489 research outputs found
NASA Space Engineering Research Center Symposium on VLSI Design
The NASA Space Engineering Research Center (SERC) is proud to offer, at its second symposium on VLSI design, presentations by an outstanding set of individuals from national laboratories and the electronics industry. These featured speakers share insights into next generation advances that will serve as a basis for future VLSI design. Questions of reliability in the space environment along with new directions in CAD and design are addressed by the featured speakers
Fault detection in operating helicopter drive train components based on support vector data description
The objective of the paper is to develop a vibration-based automated procedure dealing with early detection of
mechanical degradation of helicopter drive train components using Health and Usage Monitoring Systems (HUMS) data. An anomaly-detection method devoted to the quantification of the degree of deviation of the mechanical state of a component from its nominal condition is developed. This method is based on an Anomaly Score (AS) formed by a combination of a set of statistical features correlated with specific damages, also known as Condition Indicators (CI), thus the operational variability is implicitly included in the model through the CI correlation. The problem of fault detection is then recast as a one-class classification problem in the space spanned by a set of CI, with the aim of a global differentiation between normal and anomalous observations, respectively related to healthy and supposedly faulty components. In this paper, a procedure based on an efficient one-class classification method that does not require any assumption on the data distribution, is used. The core of such an approach is the Support Vector Data Description (SVDD), that allows an efficient data description without the need of a significant amount of statistical data. Several analyses have been carried out in order to validate the proposed procedure, using flight vibration data collected from a H135, formerly known as EC135, servicing helicopter, for which micro-pitting damage on a gear was detected by HUMS and assessed through visual inspection. The capability of the proposed approach of providing better trade-off between false alarm rates and missed detection rates with respect to individual CI and to the AS obtained assuming jointly-Gaussian-distributed CI has been also analysed
Techniques of Energy-Efficient VLSI Chip Design for High-Performance Computing
How to implement quality computing with the limited power budget is the key factor to move very large scale integration (VLSI) chip design forward. This work introduces various techniques of low power VLSI design used for state of art computing. From the viewpoint of power supply, conventional in-chip voltage regulators based on analog blocks bring the large overhead of both power and area to computational chips. Motivated by this, a digital based switchable pin method to dynamically regulate power at low circuit cost has been proposed to make computing to be executed with a stable voltage supply. For one of the widely used and time consuming arithmetic units, multiplier, its operation in logarithmic domain shows an advantageous performance compared to that in binary domain considering computation latency, power and area. However, the introduced conversion error reduces the reliability of the following computation (e.g. multiplication and division.). In this work, a fast calibration method suppressing the conversion error and its VLSI implementation are proposed. The proposed logarithmic converter can be supplied by dc power to achieve fast conversion and clocked power to reduce the power dissipated during conversion. Going out of traditional computation methods and widely used static logic, neuron-like cell is also studied in this work. Using multiple input floating gate (MIFG) metal-oxide semiconductor field-effect transistor (MOSFET) based logic, a 32-bit, 16-operation arithmetic logic unit (ALU) with zipped decoding and a feedback loop is designed. The proposed ALU can reduce the switching power and has a strong driven-in capability due to coupling capacitors compared to static logic based ALU. Besides, recent neural computations bring serious challenges to digital VLSI implementation due to overload matrix multiplications and non-linear functions. An analog VLSI design which is compatible to external digital environment is proposed for the network of long short-term memory (LSTM). The entire analog based network computes much faster and has higher energy efficiency than the digital one
Design for pre-bond testability in 3D integrated circuits
In this dissertation we propose several DFT techniques specific to 3D
stacked IC systems. The goal has explicitly been to create techniques that
integrate easily with existing IC test systems. Specifically, this means
utilizing scan- and wrapper-based techniques, two foundations
of the digital IC test industry.
First, we describe a general test architecture for 3D ICs. In this
architecture, each tier of a 3D design is wrapped in test control logic that
both manages tier test
pre-bond and integrates the tier into the large test architecture post-bond.
We describe a new kind of boundary scan to provide the necessary test control
and observation of the partial circuits, and we propose
a new design methodology for test hardcore that ensures both pre-bond functionality
and post-bond optimality. We present the application of these techniques to
the 3D-MAPS test vehicle, which has proven their effectiveness.
Second, we extend these DFT techniques to circuit-partitioned designs. We find
that boundary scan design is generally sufficient, but that some 3D designs require
special DFT treatment. Most importantly, we demonstrate that the functional
partitioning inherent in 3D design can potentially decrease the total test cost
of verifying a circuit.
Third, we present a new CAD algorithm for designing 3D test wrappers. This algorithm
co-designs the pre-bond and post-bond wrappers to simultaneously minimize test
time and routing cost. On average, our algorithm utilizes over 90% of the wires
in both the pre-bond and post-bond wrappers.
Finally, we look at the 3D vias themselves to develop a low-cost, high-volume
pre-bond test methodology appropriate for production-level test. We describe
the shorting probes methodology, wherein large test probes are used to contact
multiple small 3D vias. This technique is an all-digital test method that
integrates seamlessly into existing test flows. Our
experimental results demonstrate two key facts: neither the large capacitance
of the probe tips nor the process variation in the 3D vias and the probe tips
significantly hinders the testability of the circuits.
Taken together, this body of work defines a complete test methodology for
testing 3D ICs pre-bond, eliminating one of the key hurdles to the
commercialization of 3D technology.PhDCommittee Chair: Lee, Hsien-Hsin; Committee Member: Bakir, Muhannad; Committee Member: Lim, Sung Kyu; Committee Member: Vuduc, Richard; Committee Member: Yalamanchili, Sudhaka
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