Case study · Photonic wafer test · 2023 – now
An automated photonic wafer prober, from first specification to production.
This case study in four parts
Photonic chips are tested on the wafer, before they're diced, by bringing optical fibres to within microns of each device's input and output. Edge couplers sit at the bottom of etched trenches, so every die needs fibres lowered precisely into a trench, aligned, measured and moved on, thousands of times without drifting. A few established equipment makers dominate this market.
Go to part 1 ↓ 2The device under testPhotonic integrated circuits on an undiced wafer: waveguides, couplers, MZIs, ring resonators, modulators and photodiodes, reached by fibres at edge couplers set in etched trenches.
Go to part 2 ↓ 3The system I builtLeading a small engineering team, I defined and built an automated wafer prober for this job. I set the system architecture, specified the motion, optics, imaging and probing, invented the calibration and alignment algorithms it relies on, developed the control software, and installed and commissioned the systems at customer sites.
Go to part 3 ↓ 4The resultCustomers moved from live demos to single-die tests to full wafer evaluations, then bought. The systems now run on customers' production lines around the clock. The calibration work became six pending Singapore patent applications with me as inventor.
Go to part 4 ↓1.1 · The test problem
Light on a wafer, aligned to the micron, thousands of times.
Photonic chips are tested on the wafer, before dicing, so that faulty dies are caught before the costly steps of dicing and packaging. Light has to be coupled into each device and back out through optical fibres held within microns of its input and output ports.
On edge-coupled chips those ports sit in the side walls of trenches etched into the wafer. Every die needs a fibre array lowered into its trench, aligned in position and angle, measured and moved on, thousands of times across a wafer without drifting, on a production line that runs around the clock. A few established equipment makers dominate this market.
- Accessedge couplers inside etched trenches
- Alignmentmicron-level, in position and angle
- Coverageevery die, across the wafer
- BandsO-band and C-band
- Dutyproduction, around the clock
2.1 · The device under test
Photonic integrated circuits, and why they are hard to measure.
A photonic integrated circuit routes light through waveguides on a chip. Light gets in and out through couplers: grating couplers on the surface, or edge couplers at the chip facet, which on an undiced wafer face the wall of an etched trench. The devices I characterised span the main families, from passive couplers and splitters to interferometers, ring resonators, modulators, demultiplexers and photodiodes.
Their physics decides how a measurement can go wrong:
- Mode overlap. Coupled power depends on how well the fibre’s optical mode overlaps the waveguide’s. A small misalignment, or a mismatch in mode size, changes the reading without any change in the device.
- Reflections. Facets and fibre ends form Fabry–Pérot cavities that add a wavelength ripple, easy to mistake for the device’s own response.
- Wavelength. Rings, MZIs and demultiplexers are defined by wavelength, so any offset between the laser and the power meter shifts the result.
- Temperature. Photonic devices drift with temperature, so the wafer sits on a thermal chuck.
Knowing these effects is what lets me tell a device problem from a test problem.
- Coupling & waveguidesgrating, edge couplers, loopbacks
- Power divisionMMIs, directional couplers
- InterferenceMZIs, ring resonators
- ModulationMZMs, tuned structures
- Wavelengthdemultiplexers
- Detectionphotodiodes, PD-integrated PICs
- ReceiversTIA receivers, RF modulator probing
3.1 · Architecture
Turning a test need into a machine.
I started from what customers needed to measure: wafer coverage, where each device's ports sit, the coupling geometry and the measurement sequence. I turned those into specifications for each subsystem, then chose components against measurement needs, mechanical fit, software control and availability.
Motion. I selected and integrated linear-motor wafer stages and multi-axis fibre positioners, with requirements for travel, feedback, repeatability, angular adjustment and compatibility with the thermal chuck. I also investigated jitter, homing and drift after power loss.
Optics and imaging. I sized microscope objectives, tube optics and cameras from sensor dimensions and magnification, trading resolution against working distance, field of view and illumination.
Fibre arrays. I turned chip layouts into fibre-array designs: channel arrangement, pitch and approach angle. Some chips had bonded electronics in the way, so I specified recessed arrays and anti-reflection-treated facets, then refined the designs with suppliers using customer test results.
3.2 · Calibration
Finding every port, on every die, every time.
A wafer never sits exactly where the design file says it should. It's offset, rotated, slightly warped and expands with temperature. I developed the methods that find each port anyway:
- port coordinates extracted from the chip design (GDS) and mapped from each die's local frame to the wafer
- skew correction and pivot calibration, so the fibre can rotate without the probe tip moving
- optical signal search and numerical optimisation to peak the coupling
- autofocus, wafer flatness (Z) mapping and image-based XY error mapping
- fibre-to-fibre and coupling-reference calibration
Six pending patent applications, with me as inventor, cover:
- 10202601942YZ-flatness mapping and testing methods for photonic integrated circuit wafer, device, and medium
- 10202501545XMethod, system, medium, and device for inserting fiber array unit into the edge-coupling trench of a photonic integrated circuit (PIC) wafer
- 10202501544YMethod, system, device, and medium for FAU angle calibration in photonic integrated circuit testing
- 10202500586RMethod and apparatus for determining rotation center point in optical fiber moving process, device and medium
- 10202500585VWafer position calibration method and apparatus, readable storage medium and device
- 10202500584SExpansion offset calibration method and apparatus, readable storage medium and device
3.3 · Measurement
Making customers trust the numbers.
I led O-band and C-band characterisation across the main families of photonic devices, using tunable lasers, optical power meters, source-measure units, and optical and electrical probes. Test development extended to transimpedance-amplifier receivers and RF probing of modulators with a vector network analyser.
The hardest question was why the same device measured differently on the wafer than as a single die. I separated the causes:
- Fabry–Pérot interference
- mode-field mismatch between fibre and waveguide
- wavelength offsets from instrument triggering and clock differences
After correcting for them, I built correlations, with stated prediction uncertainty, that let wafer results estimate single-die performance.
For production repeatability I added alignment checks with conditional realignment, settling and averaging controls, and standardised electrical-probe calibration.
3.4 · Software
Control software built for production.
The control platform is written in C#/.NET with WPF and OpenCV. I set its architecture around modular drivers that keep supplier-specific hardware separate from reusable test workflows, so the same test logic runs on different hardware configurations. I stay hands-on in its development. What it does:
- Factory integration: SECS/GEM, implemented from the HSMS layer up, with equipment states, alarms and reconnection
- Hardware support: drivers for source-measure units, optical power meters, an electrical switch matrix, camera positioners and a DAQ with a pressure sensor
- Calibration and vision: separate wafer and camera calibration, orthogonality correction, and die-map navigation
- Production reliability: automatic stage and database recovery, long-run stability, a vacuum interlock and traceable motion logs
- Test execution: recipes with versioned sequences recorded on every run, progress estimates, configurable pass/fail analysis, and STIF wafer-map export
Alongside it, I built a Python framework for organising and analysing wafer-test data. It covers spectra, split ratios, ring and MZI responses, photodiode I-V and responsivity, statistics, outlier screening and wafer maps, from wafer level down to each channel.
Specialties behind this system
Go deeper into the expertise this work draws on.
Test automation
Instruments, sequencing and data in one programThe production control software, alongside the LabVIEW measurement systems I built in research.Active thermal control
Closed-loop temperature control from 300 K to 2 KClosed-loop temperature control and thermal debug, the same problems as a thermal chuck under a wafer.Vacuum
High vacuum in the cryostats I builtVacuum design and pumping from my cryostat and deposition work.High-speed test
Bandwidth, eye diagrams and BERThe on-wafer RF bandwidth test I integrated, and the 224 Gb/s eye-diagram and BER plan.4.1 · Results at a glance
What came out of it.
The measure of a test system is whether customers trust its numbers enough to buy it and run their production on it. They did.
- Adoptiondemo → single die → wafer evaluation → purchase
- Productionrunning on customer lines around the clock
- Patentssix pending Singapore applications, as inventor
- Measurement trustwafer-to-die correlation with stated uncertainty
- Deliverydatasheet, installation, commissioning, acceptance
4.2 · Delivery
From the lab to the customer's production line.
I wrote the equipment datasheet and system specifications, then installed and commissioned the systems at customer sites and took them through site acceptance into production. When something failed, in hardware, optics or software, I led the troubleshooting to root cause.
Before that, I took customers from live demonstrations to single-die sample tests to wafer-level evaluation, reviewing results with them and retesting when something didn't add up. What they found went straight back into the fibre arrays, calibration, alignment and software. Competing against established equipment makers with a small team, I built first what proved value to customers.
I also recruit and develop engineers, and work with international suppliers of motion, optics, probes and fibre arrays.
Why it matters to you
What this work says about how I'd work for you.
I lead the whole system
I've led optics, motion, electronics, software and analysis as one system, and I'm accountable when they have to work together.
I get to production quality
Recovery logic, memory stability and interlocks are what keep a tool running 24/7 after a good demo.
I separate device from setup
Before blaming the device, I check the measurement itself, with physical models and controlled retests.
I deliver in the field
I've taken a system from specification through installation to customer acceptance, and kept technical promises honest along the way.