cons

Large detection bandwidth โ†’increased noise

Weak returned signal

Susceptible to background and

interference Cons

Complex optical layout

Expensive tunable laser with a long

coherence length needed

Complex distance and velocity calculation

Gives both distance and radial velocity

of the target

10๐Ÿ„ซ Hamamatsu Photonics K.K. and its affiliates. All Rights Reserved.

Light Sources & Beam Steering

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Light Sources

ToF FMCW

High peak power: ~ 100 W

Short-duration pulses: ~ few ns

Repetition period: ~ ms - ฮผs

Wavelength: NIR, e.g., 905 nm, 1550 nm

Tunable output frequency

Coherence length ๐ฟ > 2๐‘‘๐‘š๐‘Ž๐‘ฅ

Stable phase

some light source offerings by Hamamatsu

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905 or 1550?

905 nm 1550 nm

Figure from Matson et al. 1983

Solar irradiance at sea level

๐‘ƒ๐ต @ 905 nm > ๐‘ƒ๐ต @ 1550 nm S

pect

ral i

rrad

ianc

e ฮผ

W c

m-2

nm-1

Wavelength [nm]

Solar background at 905 nm is higher than at 1550 nm

13๐Ÿ„ซ Hamamatsu Photonics K.K. and its affiliates. All Rights Reserved.

905 or 1550?

H2O absorption @ 1550 nm > (100ร—) @ 905 nm

From Wojtanowski et al. 2014

Wavelength [nm]

Ab

so

rptio

n c

oe

ffic

ien

t o

f w

ate

r [c

m-1

]

Reference: โ€œComparison of 905 nm and 1550 nm semiconductor laser rangefindersโ€™ performance deterioration due to adverse

environmental conditions,โ€ Wojtanowski et al. 2014

14๐Ÿ„ซ Hamamatsu Photonics K.K. and its affiliates. All Rights Reserved.

905 or 1550?

1550 nm

- Requires IR (non-silicon) photodetectors

+ Best eye safety

905 nm

+ Lower background

+ Better transmission in atmosphere

+ Silicon-based photodetector

+ Coherence length ๐ฟ โˆ๐œ†2

๐ต

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Mechanical Beam Steering: Rotating Platform

๐œ”

Each laser is matched with its own detector Scan direction

Horizontal sweep

Vertical sweep

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Mechanical Beam Steering: Galvo Mirrors

ฯ‰

ฯ‰

Laser

๐‘ฅ โˆ’ ๐‘ฆ scan

Rotating Galvo mirrors are another example of a mechanical beam steering.

17๐Ÿ„ซ Hamamatsu Photonics K.K. and its affiliates. All Rights Reserved.

Beam Steering: Optical Phase Array

Laser

Amplitude & phase

control unit

Beam in the far field

Amplitude and phase of the light emitted by

each pixel (emitter) can be controlled

electronically.

Optical phased array is an example of a solid state or โ€no moving partsโ€ beam steering.

18๐Ÿ„ซ Hamamatsu Photonics K.K. and its affiliates. All Rights Reserved.

OPA Emitter and Receiver

Light feed for

emission

Local oscillator

light for optical

amplification

emitted beam detected beam

Control unit

Current output

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LiDAR Based on OPA Emitter and Receiver

First prototype of a FMCW LiDAR that uses

optical phased arrays for beam steering and

light detection.

The figure is from โ€œCoherent solid-state LIDAR with silicon

photonic optical phased arraysโ€ by Poulton et al. 2017

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Beam Steering: Flash and Structured Light

Array of lasers such as

VCSELs

Laser and pulse

expander

Divergent pulse of light

โ–  Wider the angle, smaller the surface brightness

โ–  For a Gaussian beam, the surface brightness is

not uniform

โ–  Lateral resolution limited by the 2D sensor

โ–  Beams have the same intensity

โ–  Lateral resolution limited by the angular

separation between the beams

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Solid State (Flash) LiDAR

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Basic Layout of ToF Flash LiDAR

projector

to the target๐œƒ๐‘’

๐œƒ๐‘‘

focal plane array

control unit

๐‘“

The emission FOV, ๐œƒ๐‘’, should be matched with the detection FOV, ๐œƒ๐‘‘.

2D detector

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Focal Plane Distance Measurement

Focal plane

image of the scene

detector array

A single โ€œpixelโ€ in the 2D detector determines distance to a single element of the scene.

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Distance Resolution

๐›ฟ๐‘‘ =๐‘

2๐ต

๐›ฟ๐‘‘

๐ต~1

๐‘‡๐‘‡ โˆ’ pulse duration

For ๐‘‡ = 5 ns, ๐›ฟ๐‘‘ โ‰ˆ 0.75 m โ†’ ๐ต โ‰ˆ 200 MHz

(distance resolution)

Better distance resolution requires pulses of even shorter duration. The limitation is in the laser

technology (parasitic inductance).

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Distance Uncertainty

๐œŽ๐‘‘2~

๐›ฟ๐‘‘ 2

๐‘†/๐‘=

๐‘2

4๐ต2๐‘†/๐‘

๐‘‘

๐œŽ๐‘‘

๐‘‘

(distance uncertainty)

1. The larger the ๐‘†

๐‘, the smaller the uncertainty, all else being the same

2. Photodetector and electronic time jitters also contribute to the uncertainty.

26๐Ÿ„ซ Hamamatsu Photonics K.K. and its affiliates. All Rights Reserved.

Photon Budget: Single Photodetector

TX

๐‘ƒ ๐‘‘ = ๐‘ƒ0๐œŒ๐ด0๐œ‹๐‘‘2

๐œ‚0๐‘’โˆ’2๐›พ๐‘‘

๐‘ƒ ๐‘‘ โˆ’ Peak power received

๐‘ƒ0 โˆ’ Peak power transmitted

๐œŒ โˆ’ Target reflectivity

๐ด0 โˆ’ Aperture area of the receiver

๐œ‚0 โˆ’ Receiving optics transmission

๐›พ โˆ’ Atmospheric extinction coefficient

Lambertian reflection

Laser spot smaller than the target

Normal incidence

๐›พ is constant

Assumptions:

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Photon Budget: Single Photodetector

๐‘ƒ ๐‘‘ = ๐‘ƒ0๐œŒ๐ด0๐œ‹๐‘‘2

๐œ‚0๐‘’โˆ’2๐›พ๐‘‘

Example: ๐‘ƒ0 = 100 W, ๐œŒ = 0.1, ๐ด0 = 3.14 ร— 10โˆ’4 m2, ๐œ‚0 = 0.5, ๐›พ = 0.5 km-1

for ๐’… = ๐Ÿ๐ŸŽ๐ŸŽ m, ๐‘ท = ๐Ÿ’๐Ÿ“ nW

Reference: โ€œComparison of 905 nm and 1550 nm semiconductor laser rangefindersโ€™ performance deterioration due to adverse

environmental conditions,โ€ Wojtanowski et al. 2014

1. Atmospheric extinction ๐›พ depends on weather conditions and wavelength. Its value can range

from about 4 km-1 to about 0.1 km-1 at 905 nm.

2. For a square 5-ns pulse (๐œ† = 905 nm), the number of emitted photons is ~2.3 ร— 1012 and the

number of received is ~1 ร— 103.

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Photon Budget: Flash

TX

RX

There is a tradeoff between spatial resolution and ๐‘†

๐‘.

๐ด

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Photon Budget: Flash

๐‘ƒ ๐‘‘ = ๐‘ƒ0๐œŒ๐œƒ๐‘2

ฮ˜2๐ด0๐œ‹๐‘‘2

๐œ‚0๐‘’โˆ’2๐‘‘๐›พ

(received peak power per pixel)

๐œƒ๐‘ โˆ’ angular subtense (field of view) of a pixel

ฮ˜ โˆ’ angular field of view of the pulse projector (pulse divergence)

Reference: โ€œComparison of flash lidar detector options,โ€ McManamon et al. 2017

Note that ๐œƒ๐‘ โ‰ช ฮ˜, so if the pulse peak power is the same, the amount of light received by a single

pixel is proportional to ๐œƒ๐‘2

ฮ˜2for a given distance ๐‘‘.

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Photodetection (Single Element)

TIA PD

Trigger

circuit

Pulse of light

Optical bandpass filter

Focal plane

To timerFOV

โ–  Active area of the photodetector, focal length of the lens, and placement of the optical bandpass

filter determine the photodetectorโ€™s field of view.

โ–  Avalanche photodiode or silicon photomultiplier are commonly used photodetectors.

31๐Ÿ„ซ Hamamatsu Photonics K.K. and its affiliates. All Rights Reserved.

Noise in Transimpedance Amplifier

โˆ’

+

๐‘ฃ๐‘›

๐‘…๐น

๐ถ๐‘“

๐‘–๐ฝ

๐ถ๐‘œ๐‘๐‘–๐‘›

๐‘’๐‘›

๐‘–๐‘‘๐‘–๐‘โ„Ž

๐‘… = ๐‘…๐‘†๐‘–๐‘ƒ๐‘€||๐‘…๐‘œ๐‘

๐ถ๐‘ก + ๐ถ๐‘†๐‘…

๐‘ฃ๐‘› = ๐‘’๐‘›2 1 +

๐‘…๐น๐‘…

2

+4๐œ‹2

3ฮ”๐‘“ 2๐ถ๐‘‡

2๐‘…๐‘“2 + ๐‘…๐‘“

2๐‘–๐‘‡2 + 4๐‘˜๐‘‡๐‘…๐‘“

1/2

ฮ”๐‘“ 1/2

๐ถ๐‘‡ = ๐ถ๐‘ก + ๐ถ๐‘“ + ๐ถ๐‘œ๐‘ + ๐ถ๐‘ 

๐‘–๐‘‡ = ๐‘–๐‘›2 + ๐‘–๐ฝ

2 + ๐‘–๐‘‘2 + ๐‘–๐‘โ„Ž

2

All else being equal, noise increases with terminal capacitance of the photodetector.

(total capacitance)

noise output

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Bandwidth and Stability of Transimpedance Amplifier

โˆ’

+

๐‘ฃ๐‘œ๐‘ข๐‘ก

๐‘…๐น

๐ถ๐‘—

Simplified equivalent circuit of a photodetector

connected to an uncompensated TIA

๐ผ

๐‘ฃ๐‘œ๐‘ข๐‘ก = ๐ผโˆ’๐‘…๐‘“

1 +1

๐ด๐‘œ๐‘™๐›ฝ

๐ด๐‘œ๐‘™ โˆ’ Open loop gain of TIA

๐›ฝ ๐‘—๐œ” =1

1 + ๐‘—๐œ”๐‘…๐น๐ถ๐‘–

where ๐ถ๐‘– = ๐ถ๐‘— + ๐ถ๐‘œ๐‘

1

๐›ฝ(๐‘—๐œ”)= 1 + ๐‘—๐œ”๐‘…๐น๐ถ๐‘–

๐‘“๐น ๐‘“๐‘– ๐‘“๐บ๐ต๐‘Š๐‘ƒ

Gain peaking and

oscillations occur around

this frequency

๐‘“๐บ๐ต๐‘Š๐‘ƒ โˆ’ Unity gain bandwidth of the op-amp

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Bandwidth and Stability of Transimpedance Amplifier

Simplified equivalent circuit of a compensated

photodiode connected to an uncompensated TIA

๐ถ๐น

๐‘“๐น ๐‘“๐‘– ๐‘“๐บ๐ต๐‘Š๐‘ƒ

๐‘“๐น =1

2๐œ‹๐‘…๐น ๐ถ๐‘– + ๐ถ๐น๐‘“๐‘– =

1

2๐œ‹๐‘…๐น๐ถ๐น

๐ถ๐น =1

4๐œ‹๐‘…๐น๐‘“๐บ๐ต๐‘Š๐‘ƒ1 + 1 + 8๐œ‹๐‘…๐น๐ถ๐‘–๐‘“๐บ๐ต๐‘Š๐‘ƒ

(Optimal value of the compensating capacitor)

โˆ’

+

๐‘ฃ๐‘œ๐‘ข๐‘ก

๐‘…๐น

๐ถ๐‘—๐ผ

๐›ฝ ๐‘—๐œ” =1 + ๐‘—๐œ”๐‘…๐น๐ถ๐น

1 + ๐‘—๐œ”๐‘…๐น(๐ถ๐‘–+๐ถ๐น)

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Importance of Noise and Bandwidth

time

High bandwidth โ†’ higher noise but high fidelity

trigger level

trigger time

time

Low bandwidth โ†’ lower noise and lower fidelitytrigger level

trigger time

flat top

35๐Ÿ„ซ Hamamatsu Photonics K.K. and its affiliates. All Rights Reserved.

Importance of Excess Noise (F)

time

Sig

nal

Fixed trigger level

Constant fraction trigger

Waveform 1

Waveform 2

Fixed trigger level gives different round-trip-times, ฮ”๐‘ก1 โ‰  ฮ”๐‘ก2 โœ–

Constant-fraction trigger gives the same round-trip-times, ฮ”๐‘ก1 = ฮ”๐‘ก2 โœ”

ฮ”๐‘ก1 = ฮ”๐‘ก2

ฮ”๐‘ก1 ฮ”๐‘ก2

36๐Ÿ„ซ Hamamatsu Photonics K.K. and its affiliates. All Rights Reserved.

Takeaway

Analog photodetection in ToF LiDAR, especially in flash LiDAR, is very challenging.

Is there anything else we can do?

What about a statistical measurement using SPAD?

37๐Ÿ„ซ Hamamatsu Photonics K.K. and its affiliates. All Rights Reserved.

Single-Photon Avalanche Photodiode (SPAD)

steady state

transient

quench

recharge

๐‘…๐‘„ must be large enough to ensure quenching

quasi-stable โ€œreadyโ€

state

(Quench resistor)

(Load resistor)

๐‘…๐‘„

๐‘‰๐ต๐ผ๐ด๐‘†

๐‘…๐‘™

๐‘†๐‘ƒ๐ด๐ท

๐‘…๐‘„ โ‰ซ ๐‘…๐‘™

๐ผ๐‘†๐‘ƒ๐ด๐ท

๐‘‰๐ต๐ผ๐ด๐‘†๐‘…๐‘„

๐‘‰๐ต๐ท ๐‘‰๐ต๐ผ๐ด๐‘† ๐‘‰๐‘†๐‘ƒ๐ด๐ท

๐‘ฃ๐‘œ

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Measuring Distance with a Single SPAD

t = 0

time

timer

targetSPAD

laser

Puls

e e

mis

sio

n

๐‘ก = ๐‘‡

ฮ”๐‘ก =2๐‘‘

๐‘

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Measuring Distance with a Single SPAD

time

๐‘ก = 0 ๐‘ก = ๐‘‡ฮ”๐‘ก =

2๐‘‘

๐‘

Multiple pulse illumination provides distance information to the target. The information comes

from a histogram of trigger times.

Histogram of trigger times

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SPAD Arrays

Micro-bumps

ASIC

(application-specific integrated circuit)

Photodetector array

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Detection Techniques with a SPAD Array

Time gating:

๐‘ก = 0 ๐‘ก = ๐‘‡

Time window

Only the events in the pre-defined time window are counted. The choice of the time window

depends on the expected knowledge of the target distance.

Pixel 1

Pixel 2

Pixel 3

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Detection Techniques with a SPAD Array

Temporal and spatial correlation:

๐‘ก = 0 ๐‘ก = ๐‘‡๐‘ก = ๐‘ก1

๐‘ก = ๐‘ก1

๐‘ก = ๐‘ก1

Event not counted: temporal

correlation but no spatial

correlation.

Pixel 1

Pixel 2

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Detection Techniques with a SPAD Array

Temporal and spatial correlation:

๐‘ก = 0 ๐‘ก = ๐‘‡๐‘ก = ๐‘ก1

๐‘ก = ๐‘ก1

๐‘ก = ๐‘ก2

Event not counted: spatial correlation but

no temporal correlation.

๐‘ก = ๐‘ก2

Pixel 1

Pixel 2

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Detection Techniques with a SPAD Array

Temporal and spatial correlation:

๐‘ก = 0 ๐‘ก = ๐‘‡๐‘ก = ๐‘ก1

๐‘ก = ๐‘ก1

๐‘ก = ๐‘ก1

Event counted: spatial correlation but

no temporal correlation.

Pixel 1

Pixel 2

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SPAD Pixel for Correlated Detection

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SPAD Pixel for Correlated Detection

Pulse

coincidence

detection

Signal photon

Background photon

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Comments

1. This technique can be used both in a scanning and flash LiDAR.

2. In a scanning LiDAR, an OPA array is well-suited for beam steering.

3. The greatest advantage is a reduced sensitivity to the background light.

4. Additional advantages: less affected by gain variations, sensitivity in IR (using non-silicon

structures), compatible with CMOS-based ASICs.

5. Challenges: SPAD arrays can exhibit crosstalk and high dark count rates.

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Hamamatsu Assists LiDAR Companies

Photodetectors (Silicon or InGaAs, PIN, APD, SiPM, SPAD and more) for all LiDAR concepts

Light sources (PLDs or VCSELs) for selected LiDAR concepts

Custom integrated optical assemblies, from front-end electronics to complete ASICs

Support automotive grade qualifications (AEC, ISO and more)

Full customization of photodetectors, light sources, and optical assemblies

Because of our wide offering of optical components, Hamamatsu is unbiased

when recommending the correct detector and/or light source to each unique

LiDAR concept (customer) in the market.

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Photodetectors for LiDARS (850 nm โ€“ 940 nm)

Si PIN photodiode Si APD

High Photosensitivity;

Internal Gain = 1

High Photosensitivity;

Internal Gain ~ 100

SPPC (or SPAD)

Low Photosensitivity;

Internal Gain ~ 105 to 106

MPPC (or SiPM)

Low Photosensitivity;

Internal Gain ~ 105 to 106

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Photodetectors for LiDARS (1550 nm)

InGaAs APD

Wavelength [nm]

Photo

sensitiv

ity [A

/W]

High Photosensitivity;

Internal Gain ~10-20

Wavelength [nm]

Photo

sensitiv

ity [A

/W]

InGaAs PIN PD

High Photosensitivity;

Internal Gain โ€“ 1

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Closing Remarks

1. Two distinct LiDAR systems, ToF and FMCW, are actively researched

2. Each system presents a unique set of engineering challenges

3. Beam steering and photodetection are the two most outstanding challenges

4. Flash LiDAR together with a SPAD-based statistical detection is a new avenue of research

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Thank you

Thank you for listening

Contact information:

piatek@njit.edu

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Join Us for 10 Weeks of FREE Photonics Webinars (17 Topics)

Week # Weekly Topics # of Talks Talk #1 Date Talk #2 Date

1 Introduction to Photodetectors 2 26-May-20 28-May-20

2 Emerging Applications - LiDAR & Flow Cytometry 2 2-Jun-20 4-Jun-20

3 Understanding Spectrometer 2 9-Jun-20 11-Jun-20

1 Weeks Break

4 Specialty Products โ€“ Introduction to Light Sources & X-Ray 2 23-Jun-20 25-Jun-20

5 Introduction to Image Sensors 2 30-Jun-20 02-Jul-20

1 Weeks Break

6 Specialty Products โ€“ Laser Driven Light Sources 2 14-Jul-20 16-Jul-20

7 Image Sensor Circuits and Scientific Camera 2 21-Jul-20 23-Jul-20

8 Mid-Infrared (MIR) Technologies & Applications 2 28-Jul-20 30-Jul-20

1 Weeks Break

9 Photon Counting Detectors โ€“ SiPM and SPAD 1 11-Aug-20

10 Using SNR Simulation to Select a Photodetector 1 18-Aug-20

To register and attend other webinar series, please visit link below:

https://www.hamamatsu.com/us/en/news/event/2020/20200526220000.html

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