| United States Patent Application |
20050144005
|
| Kind Code
|
A1
|
|
Kennedy, Philip R.
|
June 30, 2005
|
System and method for speech generation from brain activity
Abstract
In a method of assisting a subject to generate speech, at least one first
neural impulse is sensed from a first preselected location in the
subject's brain. A first preselected sound is associated with the first
neural impulse. The first preselected sound is generated in an audible
format. In an apparatus for assisting the subject to generate speech, at
least one sensor senses a neural impulse in the subject's brain and
generates a signal representative thereof. An electronic speech generator
generates a phoneme in response to the generation of the signal. An audio
system generates audible sounds corresponding to the phoneme based upon
the signal received from the speech generator.
| Inventors: |
Kennedy, Philip R.; (Duluth, GA)
|
| Correspondence Name and Address:
|
BRYAN W. BOCKHOP, ESQ.
2375 MOSSY BRANCH DR.
SNELLVILLE
GA
30078
US
|
| Serial No.:
|
007380 |
| Series Code:
|
11
|
| Filed:
|
December 8, 2004 |
| U.S. Current Class: |
704/271; 704/E13.008; 704/E15.041 |
| U.S. Class at Publication: |
704/271 |
| Intern'l Class: |
G10L 015/00 |
Goverment Interests
[0002] This invention was made with support from the U.S. government under
grant number 1R43DC007050-01 awarded by the National Institutes of
Health. The government may have certain rights in the invention.
Claims
What is claimed is:
1. A method of assisting a subject to generate sounds, comprising the
steps of: a. sensing at least one first neural impulse from a first
preselected location in the subject's brain; b. associating a first
preselected sound with the first neural impulse; and c. generating the
first preselected sound in an audible format.
2. The method of claim 1, wherein the first preselected sound corresponds
to a first phoneme.
3. The method of claim 1, wherein the first preselected sound corresponds
to a note of a first frequency.
4. The method of claim 1, wherein the first neural impulse comprises a
first action potential.
5. The method of claim 4, further comprising the step of detecting a
second action potential detected at the first preselected location of the
subject's brain.
6. The method of claim 5, further comprising the step of a. associating a
second preselected sound, different from the first preselected sound,
with the second action potential; and b. generating the second
preselected sound in an audible format.
7. The method of claim 6, wherein the second preselected sound corresponds
to a second phoneme, different from the first phoneme.
8. The method of claim 1, wherein the first neural impulse comprises a
local field potential.
9. The method of claim 1, further comprising the step of implanting a
neural electrode into the preselected location of the subject's brain,
wherein the sensing step comprises sensing the neural impulse at the
neural electrode.
10. The method of claim 9, wherein the neural electrode implanting step
comprises the step of implanting a neurotrophic electrode.
11. The method of claim 2, further comprising the steps of: a. sensing at
least one second neural impulse from a second preselected location,
different from the first preselected location, of the subject's brain; b.
associating a second preselected phoneme, different from the first
preselected phoneme, with the second neural impulse; and c. generating an
audible sound corresponding to the second preselected phoneme.
12. The method of claim 11, wherein the second neural impulse comprises a
local field potential.
13. The method of claim 11, wherein the second neural impulse comprises an
action potential.
14. The method of claim 1, further comprising the steps of: a. performing
a functional MRI scan of the subject's brain while the subject executes a
mental exercise, thereby determining at least one area of brain activity
during the mental exercise; and b. applying an electrode to the area of
brain activity to sense neural impulses.
15. The method of claim 1, wherein the sensing step comprises sensing a
preselected set of a plurality of different action potentials at the
first preselected location of the subject's brain.
16. A method of assisting a subject to generate speech, comprising the
steps of: a. sensing a plurality of neural impulses from a plurality of
locations in the subject's brain; b. associating a preselected sound with
a predetermined pattern of neural impulses; and c. generating the
preselected sound in an audible format.
17. The method of claim 16, wherein the neural impulses comprise action
potentials.
18. The method of claim 16, wherein the neural impulses local field
potentials.
19. The method of claim 16, wherein the preselected sound comprises a
phoneme.
20. The method of claim 16, wherein the preselected sound comprises a
frequency.
21. A method of enabling communication with a subject, comprising the
steps of: a. performing a functional MRI scan of the subject's brain
while the subject is executing a predetermined mental exercise so as to
determine a first location in the subject's brain where neural activity
occurs while the subject is executing the mental exercise; b. implanting
an electrode in the subject's brain at the first location; c. training
the subject to associate a desire to express a predetermined phoneme with
an action potential generated at the first location in the subject's
brain; d. sensing the action potential at the electrode; and e.
generating an audible sound corresponding to the predetermined phoneme in
response to the sensing of the action potential.
22. The method of claim 21, further comprising the steps of: a.
determining at least one second location in the subject's brain where
neural activity occurs while the subject is executing a portion of the
mental exercise; b. implanting a second electrode in the subject's brain
at the second location; c. training the subject to associate a desire to
express second predetermined phoneme with a second action potential
generated at the second location in the subject's brain; d. sensing the
second action potential; and e. generating a second audible sound
corresponding to the second predetermined phoneme in response to the
sensing of the second action potential.
23. The method of claim 21, further comprising the steps of: a. training
the subject to associate a desire to express second predetermined phoneme
with a second action potential generated at the first location in the
subject's brain; b. sensing the second action potential; and c.
generating a second audible sound corresponding to the second
predetermined phoneme in response to the sensing of the second action
potential.
24. An apparatus for assisting a subject to generate speech based upon
electrical activity in the brain, comprising: a. at least one sensor that
senses a neural impulse in the subject's brain and generates a signal
representative thereof; b. an electronic speech generator that generates
a phoneme in response to the generation of the signal; and c. an audio
system that generates audible sounds corresponding to the phoneme based
upon the signal received from the speech generator.
25. The apparatus of claim 24, wherein the neural impulse comprises a
local field potential.
26. The apparatus of claim 24, wherein the neural impulse comprises a
neuronal discharge.
27. The apparatus of claim 24, wherein the neural impulse comprises an
action potential.
28. The apparatus of claim 27, wherein the sensor is capable of sensing a
plurality of action potentials in the subject's brain and is capable of
generating a corresponding plurality of signals, each representative of a
different one of the plurality of action potentials, and wherein the
electronic speech generator generates a different phoneme in response to
each of the plurality of signals, so that the audio system is capable of
generating audible sounds that correspond to a plurality of different
phonemes in a sequence.
29. The apparatus of claim 24, wherein the sensor comprises an implanted
electrode.
30. The apparatus of claim 29, wherein the implanted electrode comprises a
neurotrophic electrode.
31. The apparatus of claim 24, wherein the electronic speech generator
comprises a computer programmed to detect an action potential sensed by
the sensor.
32. The apparatus of claim 31, wherein the computer is further programmed
to associate an action potential with a specific phoneme.
33. The apparatus of claim 32, wherein the computer is further programmed
to generate audible sounds that correspond to the specific phoneme.
Description
CROSS-REFERENCE TO RELATED APPLICATION
[0001] This application claims the benefit of U.S. Provisional Application
Ser. No. 60/527,943, filed Dec. 8, 2003, the entirety of which is hereby
incorporated by this reference.
BACKGROUND OF THE INVENTION
[0003] 1. Field of the Invention
[0004] The present invention relates to medical systems and, more
specifically, to a system for generating speech and other sounds based on
neural impulses.
[0005] 2. Description of the Prior Art
[0006] Locked-in syndrome is a condition in which the subject has little
or no motor control of the muscles needed to generate speech. In such a
subject, communication may be effected by sensing eye movements. In one
communication method, the movement of the subject's eye is correlated to
a table of letters displayed on a computer screen and the subject spells
out words by looking at the letters that forth the words that the subject
wants to communicate. The result may be fed into a speech generator,
which makes sounds corresponding to the words indicated by the subject.
Alternately, inputs other than eye movement, such as motor-neural
impulses, may be used to facilitate communications. In such systems, the
input may control a cursor that moves over letters or icons on a computer
screen and if the cursor rests on a letter for a sufficient amount of
time, then the letter is added to a string of letters that eventually
forms a word.
[0007] Such systems are limited in that they take a considerable amount of
time to generate even simple words and they require the subject to expend
extra mental effort in determining which letters are needed and the
location of the letters on the table.
[0008] The region of the brain associated with speech generation is
referred to as "Broca's area." Generally, when one speaks, neuronal
discharges form electrical spikes in the neurons in Broca's area. These
discharges may be sensed from the local axons, where they are referred to
as "action potentials." Several different action potentials may be sensed
in one location, with each different action potential possibly
corresponding to a different mental action.
[0009] Currently, no system measures neuronal discharges or action
potentials in the brain and transforms them directly into sounds such as
phonemes, the most fundamental sounds that form words. Generating
phonemes directly from action potentials in Broca's area would result in
nearly real-time generation of speech. Giving a subject the ability to
generate speech in a natural way would greatly facilitate communication
between the subject and the outside world.
[0010] Therefore, there is a need for a speech generation system and
method that employs a real-time natural mental process for the generation
of sounds.
SUMMARY OF THE INVENTION
[0011] The disadvantages of the prior art are overcome by the present
invention which, in one aspect, is a method of assisting a subject to
generate speech in which at least one first neural impulse is sensed from
a first preselected location in the subject's brain. A first preselected
sound is associated with the first neural impulse. The first preselected
sound is generated in an audible format.
[0012] In another aspect, the invention is a method of assisting a subject
to generate sounds in which a plurality of neural impulses is sensed from
a plurality of locations in the subject's brain. A preselected sound is
associated with a predetermined pattern of neural impulses. The
preselected sound is generated in an audible format.
[0013] In another aspect, the invention is a method of enabling
communication with a subject in which a functional MRI scan of the
subject's brain is performed while the subject is executing a
predetermined mental exercise so as to determine a first location in the
subject's brain where neural activity occurs while the subject is
executing the mental exercise. An electrode is implanted in the subject's
brain at the first location. The subject is trained to associate a desire
to express a predetermined phoneme with an action potential generated at
the first location in the subject's brain. The action potential is sensed
at the electrode. An audible sound corresponding to the predetermined
phoneme is generated in response to the sensing of the action potential.
[0014] In yet another aspect, the invention is an apparatus for assisting
a subject to generate speech based upon electrical activity in the brain.
At least one sensor senses a neural impulse in the subject's brain and
generates a signal representative thereof. An electronic speech generator
generates a phoneme in response to the generation of the signal. An audio
system generates audible sounds corresponding to the phoneme based upon
the signal received from the speech generator.
[0015] These and other aspects of the invention will become apparent from
the following description of the preferred embodiments taken in
conjunction with the following drawings. As would be obvious to one
skilled in the art, many variations and modifications of the invention
may be effected without departing from the spirit and scope of the novel
concepts of the disclosure.
BRIEF DESCRIPTION OF THE FIGURES OF THE DRAWINGS
[0016] FIG. 1 is a schematic diagram of a neurotrophic electrode.
[0017] FIG. 2 is a schematic diagram of a brain.
[0018] FIG. 3 is an electrode potential vs. time graph of several action
potentials.
[0019] FIG. 4 is a schematic diagram of an apparatus according to the
invention.
[0020] FIG. 5 is a flow diagram of a method according to the invention.
DETAILED DESCRIPTION OF THE INVENTION
[0021] A preferred embodiment of the invention is now described in detail.
Referring to the drawings, like numbers indicate like parts throughout
the views. As used in the description herein and throughout the claims,
the following terms take the meanings explicitly associated herein,
unless the context clearly dictates otherwise: the meaning of "a, " "an,"
and "the" includes plural reference, the meaning of "in" includes "in"
and "on."
[0022] The present invention is for a system and method that records
neural activity in the brains of humans and uses this activity to drive a
speech generator. Such a device requires no intermediate means of speech
generation such as selection of icons or letters on spelling devices.
Instead, activity from individual cortical neural signals is sensed via
an FDA-approved neurotrophic electrode (or other suitable type of
electrode), amplified, transmitted transcutaneously and processed using
spike sorting software. The pulsed outputs of these processed neural
signals drive a speech generator.
[0023] Generally, a subject's brain is mapped using functional MRI during
a mental exercise performed by the subject to determine areas of local
activity in the brain. At least one electrode is implanted in the brain
in the areas of local activity and neural impulses (such as neuronal
discharges or action potentials) are sensed at the electrodes. The
subject is trained to generate specific neural impulses in response to
imagining saying a specific sound, such as a phoneme. Once trained, when
the subject generates a specific neural impulse, the electrode senses it
and transfers it to a computer-controlled sound generator. The computer
associates the neural impulse with a specific sound (such as a phoneme)
and generates an audible version of the sound.
[0024] As shown in FIG. 1, one type of suitable electrode is the
neurotrophic electrode 10, available from Neural Signals, Inc. of
Atlanta, Ga. Such a neurotrophic electrode 10 includes a hollow glass
cone 12 containing gold recording wires 14 that allow recording from
axons 4 growing from neural cells 2 into the glass cone 12 under the
influence of trophic factors. Changes in electrical potential between the
recording wires 14 are input into an amplifier 16, which generates an
output 18 corresponding to the change. One example of a neurotrophic
electrode is disclosed in U.S. Pat. No. 4,852,573, which is hereby fully
incorporated by reference. The electrode may be implanted in the
subject's brain and transmitted to the computer via a transcutaneously
embedded transmitter. Such a system is described in U.S. patent
application Ser. No. 10/675,703, filed on 30 Sep. 2003 and entitled
"Detecting Neural Signals and Using Same to Drive External Functions,"
which is hereby fully incorporated by reference.
[0025] Other electrodes may be used in the invention. For example, the
Bionic Technologies "Utah" array of 10 by 10 pins has excellent recording
characteristics, although it may not have a great amount of stability and
may not have recordings beyond a few years. Other electrodes (both wired
and wireless) and neural signal scanning apparatuses can likewise be used
in the present invention as would be apparent to one of skill in the art.
[0026] The system may sense action potentials, local field potentials
(which correspond to several action potentials added together), or other
types of neural impulses, such as neuronal spikes and neuronal
discharges.
[0027] Recording from this type of implanted neurotropic electrode has
produced action potentials that display robust signal-to-noise ratios
over long time periods. The neurotrophic electrode has allowed paralyzed
and mute (locked-in) subjects to control computers and thus communicate
using computer generated speech. The neurotrophic electrode can utilize
an FDA-approved (and biologically compatible) recording system that uses
transcutaneous FM transmission of the amplified signals and thus no
wires. Further, the neurotrophic electrode may be powered by air gap
induction coils, obviating the need for batteries. In prior
implementations, the neurotrophic electrode system was implanted in
locked-in humans to provide them with control of a switch or a computer
cursor, thus restoring communication (with or without synthetic speech
generated from data input), Internet access, environmental control and so
on. Its stability is due to the in-growth of neurites that become
myelinated axons growing through a hollow glass tip of the electrode and
connecting to the neuropil outside each end of the cone. These
connections hold the electrode tip within the brain substance.
[0028] As shown in FIG. 2, a functional MRI scan of the subject's brain 20
may reveal several areas 22 of activity when the subject performs a
predetermined mental exercise. Such an exercise could include having the
subject attempt to say a list of specific phonemes or other sounds.
[0029] As shown in FIG. 3, impulses from axons, generate action potentials
30. Different action potentials 30 are denoted by different line
patterns. A single electrode may sense several different action
potentials, with each action potential corresponding to a different
mental task.
[0030] A typical apparatus is shown in FIG. 4, in which the subject 110
has several electrodes 112 implanted. The electrodes 112 transmit neural
impulses via a radio signal to a receiver 134 that is coupled to a
computer 130. The receiver 134 may be coupled to the computer 130
through, for example, a PCMCIA card. The computer 130 is programmed to
receive a neural impulse, determine which type of neural impulse has been
received, find a sound that corresponds to the specific neural impulse
and generate the sound through an audio system that includes a speech
generator and a speaker 132, or other sound producing device.
[0031] The system may detect specific action potentials to generate
phonemes, or it may associate patterns of action potentials with
phonemes. For example a specific combination of action potentials from
one electrode, or several different electrodes, may be paired with a
specific phoneme.
[0032] In one speech generating embodiment, as shown in FIG. 5, the
subject imagines a phoneme thereby generating one or more action
potentials 202. The action potentials (or other neural signals) are
digitized and input to the computer 204. The computer detects specific
action potentials 206 and matches them to corresponding phonemes 208. The
subject is trained to generate a set of phonemes 210 through a feedback
process in which the subject imagines saying a phoneme and hears the
result from the computer. Through several repetitions, the subject pairs
generating specific action potentials with corresponding phonemes. The
subject is then trained to generate different phonemes in sequence,
thereby creating words 212. At this point, the subject is able to
generate audible words 214 and, thereby, communicate with others.
[0033] In this embodiment, each neural pulse is linked to the production
of a single phoneme. Thus, firing of a single pulse from Broca's area of
the brain will result in the production of a single phonemic sound, while
the pattern of sequential firings will result in the production of
combinations of sounds to form words.
[0034] The invention allows direct speech generation from brain activity
without the need of an intermediate data input or interface. In one
embodiment, the human speech area is localized using functional MRI in
speaking and locked-in subjects. Then at least two neurotrophic
electrodes are implanted into the brain of the subject. Several robust
neural signals are sensed and outputted to a phonemic generator and the
subject is trained to control these phonemes until words are
intelligible. Learning curves for the production of intelligible speech
can be created accordingly. The invention can also include implanting
multiple electrodes into the subject, and enlarging the phonemic library
while training the subjects to control a diverse and increasing number of
phonemes so as to produce an increasing number of words.
[0035] While the system may produce phonemes, the system can also pair
neural impulses with other sounds, such as specific frequencies or
musical notes.
[0036] In one experimental application, data from test subject shows that
multiple action potentials are available providing adequate data
bandwidth (i.e., number of data channels) for production of complex data
such as speech. The data was analyzed using the Off-Line Sorter,
available from Plexon Inc., Dallas, Tex., a set of tools for signal
separation. In the analysis, contour mapping was primarily used. The
analog data was digitized and the action potentials were separated in
time bins ranging from 1.2 or 4.8 msec depending on pre- and post-wave
shape analysis requirements. Each separated action potential was then
represented as a point in 2D or 3D space according to a choice of
parameters including peak to trough amplitude, peak amplitude or valley
amplitude, slice 1 and 2 (the waveform height at a selected point in
time), and timestamp (particularly useful in the 3D mode). Having
separated the action potentials, a .nex file was created for analysis on
the NeuroExplorer (NEX) program. Alternatively, parameter files (.tpl)
are created for sorting of other data files. Data files used are from
Plexon digitized data (.ddt) and DataWave acquired data (.uff). The NEX
program allows analysis in both the time and frequency domains. In the
time domain we commonly build rate histograms, interspike interval
histograms, peri-event histograms, rasters and crosscorrelograms. In the
frequency domain, a power spectral density is built. All these analyses
can handle large data sets.
[0037] In one experimental embodiment, all MRI experiments were conducted
on a 3T whole body scanner (Philips Intera). Blood oxygenation level
dependent (BOLD) images were collected using T2* weighted gradient echo
planar imaging (EPI) method with TR/TE/angle=3000 ms/40 ms/90.degree.,
field of view (FOV) of 240.times.240 mm and matrix of 96.times.96 pixels,
reconstructed to 128.times.128. High resolution Ti-weighted spin echo
anatomical images were collected with TR/TE/angle=500 ms/20
ms/90.degree., FOV of 240.times.240 mm and matrix of 256.times.256 pixels
at the same slice locations as EPI. For both T1 weighted imaging and EPI,
28 oblique axial slices approximately parallel to the AC-PC line with 4
mm thickness, 0 gap, was selected to cover the whole brain. In addition,
high resolution 3D T1 weighted gradient echo imaging was obtained using
isotropic voxel size (1 mm) for surface and volume rendering of the brain
in order to better visualize and localize activated brain region and
assist surgical plan.
[0038] Functional images were processed and analyzed using a statistical
parametric mapping algorithm implemented in SPM99 program (produced by
the Welcome Department of Cognitive Neurology, London, UK). EPI images
were realigned to the first image of the series using a rigid-body
transformation procedure, corrected for motion artifacts. The
high-resolution T1 and EPI template images were co-registered. A general
linear model was applied to the time-course of activation of each voxel
to obtain a statistical map. The statistical maps then were extracted at
defined threshold and superimposed on the T1 weighted anatomical images.
Both functional maps and T1 weighted images were used as references for
NE implant surgery. This task has been tested and yielded robust
activation in Broca's area.
[0039] In one embodiment, the following electrode implantation technique
is employed: Immediately prior to surgery, an anatomic MRI is performed
with fiducial markers in place on the scalp. After general anesthesia and
stabilization of the head, the 3D frameless stereotaxy system is used to
localize the target and hence determine the final location of the scalp
incision. After standard sterilization of the skin, the scalp is incised
and craniotomy performed. The brain is exposed after opening the dura and
the final gyral target is localized using the frameless stereotaxy system
again. The implant site will be identified in reference to fMRI data.
Trophic factor filled Neurotrophic Electrodes (NEs) are approximated to
the cortex whose pia has been incised and guided into position under the
microscope to a depth of 5 to 6 mms below the cortical surface at an
angle of 45 degrees to the planar surface of the gyrus. The outer (or
upper) end of the NE is pushed below the surface and then covered with
gelfoam until the craniotomy opening is a bed of gelfoam. This is covered
with acrylic cement after the NE connectors have been connected to the
electronics. All is covered with acrylic and the wound is closed in
layers. A drain is usually not utilized.
[0040] After the electrodes are implanted and secured to the skull at the
craniotomy opening (see below), the electronic module is implanted on the
skull and connected to the electrodes. The electronic module contains two
or three amplifiers (with about 1,000.times. gain), FM transmitters and
calibration systems. These are powered by a power induction coil with a
rectifier and regulator to supply .+-.5 volts. This avoids implanting
batteries and can allow implantation for the lifetime of the subject. The
devices are built using surface mount components and covered with
insulating Elvax Polymer (DuPont Nemours) covered with a tough Silastic
coat for mechanical protection. The system is contoured to the shape of
the skull.
[0041] Recordings begin when the incision has completely healed usually in
about three weeks. The power induction coil is approximated to the scalp
over the inner coil and set at its transmission frequency near 1 MHz.
Receiving antennae are placed close to the scalp and Win Radio system
(available from Win Radio Inc.) used to tune them. The signals are routed
to an amplifier with about 10 or 20 times gain and filter settings of 500
to 5,000 Hz for Action potentials. The data is archived on a DDS tape
recorder (from Cygnus Inc.) for offline analysis.
[0042] Offline data analysis is achieved using Plexon Inc's (Dallas, Tex.)
Off-Line Sorter. The results of these analyses provide information on
which action potentials fire independently. These can be selected for the
online spike sort program.
[0043] The output of the Plexon Online Spike Sort program is fed to the
PCMCIA card of a laptop computer. It is first channeled to the Plexon
computer for online processing that includes signal separation using
Plexon Inc's Spike Sort Program. The pulse outputs are directed to the
PCMCIA card into our MC software that accepts pulses. The software looks
at 50 ms of signal at a time. If a spike is detected within that time
period then the phoneme sound byte is triggered. Each sound byte will
have an approximate duration of 250 ms. If one or more spikes are
detected before the sound byte has finished playing, the sound byte will
be repeated immediately to simulate an "extended" sound. If no spikes are
detected during the repeated playback, then the output will stop once the
sound byte has completed playing. In this manner, a sound will be played
for as long as spikes are detected. In this way the duration and playback
of each phoneme is determined by the timing of the spikes. Each spike
from the Plexon Spike Sorter will be routed into a different channel on
the PCMCIA card--ideally, one for each of the phonemes in the English
language.
[0044] The action potentials with the best match for the three initial
sounds are located by looking at their correlations, and then only the
best-matched action potentials are selected using the Spike Sort program
and they are output to the laptop phonemic generator with auditory
feedback to the subject, thus closing the aural feedback loop which is
essential for learning. At first, only one action potential will be
allowed through and it will produce the phoneme whenever it fires. The
subject learns to control the firing at a rhythmic 1 hertz rate, such as
to the beat of metronome or other device. When the subject has reached
proficiency at a rate of 1 hertz with an error tolerance of about 10%,
the subject will be trained to fire the other action potentials, such as
those matched to sounds "o" and "u". When the subject has learned these
individual tasks, all three sounds will be fed back to the subject, thus
closing the aural loop. The rate of the subject learning to "speak" will
be dependent on several factors including willingness of the subject to
learn, the choice of well matched action potentials, and the
"cleanliness" of the sorted spikes.
[0045] The English language has 44 phonemes, but not all are needed for
intelligible speech production. More Neurotrophic Electrodes can be
implanted in the subject over time to allow further phoneme creation.
[0046] The above described embodiments are given as illustrative examples
only. It will be readily appreciated that many deviations may be made
from the specific embodiments disclosed in this specification without
departing from the invention. Accordingly, the scope of the invention is
to be determined by the claims below rather than being limited to the
specifically described embodiments above.
* * * * *