Kerri Cahoy

Prof. Dr. Kerri Cahoy

Department of Aeronautics and Astronautics, Room 37-367, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02139 USA

Research Focus & Metrics

Academic Career Length

14Years (2013-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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13 September 2016 in Optical Engineering
Verified
Journal Article
Open access
PDF file
ECEmily Clements
Emily Clements
RARaichelle Aniceto
Raichelle Aniceto
DBDerek Barnes
Derek Barnes
DCDavid Caplan
David Caplan
JCJames Clark
James Clark
Kerri CahoyKerri Cahoy
Kerri Cahoy
The increasing use of nanosatellites as host platforms for increasingly data-intensive sensors such as hyperspectral imagers or video, drives a need for more power-efficient, higher-rate data downlink capability. CubeSats, the dominant standard for nanosatellites, have limited size, weight, and power, making it difficult to accommodate high gain radio-frequency (RF) antennas. This pushes most CubeSat missions with high data rate needs to use ground stations with large, high-gain apertures (dish diameters ranging from 5 to 20 m). There are also regulatory challenges in obtaining RF licenses with substantial bandwidth for CubeSat missions; even management of the many narrow-bandwidth license requests has become an issue. An alternative to traditional RF communications is desirable for CubeSats.

11 September 2015 in Journal of Astronomical Telescopes, Instruments, and Systems
Verified
Journal Article
Open access
PDF file
TCTimothy Cook
Timothy Cook
Kerri CahoyKerri Cahoy
Kerri Cahoy
SCSupriya Chakrabarti
Supriya Chakrabarti
EDEWAN DOUGLAS
EWAN DOUGLAS
SFSusanna C. Finn
Susanna C. Finn
MSMark Swain
Mark Swain
An exoplanet mission based on a high-altitude balloon is a next logical step in humanity’s quest to explore Earthlike planets in Earthlike orbits orbiting Sunlike stars. The mission described here is capable of spectrally imaging debris disks and exozodiacal light around a number of stars spanning a range of infrared excesses, stellar types, and ages. The mission is designed to characterize the background near those stars, to study the disks themselves, and to look for planets in those systems. The background light scattered and emitted from the disk is a key uncertainty in the mission design of any exoplanet direct imaging mission, thus, its characterization is critically important for future imaging of exoplanets. Cook, Cahoy, Chakrabarti, Douglas, Finn, Kuchner, Lewis, Marinan, Martel, Mawet, Mazin, Meeker, Mendillo, Serabyn, Stuchlik, and Swain: Planetary Imaging Concept Testbed Using a Recoverable Experiment–Coronagraph (PICTURE C)

15 May 2023 in IEEE Transactions on Geoscience and Remote Sensing
Verified
Journal Article
Closed access
VFViolet Felt
Violet Felt
SKShreeyam Kacker
Shreeyam Kacker
JKJoe Kusters
Joe Kusters
JPJohn Pendergrast
John Pendergrast
Kerri CahoyKerri Cahoy
Kerri Cahoy
Small-scale ocean fronts play a significant role in absorbing the excess heat and CO2 generated by climate change, yet their dynamics are not well understood. Existing in-situ and remote sensing measurements of the ocean have inadequate spatial and temporal coverage to map small-scale ocean fronts globally. Additionally, conventional algorithms to generate ocean front maps are computationally intensive and require data with long lead times. We propose machine learning (ML) models to detect temperature and chlorophyll ocean fronts from unprocessed and radiometrically uncorrected satellite imagery by transfer learning from existing models for edge detection. We use two separate datasets: one based on conventional approaches to ocean front detection, and a second based on human annotated ground truth 1 . The deep learning front detection approach significantly reduces the resources and overall lead times needed for detecting ocean fronts. The deep learning models are developed with resource-constrained edge compute platforms like CubeSats in mind, as such platforms can address the spatial and temporal coverage challenges. The highest performing models achieve accuracies of 96% and make predictions in milliseconds using unoptimized desktop CPUs and less than 100 MB of storage; these capabilities are well-suited for CubeSat deployment.

31 May 2019 in Micromachines
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Journal Article
Open access
PDF file
RMRachel Morgan
Rachel Morgan
EDEWAN DOUGLAS
EWAN DOUGLAS
GAGregory Allan
Gregory Allan
PBPaul Bierden
Paul Bierden
SCSupriya Chakrabarti
Supriya Chakrabarti
Kerri CahoyKerri Cahoy
Kerri Cahoy
Micro-Electro-Mechanical Systems (MEMS) Deformable Mirrors (DMs) enable precise wavefront control for optical systems. This technology can be used to meet the extreme wavefront control requirements for high contrast imaging of exoplanets with coronagraph instruments. MEMS DM technology is being demonstrated and developed in preparation for future exoplanet high contrast imaging space telescopes, including the Wide Field Infrared Survey Telescope (WFIRST) mission which supported the development of a 2040 actuator MEMS DM. In this paper, we discuss ground testing results and several projects which demonstrate the operation of MEMS DMs in the space environment. The missions include the Planet Imaging Concept Testbed Using a Recoverable Experiment (PICTURE) sounding rocket (launched 2011), the Planet Imaging Coronagraphic Technology Using a Reconfigurable Experimental Base (PICTURE-B) sounding rocket (launched 2015), the Planetary Imaging Concept Testbed Using a Recoverable Experiment - Coronagraph (PICTURE-C) high altitude balloon (expected launch 2019), the High Contrast Imaging Balloon System (HiCIBaS) high altitude balloon (launched 2018), and the Deformable Mirror Demonstration Mission (DeMi) CubeSat mission (expected launch late 2019). We summarize results from the previously flown missions and objectives for the missions that are next on the pad. PICTURE had technical difficulties with the sounding rocket telemetry system. PICTURE-B demonstrated functionality at >100 km altitude after the payload experienced 12-g RMS (Vehicle Level 2) test and sounding rocket launch loads. The PICTURE-C balloon aims to demonstrate 10 - 7 contrast using a vector vortex coronagraph, image plane wavefront sensor, and a 952 actuator MEMS DM. The HiClBaS flight experienced a DM cabling issue, but the 37-segment hexagonal piston-tip-tilt DM is operational post-flight. The DeMi mission aims to demonstrate wavefront control to a precision of less than 100 nm RMS in space with a 140 actuator MEMS DM.

21 November 2018 in Optical Engineering
Verified
Journal Article
Open access
PDF file
OČOndrej Čierny
Ondrej Čierny
Kerri CahoyKerri Cahoy
Kerri Cahoy
As more complex and data-intensive instruments get incorporated into nanosatellite mission designs, such as multiband radiometers1 or hyperspectral imagers,2 the downlink demand of these satellites can rapidly grow up to a point where it becomes impractical to use traditional radio-frequency communications. Laser communication (lasercom) is a contender to overcome this bottleneck and provide higher throughput communications while reducing the necessary volume, weight, and power requirements on the satellite platforms. Because nanosatellite resources are highly constrained, these benefits can allow for new mission concepts.

1 May 2023 in The Planetary Science Journal
Verified
Journal Article
Open access
PPPaula Do Vale Pereira
Paula Do Vale Pereira
MDMichael J. Durka
Michael J. Durka
BHBartholomew P. Hogan
Bartholomew P. Hogan
KRKristof Richmond
Kristof Richmond
MSMiles W. E. Smith
Miles W. E. Smith
WSWilliam C. Stone
William C. Stone
Accessing the potentially habitable subsurface waters of Ocean Worlds requires a robotic ice probe (or “cryobot”) to traverse tens of kilometers of ice with temperatures ranging from ∼100 to 273 K. Designing and planning such a mission requires understanding ice probe behavior as a function of the local environment and design parameters. We present experimental results of two laboratory melt probes in cryogenic (79 K) and warm (253 K) ice. The melt probe tested in warm ice had multiple adjustable heaters, enabling optimization of the system's efficiency. The melt probes tested in cryogenic ice operated in vacuum and had internal tether spools, allowing for experimental confirmation of hole closure and the creation of a pressurized pocket with liquid water around the probe. These melt probes were tested at power levels ranging from 120 to 1135 W, achieving descent speeds between 5.3 and 59 cm hr−1. By analyzing the relationship between power and speed using analytical and high-fidelity numerical models, we demonstrate progress in understanding melt probe performance. We distinguish between the previously confounding terms of probe operational inefficiency and analytical model inaccuracy, allowing us to understand the range of applicability of the analytical models and demonstrate the importance of controlling heat distribution in cryobot design. The validated models show that while numerical models may be required to describe the behavior of short probes descending in limited-size laboratory test beds, the performance of efficient cryobots designed for operation on Ocean Worlds can be predicted by analytical models within 5% error.