The Libraries will be performing system maintenance to UWSpace on Thursday, March 13th from 12:30 to 5:30 pm (EDT). UWSpace will be unavailable during this time.
 

A Compressive-Sensing-Capable CMOS Electrochemical Capacitance Image Sensor with Two-Dimensional Code-Division-Multiplexed Readout

dc.contributor.authorMcLachlan, Shane
dc.date.accessioned2025-03-04T18:41:23Z
dc.date.available2025-03-04T18:41:23Z
dc.date.issued2025-03-04
dc.date.submitted2025-02-27
dc.description.abstractElectrochemical capacitance imaging is a technique used to observe biological analyte or processes at the surface of an electrode, immersed in an electrolyte, via small changes in capacitance. This technique has various applications in biosensing such as biomedical diagnostics, neural interfaces and DNA sensors. Complimentary metal-oxide-semiconductor (CMOS) technology is well suited for implementing electrochemical capacitance image sen- sors since high spatial resolution electrode arrays and readout circuitry can be integrated on the same chip. This thesis presents the design and simulation of a 256 × 256 pixel electrochemical capacitance image sensor fabricated in a 180-nm analog/mixed-signal CMOS process. Our image sensor features a novel two-dimensional code-division-multiplexed (2D CDM) readout architecture that directly outputs analog coefficients of the 2D Walsh transform of the image. To the best of our knowledge, we are the first to implement true 2D CDM readout in the capacitive image sensor space. For passive-pixel sensors, CDM readout yields a signal-to-noise ratio (SNR) increase over traditional time-division-multiplexed (TDM) readout through integrating orthogonal combinations of all pixels for the entire frame time. Use of the 2D Walsh transform enables compressive sensing at the time of array readout, which is achieved by exploiting the energy compaction property of the Walsh domain. Compressive sensing provides analog lossy image compression that can enable a frame rate increase or power consumption decrease. In addition, our transform domain readout architecture removes the layout requirement for pitch-matched column amplifiers, requiring only one larger column circuit for the full array. Some potential advantages introduced by this include reductions to both amplifier flicker noise and fixed-pattern noise from transistor mismatch. Our sensor uses two-transistor switched-capacitor pixels with a 3.2 × 3.2 μm² work- ing electrode and 3.88 μm grid pitch to enable charge-based capacitance measurement. On-chip 256-bit parallel Walsh code generators enable power efficient orthogonal code generation. Full-chip post-layout analog simulation with a biological capacitance image demonstrates that we can achieve a structural similarity index (SSIM) of 0.875 versus a reference image. SSIM values range from 0 to 1, where 1 indicates complete image similarity.
dc.identifier.urihttps://hdl.handle.net/10012/21492
dc.language.isoen
dc.pendingfalse
dc.publisherUniversity of Waterlooen
dc.subject2D
dc.subjectCDM
dc.subjectcapacitance
dc.subjectimager
dc.subjectCMOS
dc.subjectcode
dc.subjectdivision
dc.subjectmultiplexing
dc.subjectWalsh
dc.subjecttransform
dc.subjectcompressive
dc.subjectcompressed
dc.subjectsensing
dc.subjectsequency
dc.subjectdomain
dc.subjectorthogonal
dc.subjectencoding
dc.subjectreadout
dc.subjectCDMA
dc.subjectbiosensor
dc.subjectelectrochemical
dc.subjectimage sensor
dc.subjectarray
dc.subjectelectrode
dc.subjectelectric double layer
dc.titleA Compressive-Sensing-Capable CMOS Electrochemical Capacitance Image Sensor with Two-Dimensional Code-Division-Multiplexed Readout
dc.typeMaster Thesis
uws-etd.degreeMaster of Applied Science
uws-etd.degree.departmentElectrical and Computer Engineering
uws-etd.degree.disciplineElectrical and Computer Engineering
uws-etd.degree.grantorUniversity of Waterlooen
uws-etd.embargo.terms2 years
uws.contributor.advisorLevine, Peter
uws.contributor.affiliation1Faculty of Engineering
uws.peerReviewStatusUnrevieweden
uws.published.cityWaterlooen
uws.published.countryCanadaen
uws.published.provinceOntarioen
uws.scholarLevelGraduateen
uws.typeOfResourceTexten

Files

Original bundle

Now showing 1 - 1 of 1
No Thumbnail Available
Name:
McLachlan_Shane.pdf
Size:
45.8 MB
Format:
Adobe Portable Document Format

License bundle

Now showing 1 - 1 of 1
No Thumbnail Available
Name:
license.txt
Size:
6.4 KB
Format:
Item-specific license agreed upon to submission
Description: