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Data trust methodology: a blockchain-based approach to instrumenting complex systems

August 5, 2020
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Technical Report
Author:
Gerald C. Augeri
…
Published in:
MIT Lincoln Laboratory Report TR-1256
Topic:
cryptography
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Summary

Increased data sharing and interoperability has created challenges in maintaining a level of trust and confidence in Department of Defense (DoD) systems. As tightly-coupled, unique, static, and rigorously validated mission processing solutions have been supplemented with newer, more dynamic, and complex counterparts, mission effectiveness has been impacted. On the one hand, newer deeper processing with more diverse data inputs can offer resilience against overconfident decisions under rapidly changing conditions. On the other hand, the multitude of diverse methods for reaching a decision may be in apparent conflict and decrease decision confidence. This has sometimes manifested itself in the presentation of simultaneous, divergent information to high-level decision makers. In some important specific instances, this has caused the operators to be less efficient in determining the best course of action. In this paper, we will describe an approach to more efficiently and effectively leverage new data sources and processing solutions, without requiring redesign of each algorithm or the system itself. We achieve this by instrumenting the processing chains with an enterprise blockchain framework. Once instrumented, we can collect, verify, and validate data processing chains by tracking data provenance using smart contracts to add dynamically calculated metadata to an immutable and distributed ledger. This noninvasive approach to verification and validation in data sharing environments has the power to improve decision confidence at larger scale than manual approaches, such as consulting individual developer subject matter experts to understand system behavior. In this paper, we will present our study of the following: 1. Types of information (i.e., knowledge) that are supplied and leveraged by decision makers and operational contextualized data processes (Figure 1) 2. Benefits to verifying data provenance, integrity, and validity within an operational processing chain 3. Our blockchain technology framework coupled with analytical techniques which leverage a verification and validation capability that could be deployed into existing DoD data-processing systems with insignificant performance and operational interference.
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Summary

Increased data sharing and interoperability has created challenges in maintaining a level of trust and confidence in Department of Defense (DoD) systems. As tightly-coupled, unique, static, and rigorously validated mission processing solutions have been supplemented with newer, more dynamic, and complex counterparts, mission effectiveness has been impacted. On the one...

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Data trust methodology: a blockchain-based approach to instrumenting complex systems

Pixel-processing imager development for directed energy applications

August 26, 2013
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Conference Paper
Author:
Jeffrey W. Little
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Published in:
Directed Energy Systems Symposium, 26-29 August 2013.
Topic:
lasers
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Summary

Tactical high-energy laser (HEL) systems face a range of imaging-related challenges in wavefront sensing, acquiring and tracking targets, selecting the HEL aimpoint, and assessing lethality. Accomplishing these functions in a timely fashion may be limited by competing requirements on total field of regard, target resolution, signal to noise, and focal plane readout bandwidth. In this paper, we explore the applicability of an emerging pixel-processing imager (PPI) technology to these challenges. The on-focal-plane signal processing capabilities of the MIT Lincoln Laboratory PPI technology have recently been extended in support of directed energy applications. We describe this work as well as early results from a new PPI-based short-wave-infrared focal plane readout capable of supporting diverse applications such as low-latency Shack-Hartmann wavefront sensing, centroid computation, and Fitts correlation tracking.
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Summary

Tactical high-energy laser (HEL) systems face a range of imaging-related challenges in wavefront sensing, acquiring and tracking targets, selecting the HEL aimpoint, and assessing lethality. Accomplishing these functions in a timely fashion may be limited by competing requirements on total field of regard, target resolution, signal to noise, and focal...

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Pixel-processing imager development for directed energy applications

Time delay integration and in-pixel spatiotemporal filtering using a nanoscale digital CMOS focal plane readout

November 1, 2009
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Journal Article
Author:
Brian M. Tyrrell
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Published in:
IEEE Trans. on Electron Devices, Vol. 56, No. 11, November 2009, pp. 2516-2533.
Topic:
image processing
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Summary

A digital focal plane array (DFPA) architecture has been developed that incorporates per-pixel full-dynamic-range analog-to-digital conversion and orthogonal-transfer-based realtime digital signal processing capability. Several long-wave infrared-optimized pixel processing focal plane readout integrated circuit (ROIC) designs have been implemented, each accommodating a 256 x 256 30-um-pitch detector array. Demonstrated in this paper is the application of this DFPA ROIC architecture to problems of background pedestal mitigation, wide-field imaging, image stabilization, edge detection, and velocimetry. The DFPA architecture is reviewed, and pixel performance metrics are discussed in the context of the application examples. The measured data reported here are for DFPA ROICs implemented in 90-nm CMOS technology and hybridized to HgxCd1-xTe (MCT) detector arrays with cutoff wavelengths ranging from 7 to 14.5 m and a specified operating temperature of 60 K-80 K.
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Summary

A digital focal plane array (DFPA) architecture has been developed that incorporates per-pixel full-dynamic-range analog-to-digital conversion and orthogonal-transfer-based realtime digital signal processing capability. Several long-wave infrared-optimized pixel processing focal plane readout integrated circuit (ROIC) designs have been implemented, each accommodating a 256 x 256 30-um-pitch detector array. Demonstrated in this...

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Time delay integration and in-pixel spatiotemporal filtering using a nanoscale digital CMOS focal plane readout

InP-based single-photon detector arrays with asynchronous readout integrated circuits

October 1, 2008
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Journal Article
Author:
James B. Glettler
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Published in:
Opt. Eng., Vol. 47, No. 10, 1 October 2008.
Topic:
integrated circuit
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R&D group:

Summary

We have developed and demonstrated a highduty- cycle asynchronous InGaAsP-based photon counting detector system with near-ideal Poisson response, roomtemperature operation, and nanosecond timing resolution for near-infrared applications. The detector is based on an array of Geiger-mode avalanche photodiodes coupled to a custom integrated circuit that provides for lossless readout via an asynchronous, nongated architecture. We present results showing Poisson response for incident photon flux rates up to 10 million photons per second and multiple photons per 3-ns timing bin.
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Summary

We have developed and demonstrated a highduty- cycle asynchronous InGaAsP-based photon counting detector system with near-ideal Poisson response, roomtemperature operation, and nanosecond timing resolution for near-infrared applications. The detector is based on an array of Geiger-mode avalanche photodiodes coupled to a custom integrated circuit that provides for lossless readout via...

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InP-based single-photon detector arrays with asynchronous readout integrated circuits

Design approaches for digitally dominated active pixel sensors: leveraging Moore's law scaling in focal plane readout design

January 20, 2008
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Conference Paper
Author:
Brian M. Tyrrell
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Published in:
SPIE Vol. 6900, Quantum Sensing and Nanophotonic Devices V, 20-23 January 2008, 69000W.
Topic:
semiconductor (CMOS)
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Summary

Although CMOS technology scaling has provided tremendous power and circuit density benefits for innumerable applications, focal plane array (FPA) readouts have largely been left behind due to dynamic range and signal-to-noise considerations. However, if an appropriate pixel front end can be constructed to interface with a mostly digital pixel, it is possible to develop sensor architectures for which performance scales favorably with advancing technology nodes. Although the front-end design must be optimized to interface with a particular detector, the dominant back end architecture provides considerable potential for design reuse. In this work, digitally dominated long wave infrared (LWIR) active pixel sensors with cutoff wavelengths between 9 and 14.5 um are demonstrated. Two ROIC designs are discussed, each fabricated in a 90-nm digital CMOS process and implementing a 256 x 256 pixel array on a 30-um pitch. In one of the implemented designs, the feasibility of implementing a 15-um pixel pitch FPA with a 500 million electron effective well depth, less than 0.5% non-linearity in the target range and a measured NEdT of less than 50 mK at f/4 and 60 K is demonstrated. Simple on-FPA signal processing allows for a much reduced readout bandwidth requirement with these architectures. To demonstrate the potential for commonality that is offered by a digitally dominated architecture, this LWIR sensor design is compared and contrasted with other digital focal plane architectures. Opportunities and challenges for application of this approach to various detector technologies, optical wavelength ranges and systems are discussed.
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Summary

Although CMOS technology scaling has provided tremendous power and circuit density benefits for innumerable applications, focal plane array (FPA) readouts have largely been left behind due to dynamic range and signal-to-noise considerations. However, if an appropriate pixel front end can be constructed to interface with a mostly digital pixel, it...

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Design approaches for digitally dominated active pixel sensors: leveraging Moore's law scaling in focal plane readout design

Arrays of InP-based avalanche photodiodes for photon counting

July 1, 2007
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Journal Article
Author:
Simon Verghese
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Published in:
IEEE J. Sel. Top. Quantum Electron., Vol. 13, No. 4, July/August 2007, pp. 870-886.
Topic:
photonics
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Summary

Arrays of InP-based avalanche photodiodes (APDs) with InGaAsP absorber regions have been fabricated and characterized in the Geiger mode for photon-counting applications. Measurements of APDs with InGaAsP absorbers optimized for 1.06 um wavelength show dark count rates (DCRs)
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Summary

Arrays of InP-based avalanche photodiodes (APDs) with InGaAsP absorber regions have been fabricated and characterized in the Geiger mode for photon-counting applications. Measurements of APDs with InGaAsP absorbers optimized for 1.06 um wavelength show dark count rates (DCRs)

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Arrays of InP-based avalanche photodiodes for photon counting

A new compact range facility for antenna and radar target measurements

June 1, 2007
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Journal Article
Author:
Michael W. Shields
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Published in:
Lincoln Laboratory Journal, Vol. 16, No. 2, June 2007, pp. 381-391.
Topic:
antennas
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Summary

A new antenna and radar-cross-section measurements facility consisting of four anechoic chambers has recently been constructed at Lincoln Laboratory on Hanscom Air Force Base. One of the chambers is a large compact range facility that operates over the 400 MHz to 100 GHz band, and consists, in part, of a large temperature-controlled rectangular chamber lined with radar-absorbing material that is arranged to reduce scattering; a composite rolled-edge offset-fed parabolic reflector; a robotic multi-feed antenna system; and a radar instrumentation system. Additionally, the compact range facility includes a gantry/crane system that is used to move large antennas and radar targets onto a positioning system that provides the desired aspect angles for measurements of antenna patterns and radar cross section. This compact range system provides unique test capabilities to support rapid prototyping of antennas and radar targets.
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Summary

A new antenna and radar-cross-section measurements facility consisting of four anechoic chambers has recently been constructed at Lincoln Laboratory on Hanscom Air Force Base. One of the chambers is a large compact range facility that operates over the 400 MHz to 100 GHz band, and consists, in part, of a...

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A new compact range facility for antenna and radar target measurements

An end-to-end demonstration of a receiver array based free-space photon counting communications link

August 13, 2006
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Conference Paper
Author:
Pablo I. Hopman
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Published in:
SPIE Vol. 6304, Free-Space Laser Communications VI, 13-17 August 2006, pp. 63040H-1 - 63040H-13.
Topic:
photonics
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Summary

NASA anticipates a significant demand for long-haul communications service from deep-space to Earth in the near future. To address this need, a substantial effort has been invested in developing a free-space laser communications system that can be operated at data rates that are 10-1000 times higher than current RF systems. We have built an endto- end free-space photon counting testbed to demonstrate many of the key technologies required for a deep space optical receiver. The testbed consists of two independent receivers, each using a Geiger-mode avalanche photodiode detector array. A hardware aggregator combines the photon arrivals from the two receivers and the aggregated photon stream is decoded in real time with a hardware turbo decoder. We have demonstrated signal acquisition, clock synchronization, and error free communications at data rates up to 14 million bits per second while operating within 1 dB of the channel capacity with an efficiency of greater than 1 bit per incident photon.
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Summary

NASA anticipates a significant demand for long-haul communications service from deep-space to Earth in the near future. To address this need, a substantial effort has been invested in developing a free-space laser communications system that can be operated at data rates that are 10-1000 times higher than current RF systems...

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An end-to-end demonstration of a receiver array based free-space photon counting communications link

Afterpulsing in Geiger-mode avalanche photodiodes for 1.06um wavelength

March 27, 2006
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Journal Article
Author:
Katharine E. Jensen
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Published in:
Appl. Phys. Lett., Vol. 88, No. 13, 27 March 2006, pp. 133503-1 - 133503-3.
Topic:
photonics
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R&D group:

Summary

We consider the phenomenon of afterpulsing in avalanche photodiodes (APDs) operating in gated and free-running Geiger mode. An operational model of afterpulsing and other noise characteristics of APDs predicts the noise behavior observed in the free-running mode. We also use gated-mode data to investigate possible sources of afterpulsing in these devices. For 30-um-diam, 1.06-um-wavelength InGaAsP/InP APDs operated at 290 K and 4 V overbias, we obtained a dominant trap lifetime of td=0.32 us, a trap energy of 0.11 eV, and a baseline dark count rate 245 kHz.
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Summary

We consider the phenomenon of afterpulsing in avalanche photodiodes (APDs) operating in gated and free-running Geiger mode. An operational model of afterpulsing and other noise characteristics of APDs predicts the noise behavior observed in the free-running mode. We also use gated-mode data to investigate possible sources of afterpulsing in these...

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Afterpulsing in Geiger-mode avalanche photodiodes for 1.06um wavelength

Summary of the EO-1 ALI performance during the first 2.5 years on-orbit

August 3, 2003
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Conference Paper
Author:
Jeffrey A. Mendenhall
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Published in:
SPIE Vol. 5151, Earth Observing Systems VIII, 3-8 August 2003, pp. 574-585.
Topic:
satellites
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Summary

The Advanced Land Imager (ALI) is a VNIR/SWIR, pushbroom instrument that is flying aboard the Earth Observing-1 (EO-1) spacecraft. Launched on November 21, 2000, the objective of the ALI is to flight validate emerging technologies that can be infused into future land imaging sensors. During the first two and one-half years on-orbit, the performance of the ALI has been evaluated using on-board calibrators and vicarious observations. The results of this evaluation are presented here. The spatial performance of the instrument, derived using stellar, lunar, and bridge observations, is summarized. The radiometric stability of the focal plane and telescope, established using solar, lunar, ground truth, and on-board sources, is also provided.
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Summary

The Advanced Land Imager (ALI) is a VNIR/SWIR, pushbroom instrument that is flying aboard the Earth Observing-1 (EO-1) spacecraft. Launched on November 21, 2000, the objective of the ALI is to flight validate emerging technologies that can be infused into future land imaging sensors. During the first two and one-half...

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Summary of the EO-1 ALI performance during the first 2.5 years on-orbit
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