
STOP CONSONANT CLASSIFICTION
USING RECURRANT NEURAL NETWORKS
David Auerbach (physics), Swarthmore College
Advisors: Ahmed M. Abdelatty Ali, Dr. Jan Van der Spiegel, Dr.
Paul Mueller
ABSTRACT
This paper describes the use of recurrent neural networks for phoneme recognition.
Spectral, Bark scaled, and cepstral representations for input to the networks are
discussed, and an additional input based on algorithmically defined features is described
that can also be used as input for phoneme recognition. Neural networks with recurrent
hidden layers of various sizes are trained to determine, using the various input
representations, whether a stop consonant is voiced or unvoiced, and whether the stop
consonant is labial, alveolar, or palatal. For voicing detection the peak accuracy was 75%
of the phonemes not used to train the network identified correctly, and for placement of
articulation, the peak accuracy was 78.5% of the testing set identified correctly. Using
the algorithmically defined features and a three-layer feedforward network, an average
accuracy of 80% for voicing and 78% for placement of articulation. Implications of these
results and further research needed are discussed.
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Flat Contacts for Carbon Nanotube
Circuits
Ian J. Gelfand (MSE), University of Pennsylvania
NSF Summer Undergraduate Fellowship in Sensor Technologies
Advisors Prof. Alan T. "Charlie" Johnson, Dr. J. Hone
ABSTRACT
We attempted to construct flat contacts for carbon nanotube circuits using a
mechanical polishing process. These contacts were built on an oxidized silicon wafer by
etching trenches in the oxide surface. These trenches were then filled with Au and
polished down to nanometer flatness. It is hoped that these contacts will allow us to
assemble molecular circuits in a controlled manner.
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Photolithographic
Processes for Creating a Proximity Sensor in Low Temperature Co-Fired Ceramic Tapes
NSF Summer Undergraduate Fellowships in Sensor Technology (SUNFEST)
Jason Gillman (EE) University of Pennsylvania
Advisors: Dr. J.J. Santiago-Aviles, P. Espinoza
Abstract
This paper describes two photolithographic processes for patterning Low Temperature
Co-Fired Ceramic (LTCC) tapes. The processes involve the use of two types of LTCC tape. In
one case photoformable tape is used, and in the other, DuPont 951Ò
tape coupled with DuPont RistonÒ 9015, a dry photoresist, is
used. Although a full 8-layer sensor was not completed using either method, single spirals
were fabricated and compared to past sensors fabricated using other methods. The parasitic
resistance of a single spiral fabricated by the photolithographic methods was 20% of that
found in spirals fabricated using screen-printing. The process steps used in creating the
spirals as well as important parameters are discussed, and suggestions for improvements in
the process are made.
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Identifying Key Phoneme
Features in Spectrograms
Patrick Lu (Electrical Engineering), Princeton University
NSF Summer Undergraduate Fellowship in Sensor Technologies
Advisors: Ahmed M. Abdelatty Ali, Dr. Jan Van der Spiegel, Dr. Paul Mueller
ABSTRACT
Spectrograms carry all necessary information for
reliable human and computer perception of speech. This paper discusses the importance of
spectrogram features used by a recognition algorithm developed by Ali et al. as they
relate to human perception. Features, including MNSS, burst frequency, formant
transitions, voicing onset time, and voicing/unvoicing information are defined and their
importance to computer stop consonant recognition described. Confirming many previous
findings, burst frequency and formant transitions were found to be most important in the
perception of speech synthesized from spectrograms while other features played a secondary
role. Software tools developed that should facilitate other similar investigations are
described.
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AN LTCC HYBRID PRESSURE TRANSDUCER FOR HIGH
TEMPERATURE APLICATIONS
Jolymar González-Esteves (Mechanical
Engineering)
University of Puerto Rico, Mayaguez Campus
Advisors: Dr. Jorge SantiagoAvilés and *Patricio Espinoza
Low Temperature Co-fired Ceramic (LTCC) and thick film technology, with
their mechanical, electrical, and thermal properties make them an appropriate choice for
the development of a pressure transducer. This research designs a pressure transducer
using LTCC and thick film technology. We show the relation between the size of the
diaphragm and resistance to pressure. We determine the best position of the
piezo-resistors, which are accommodated forming a Wheatstone bridge. Two of the
piezo-resistors measure the deflection on the tangential axis, and the other two measure
the deflection on the radial axis. By using the Wheatstone bridge we can obtain more
accuracy in the output of the transducer.
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AN ARCHITECTURE FOR A MODULAR ROBOT
Kapil Kedia, MEAM, University of Pennsylvania
Vincent Marshall, EE, University of Pennsylvania
Collaborators: Darnel Degand and Robert Breslawski
Advisor: Dr. James Ostrowski (Mech. Eng.)
This paper describes the design of an architecture to construct and
control a modular robot. This architecture is to serve as a logical and electrical
framework for a small mobile robot that has logical and functional separation between its
modules. This architecture has a master/slave scheme, where a master "brain"
module controls multiple function modules. The communication between the master and the
slaves takes place over a serial bus on which the master initiates all communication in
order to avoid bus access problems. The architecture was tested using BASIC Stamp II and
PIC microprocessors. Testing with both actuator and sensor modules was successful when
using this hardware.
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MODULAR ROBOTIC LOCOMOTION SYSTEMS
Darnel Degand (Mechanical Engineering), University of Pennsylvania
Advisors: Dr. Jim Ostrowski, Robert Breslawski
Collaborators: Kapil Kedia, Vincent Marshall
This project concerns the development of modular components that can be
used to quickly put together robotic locomotion devices. This system will allow a single
robot to complete multiple tasks or navigate through various terrain simply by changing
its configuration. The modules will include modular connectors that can be easily detached
and reattached from the mainframe, allowing one module to be replaced with another.
Several applications include walking, climbing, and possibly swimming. This will lead to
decreased costs because a single modular robot will be used in place of many specific
robots. Work has been done on developing a leg module that includes three degrees of
freedom; hip rotation, raising the leg, and bending the knee driven by three motors.
CAD/CAM tools are presently being utilized to generate the basic modules in a manner that
allows for easy production and assembly of multiple units. The modular legs can be plugged
onto a main body to rapidly configure a robot with four, six, or more. Software modules
that can be tailored to the given modular configuration will be developed.
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BUILDING A LOCK-IN AMPLIFIER FOR A NETWORK
SENSOR SYSTEM
Catherine Reynoso (Computer Science), Hampton
University
Advisors: Dr. Jay Zemel and Carlos Lopez
Our project is part of an effort to network an array of sensors to
monitor the flow distribution in a duct. It involves the fusion of several powerful
software-based information extraction instruments (nodes) with a set of pyroelectric
sensors. The pyroelectric anemometer sensors function by responding to local changes in
the flow of gas. The program, which will be later installed into the microcontroller to
carry out the computations for the system is referred to as the lock-in amplifier. Our
project specifically focuses on the development of the lock-in amplifier for one of these
independent nodes.
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Presentation Slides (pdf - 191 KB)
A COMMUNICATION SYSTEM FOR UNDERWATER
COOPERATIVE ROBOTS
Philip Schwartz (Physics and Chemical Engineering) University of
Pennsylvania
Advisors: Dr. P. Bloomfield, Drexel University, Dr. S. Frankel, University of Pennsylvania
A system allowing underwater robots to communicate was developed using
ultrasonic transducers sending out a signature pulse of 5 bits to enable recognition of
each individual robot. Steel tubes were fabricated to house ultrasonic transmitting and
receiving transducers. The design affords electrical shielding of the electrical signals
and the amplification electronics. The electronics were designed to be able to send in an
energizing signal and send out the amplified received signal using only one line. Power
for the amplifiers and the electrical pulses that activate the transducers to emit
acoustic pulses were sent in over a BNC cable, and acoustic pulses received by the
transducers and transformed into electrical signals were amplified and transmitted to
recording electronics. The transducers were made of piezoelectric polyvinylidene fluoride
(PVDF) and were backed with an inert PVDF cylinder. The outside electrode of the
transducer was grounded to the steel tube and the inside electrode was connected to the
wire using conductive epoxy. Signals were transmitted to the transducers using a C program
and an arbitrary function generator. Signals were received from the transducers using a 20
MHz National Instruments NI5102 digital oscilloscope card for PCI bus and Virtual Bench
2.1.1 software. The hardware and software were tested to ensure capability of interpreting
the received signals. The signals output by the function generator were created using
Arbitrary Waveform Creation software. The electronics were designed and diagrammed in an
iterative procedure using P-Spice.
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(*) Graduate Students
FRACTAL ANTENNA ARRAYS
Héctor E. Dimas - (Electrical Engineering),
University of Pennsylvania
NSF/AMP Summer Undergraduate Research
Advisors: Dr. Dwight L. Jaggard, Aaron D. Jaggard, *Omar Manuar
This research involves the overlaps of antenna theory, fractal
geometry, and numerical calculations. Its goal is to investigate how random or periodic
antenna array geometry can be improved through the use of fractals. Using a program we
developed in Matlab, we plotted the radiation of linear/planar antenna arrays. We were
able to correctly analyze radiation of three two-dimensional arrays. Another program whose
purpose was to generate fractals was used to allow us to characterize the radiation
properties of periodic and random arrays.
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