This slide is about the basic theories of Neurotechnology.
It shows
1. An overview of this area
- Market value, etc
2. Basic knowledge
- Types of neurotechnologies
- Basics of neuroscience
- software engineering.
3. Use cases with neurotechnologies.
Medical research is published with tremendous speed, making it nearly impossible for a doctor to keep up. Artificial Intelligence could be the answer. The growing amounts of available data enables the use of artificial intelligence in health care, as well as the increasingly sophisticated machine learning algorithms. Yet relatively little of these methods are used in health care.
AI in Healthcare | Future of Smart Hospitals Renee Yao
In this talk, I specifically talk about how NVIDIA healthcare AI software and hardware were used to support healthcare AI startups' innovation. Three startups featured: Caption Health, Artisight, and Hyperfine. Audience: healthcare systems CXOs.
Medical research is published with tremendous speed, making it nearly impossible for a doctor to keep up. Artificial Intelligence could be the answer. The growing amounts of available data enables the use of artificial intelligence in health care, as well as the increasingly sophisticated machine learning algorithms. Yet relatively little of these methods are used in health care.
AI in Healthcare | Future of Smart Hospitals Renee Yao
In this talk, I specifically talk about how NVIDIA healthcare AI software and hardware were used to support healthcare AI startups' innovation. Three startups featured: Caption Health, Artisight, and Hyperfine. Audience: healthcare systems CXOs.
As the power of modern computers grows alongside our understanding of the human brain, we move ever closer to making some pretty spectacular science fiction into reality. Imagine transmitting signals directly to someone's brain that would allow them to see, hear or feel specific sensory inputs. Consider the potential to manipulate computers or machinery with nothing more than a thought. It isn't about convenience, for severely disabled people, development of a brain-computer interface (BCI) could be the most important technological breakthrough in decades.
A Brain-computer interface, sometimes called a direct neural interface or a brain-machine interface, is a direct communication pathway between a brain and an external device. It is the ultimate in development of human-computer interfaces or HCI. BCIs being the recent development in HCI there are many realms to be explored. After experimentation three types of BCIs have been developed namely Invasive BCIs, Partially-invasive BCIs, Non-invasive BCIs.
Big Data Analytics for Smart Health CareEshan Bhuiyan
Healthcare big data refers to the vast quantities of data that is now available to healthcare providers.
As a response to the digitization of healthcare information and the rise of value-based care, the industry has taken advantage of big data and analytics to make strategic business decisions.
Brain-computer interface (BCI) is a collaboration between a brain and a device that enables signals from the brain to direct some external activity, such as control of a cursor or a prosthetic limb. The interface enables a direct communications pathway between the brain and the object to be controlled. In the case of cursor control
Artificial intelligence enters the medical fieldRuchi Jain
In the medical and health field, artificial intelligence can help reduce the cost of ongoing health operations, and can have an impact on the quality of medical care for patients everywhere. By diagnosing diseases earlier, AI can also improve patient outcomes. No matter how you look at it, artificial intelligence has great potential in healthcare.
10 Common Applications of Artificial Intelligence in HealthcareTechtic Solutions
List of 10 Common Applications of Artificial Intelligence that explain how artificial intelligence is used in healthcare and why it is necessary? To read briefly all common applications of artificial intelligence in healthcare then visit at https://www.techtic.com/blog/applications-of-ai-in-healthcare/
Neuralink white-paper. Elon Musk & Neuralink
Abstract
Brain-machine interfaces (BMIs) hold promise for the restoration of sensory and motor function and
the treatment of neurological disorders, but clinical BMIs have not yet been widely adopted, in part
because modest channel counts have limited their potential. In this white paper, we describe Neuralink’s first steps toward a scalable high-bandwidth BMI system. We have built arrays of small and
flexible electrode “threads”, with as many as 3,072 electrodes per array distributed across 96 threads.
We have also built a neurosurgical robot capable of inserting six threads (192 electrodes) per minute.
Each thread can be individually inserted into the brain with micron precision for avoidance of surface vasculature and targeting specific brain regions. The electrode array is packaged into a small
implantable device that contains custom chips for low-power on-board amplification and digitization: the package for 3,072 channels occupies less than (23 × 18.5 × 2) mm3
. A single USB-C cable
provides full-bandwidth data streaming from the device, recording from all channels simultaneously.
This system has achieved a spiking yield of up to 85.5 % in chronically implanted electrodes. Neuralink’s approach to BMI has unprecedented packaging density and scalability in a clinically relevant
package.
Powerpoint presentation on Brain Computer Interface (BCI), giving a brief introduction of the technology and then giving an overview of its working and its applications.
Each slide has notes added to it to help describe what the slide is about.
The mind-to-movement system that allows a quadriplegic man to control a computer using only his thoughts is a scientific milestone. It was reached, in large part, through the brain gate system. This system has become a boon to the paralyzed. The Brain Gate System is based on Cyber kinetics platform technology to sense, transmit, analyze and apply the language of neurons. The principle of operation behind the Brain Gate System is that with intact brain function, brain signals are generated even though they are not sent to the arms, hands and legs.The signals are interpreted and translated into cursor movements, offering the user an alternate Brain Gate pathway to control a computer with thought,just as individuals who have the ability to move their hands use a mouse. The 'Brain Gate' contains tiny spikes that will extend down about one millimetre into the brain after being implanted beneath the skull,monitoring the activity from a small group of neurons.It will now be possible for a patient with spinal cord injury to produce brain signals that relay the intention of moving the paralyzed limbs,as signals to an implanted sensor,which is then output as electronic impulses. These impulses enable the user to operate mechanical devices with the help of a computer cursor. Matthew Nagle,a 25-year-old Massachusetts man with a severe spinal cord injury,has been paralyzed from the neck down since 2001.After taking part in a clinical trial of this system,he has opened e-mail,switched TV channels,turned on lights
As the power of modern computers grows alongside our understanding of the human brain, we move ever closer to making some pretty spectacular science fiction into reality. Imagine transmitting signals directly to someone's brain that would allow them to see, hear or feel specific sensory inputs. Consider the potential to manipulate computers or machinery with nothing more than a thought. It isn't about convenience, for severely disabled people, development of a brain-computer interface (BCI) could be the most important technological breakthrough in decades.
A Brain-computer interface, sometimes called a direct neural interface or a brain-machine interface, is a direct communication pathway between a brain and an external device. It is the ultimate in development of human-computer interfaces or HCI. BCIs being the recent development in HCI there are many realms to be explored. After experimentation three types of BCIs have been developed namely Invasive BCIs, Partially-invasive BCIs, Non-invasive BCIs.
Big Data Analytics for Smart Health CareEshan Bhuiyan
Healthcare big data refers to the vast quantities of data that is now available to healthcare providers.
As a response to the digitization of healthcare information and the rise of value-based care, the industry has taken advantage of big data and analytics to make strategic business decisions.
Brain-computer interface (BCI) is a collaboration between a brain and a device that enables signals from the brain to direct some external activity, such as control of a cursor or a prosthetic limb. The interface enables a direct communications pathway between the brain and the object to be controlled. In the case of cursor control
Artificial intelligence enters the medical fieldRuchi Jain
In the medical and health field, artificial intelligence can help reduce the cost of ongoing health operations, and can have an impact on the quality of medical care for patients everywhere. By diagnosing diseases earlier, AI can also improve patient outcomes. No matter how you look at it, artificial intelligence has great potential in healthcare.
10 Common Applications of Artificial Intelligence in HealthcareTechtic Solutions
List of 10 Common Applications of Artificial Intelligence that explain how artificial intelligence is used in healthcare and why it is necessary? To read briefly all common applications of artificial intelligence in healthcare then visit at https://www.techtic.com/blog/applications-of-ai-in-healthcare/
Neuralink white-paper. Elon Musk & Neuralink
Abstract
Brain-machine interfaces (BMIs) hold promise for the restoration of sensory and motor function and
the treatment of neurological disorders, but clinical BMIs have not yet been widely adopted, in part
because modest channel counts have limited their potential. In this white paper, we describe Neuralink’s first steps toward a scalable high-bandwidth BMI system. We have built arrays of small and
flexible electrode “threads”, with as many as 3,072 electrodes per array distributed across 96 threads.
We have also built a neurosurgical robot capable of inserting six threads (192 electrodes) per minute.
Each thread can be individually inserted into the brain with micron precision for avoidance of surface vasculature and targeting specific brain regions. The electrode array is packaged into a small
implantable device that contains custom chips for low-power on-board amplification and digitization: the package for 3,072 channels occupies less than (23 × 18.5 × 2) mm3
. A single USB-C cable
provides full-bandwidth data streaming from the device, recording from all channels simultaneously.
This system has achieved a spiking yield of up to 85.5 % in chronically implanted electrodes. Neuralink’s approach to BMI has unprecedented packaging density and scalability in a clinically relevant
package.
Powerpoint presentation on Brain Computer Interface (BCI), giving a brief introduction of the technology and then giving an overview of its working and its applications.
Each slide has notes added to it to help describe what the slide is about.
The mind-to-movement system that allows a quadriplegic man to control a computer using only his thoughts is a scientific milestone. It was reached, in large part, through the brain gate system. This system has become a boon to the paralyzed. The Brain Gate System is based on Cyber kinetics platform technology to sense, transmit, analyze and apply the language of neurons. The principle of operation behind the Brain Gate System is that with intact brain function, brain signals are generated even though they are not sent to the arms, hands and legs.The signals are interpreted and translated into cursor movements, offering the user an alternate Brain Gate pathway to control a computer with thought,just as individuals who have the ability to move their hands use a mouse. The 'Brain Gate' contains tiny spikes that will extend down about one millimetre into the brain after being implanted beneath the skull,monitoring the activity from a small group of neurons.It will now be possible for a patient with spinal cord injury to produce brain signals that relay the intention of moving the paralyzed limbs,as signals to an implanted sensor,which is then output as electronic impulses. These impulses enable the user to operate mechanical devices with the help of a computer cursor. Matthew Nagle,a 25-year-old Massachusetts man with a severe spinal cord injury,has been paralyzed from the neck down since 2001.After taking part in a clinical trial of this system,he has opened e-mail,switched TV channels,turned on lights
Smart Brain Wave Sensor for Paralyzed- A Real Time ImplementationSiraj Ahmed
ABSTRACT
As the title of the paper indicates about brainwaves and its uses for various applications based on their frequencies and different parameters which can be implemented as real time application with the title a smart brain wave sensor system for paralyzed patients. Brain wave sensing is to detect a person's mental status. The purpose of brain wave sensing is to give exact treatment to paralyzed patients. The data or signal is obtained from the brainwaves sensing band. This data are converted as object files using Visual Basics. The processed data is further sent to Arduino which has the human's behavioral aspects like emotions, sensations, feelings, and desires. The proposed device can sense human brainwaves and detect the percentage of paralysis that the person is suffering. The advantage of this paper is to give a real-time smart sensor device for paralyzed patients with paralysis percentage for their exact treatment.
Keywords:-Brainwave sensor, BMI, Brain scan, EEG, MCH.
Brain mapping can capture a window of brain activity. The brain is a multi-billion neuron organ. Neurons communicate with every cell in your body. It is carried by electrical impulses that form brain waves. This application helps us analyze your brainwaves and find ways to improve communication across different brain regions.
Brain wave, neuroscience, brain activity, EEG technology, understanding brain waves
Understanding the complexities of the human brain has been a longstanding challenge for scientists and researchers. One fascinating aspect of studying the brain is analyzing its electrical activity, known as brain waves. These rhythmic patterns of neural activity provide valuable insights into various cognitive processes and emotional states.
BRAIN MACHINE INTERFACE SYSTEM FOR PERSON WITH QUADRIPLEGIA DISEASEEditor IJCATR
Brain Machine Interface (BMI) system is very
helpful technique for the disabled and handicapped
person to express their emotion and feeling to someone
else with the help of EEG Signals coming out of our
brain. As we know that, the human brain is made up of
billions of interconnected neurons about the size of a
pinhead. As neurons interact with each other, patterns
manifest as singular thoughts such as a math calculation.
As a by-product, every interaction between neurons
creates a miniscule electrical discharge, measurable by
EEG (electroencephalogram) machines. This system
enables people with severe motor disabilities to send
command to electronic devices by help of their brain
waves. These signals can be used to control any
electronic devices like mouse cursor of the computer, a
wheel chair, a robotic arm etc. The research in this area of
BCI system (or BMI) uses the sequence of 256 channel
EEG data for the analysis of the EEG signals coming out
of our brain by using tradition gel based multi sensor
system, which is very bulky and not convenient to use in
real time application. So this particular work proposes a
convenient system to analyze the EEG signals, which
uses few dry sensors as compared to the tradition gel
based multi sensor system with wireless transmission
technique for capturing the brain wave patterns and
utilizing them for their application. The goal of this
research is to improve quality of life for those with severe
disabilities.
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Ramesh Iyer
In today's fast-changing business world, Companies that adapt and embrace new ideas often need help to keep up with the competition. However, fostering a culture of innovation takes much work. It takes vision, leadership and willingness to take risks in the right proportion. Sachin Dev Duggal, co-founder of Builder.ai, has perfected the art of this balance, creating a company culture where creativity and growth are nurtured at each stage.
DevOps and Testing slides at DASA ConnectKari Kakkonen
My and Rik Marselis slides at 30.5.2024 DASA Connect conference. We discuss about what is testing, then what is agile testing and finally what is Testing in DevOps. Finally we had lovely workshop with the participants trying to find out different ways to think about quality and testing in different parts of the DevOps infinity loop.
Accelerate your Kubernetes clusters with Varnish CachingThijs Feryn
A presentation about the usage and availability of Varnish on Kubernetes. This talk explores the capabilities of Varnish caching and shows how to use the Varnish Helm chart to deploy it to Kubernetes.
This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
PHP Frameworks: I want to break free (IPC Berlin 2024)Ralf Eggert
In this presentation, we examine the challenges and limitations of relying too heavily on PHP frameworks in web development. We discuss the history of PHP and its frameworks to understand how this dependence has evolved. The focus will be on providing concrete tips and strategies to reduce reliance on these frameworks, based on real-world examples and practical considerations. The goal is to equip developers with the skills and knowledge to create more flexible and future-proof web applications. We'll explore the importance of maintaining autonomy in a rapidly changing tech landscape and how to make informed decisions in PHP development.
This talk is aimed at encouraging a more independent approach to using PHP frameworks, moving towards a more flexible and future-proof approach to PHP development.
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Tobias Schneck
As AI technology is pushing into IT I was wondering myself, as an “infrastructure container kubernetes guy”, how get this fancy AI technology get managed from an infrastructure operational view? Is it possible to apply our lovely cloud native principals as well? What benefit’s both technologies could bring to each other?
Let me take this questions and provide you a short journey through existing deployment models and use cases for AI software. On practical examples, we discuss what cloud/on-premise strategy we may need for applying it to our own infrastructure to get it to work from an enterprise perspective. I want to give an overview about infrastructure requirements and technologies, what could be beneficial or limiting your AI use cases in an enterprise environment. An interactive Demo will give you some insides, what approaches I got already working for real.
Connector Corner: Automate dynamic content and events by pushing a buttonDianaGray10
Here is something new! In our next Connector Corner webinar, we will demonstrate how you can use a single workflow to:
Create a campaign using Mailchimp with merge tags/fields
Send an interactive Slack channel message (using buttons)
Have the message received by managers and peers along with a test email for review
But there’s more:
In a second workflow supporting the same use case, you’ll see:
Your campaign sent to target colleagues for approval
If the “Approve” button is clicked, a Jira/Zendesk ticket is created for the marketing design team
But—if the “Reject” button is pushed, colleagues will be alerted via Slack message
Join us to learn more about this new, human-in-the-loop capability, brought to you by Integration Service connectors.
And...
Speakers:
Akshay Agnihotri, Product Manager
Charlie Greenberg, Host
Key Trends Shaping the Future of Infrastructure.pdfCheryl Hung
Keynote at DIGIT West Expo, Glasgow on 29 May 2024.
Cheryl Hung, ochery.com
Sr Director, Infrastructure Ecosystem, Arm.
The key trends across hardware, cloud and open-source; exploring how these areas are likely to mature and develop over the short and long-term, and then considering how organisations can position themselves to adapt and thrive.
Essentials of Automations: Optimizing FME Workflows with ParametersSafe Software
Are you looking to streamline your workflows and boost your projects’ efficiency? Do you find yourself searching for ways to add flexibility and control over your FME workflows? If so, you’re in the right place.
Join us for an insightful dive into the world of FME parameters, a critical element in optimizing workflow efficiency. This webinar marks the beginning of our three-part “Essentials of Automation” series. This first webinar is designed to equip you with the knowledge and skills to utilize parameters effectively: enhancing the flexibility, maintainability, and user control of your FME projects.
Here’s what you’ll gain:
- Essentials of FME Parameters: Understand the pivotal role of parameters, including Reader/Writer, Transformer, User, and FME Flow categories. Discover how they are the key to unlocking automation and optimization within your workflows.
- Practical Applications in FME Form: Delve into key user parameter types including choice, connections, and file URLs. Allow users to control how a workflow runs, making your workflows more reusable. Learn to import values and deliver the best user experience for your workflows while enhancing accuracy.
- Optimization Strategies in FME Flow: Explore the creation and strategic deployment of parameters in FME Flow, including the use of deployment and geometry parameters, to maximize workflow efficiency.
- Pro Tips for Success: Gain insights on parameterizing connections and leveraging new features like Conditional Visibility for clarity and simplicity.
We’ll wrap up with a glimpse into future webinars, followed by a Q&A session to address your specific questions surrounding this topic.
Don’t miss this opportunity to elevate your FME expertise and drive your projects to new heights of efficiency.
UiPath Test Automation using UiPath Test Suite series, part 3DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 3. In this session, we will cover desktop automation along with UI automation.
Topics covered:
UI automation Introduction,
UI automation Sample
Desktop automation flow
Pradeep Chinnala, Senior Consultant Automation Developer @WonderBotz and UiPath MVP
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
4. Self introduction
Hayato Waki
(https://wakkihaya.com)
A senior student at University of Tsukuba.
Writer at NeurotechJP
Ex: Co-founder and engineer at startups in Japan and U.S.
https://facebook.com/waki.hayato.1 https://linkedin.com/in/wakkihaya/ https://github.com/wakkihaya
6. Market in Neurotechnology
$25b+
has been invested in
neurotech companies
450+
companies
in neurotech area
650+
investors
in neurotech area
Source: analytics.neurotech.com
9. Country-based brain projects
EU
“Human Brain Project”
(2013)
China 🇨🇳
“China Brain Project”
(2016)
U.S. 🇺🇸
“Brain Initiative”
(2013)
Japan 🇯🇵
“Brain/Minds”
(2014)
10. ‘Decade of the Brain’(U.S.),
cutting-edge research on the
human brain
Elon Musk started Neuralink
with ultra high bandwidth BMI
1990s 2017
2004
Real-time robotic arms control
using brain
(Wessberg J, Nicolelis MAL)
History of Neurotechnology
12. What is neurotechnology?
Neurotechnology has been defined as “the set of
methods and instruments that allow a
direct connection between technical
devices and the nervous system”
(Fuentes, Hidalgo, & Yuste, 2019).
Neurotechnology can be broken down as shown in the right
graph.
Brain-
computer
interface Cognitive
assessment
Gene
therapy
Neural
prostheses
& simulators
Neuro-
feedback
Neuro-
infomatics Neuro-
modulation
Neuro-
monitoring/
imaging
Neuro-
pharmacology
Neuro-
surgery
Mindmap of neurotechnologies
13. Neuromodulation is "changing in nervous activity through the
delivery of stimulus.”
There are several types of neuromodulatory stimuli, each of
which has different properties and uses. The stimulator is a type
of implantable neuromodulation device that is used to send
electrical signals to select areas.
Stimulation types are following:
Deep brain stimulation
Sacral nerve stimulation
Spinal cord stimulation
Vagus nerve stimulation
Transcranial magnetic stimulation
Pharmacological stimulation using drugs.
Neuromodulation
Invasive neuromodulation
Non-invasive neuromodulation
14. Neuroimaging is the use of various techniques to
either directly or indirectly image the structure,
function, or pharmacology of the nervous system.
Neuroimaging/monitoring
MRI scan
uses a magnetic field
and radio waves
PET scan
uses a radioactive
substance called a tracer
CT scan
uses a X-ray
Neuromonitoring is used to assess the functional
integrity of the brain, brainstem, spinal cord, or
peripheral and cranial nerves.
EEG(Electroencephalography)
measures electrical activity
generated by cortical
layers of the brain
MEG(Magnetoencephalography)
maps brain activity by
recording magnetic fields
produced by electrical currents
15. Cognitive assessment is a practice designed to help
people improve their brain and cognitive development,
social cognition, and increase vocational capabilities.
It refers to the targeted improvement and expansion of
cognitive and affective abilities based on an
understanding of their basic neurobiology in healthy
people who do not have mental illnesses.
Cognitive assessment
16. Neurofeedback is a human enhancement technique aimed at providing cognitive
improvements in psychological variables such as memory, attention, processing speed
or executive functions.
Neurofeedback works by showing patients information about their brain wave activity,
they can learn to change their brain waves. Neurofeedback therapy is used to treat
various neurological conditions such as ADHD.
Neurofeedback
17. Brain-computer interfaces (BCI) are systems that allow communication between the brain and
various machines.
They work in three main steps: collecting brain signals, interpreting them, and outputting
commands to a connected machine according to the brain signal received.
Brain-computer interfaces
Non-invasive
The sensors are placed on the scalp
to measure the electrical potentials
produced by EEG or MEG.
Semi-invasive
The electrodes are placed on the
exposed surface of the brain(ECoG).
Invasive
The micro-electrodes are placed
directly into the cortex, measuring
the activity of a single neuron.
18. Neuropharmacology is a branch of study which deals with drugs
that affect the nervous system. It is focused on the development
of compounds that may be of benefit to individuals who suffer
from neurological or psychiatric illness.
Research in the field of neuropharmacology concentrates on the
development of new drugs that can correct chemical imbalances
within the nervous system, as well as assesses their level of
safety and potency for clinical use.
Neuropharmacology
19. Gene therapy is an experimental technique that uses genes to treat or prevent disease. In the future, this
technique may allow doctors to treat a disorder by inserting a gene into a patient’s cells instead of using drugs
or surgery.
Gene therapy
Gene therapies can work by several mechanisms:
● Replacing a disease-causing gene with a healthy copy of
the gene
● Inactivating a disease-causing gene that is not
functioning properly
● Introducing a new or modified gene into the body to
help treat a disease
20. Neural prostheses are a series of devices that can
substitute a motor, sensory or cognitive modality that
might have been damaged as a result of an injury or a
disease.
Neural prosthetic devices have also been developed for
paretic patients, aimed not only at restoring but also to
rehabilitating motor function. Researchers record
signals directly from the brain and connect them to
effectors using technology referred to as a brain–
machine interface.
Neural prostheses
21. Neurosurgery or neurological surgery, known in
common parlance as brain surgery, is the medical
specialty concerned with the prevention, diagnosis,
surgical treatment, and rehabilitation of disorders
which affect any portion of the nervous
system including the brain, spinal cord, central and
peripheral nervous system, and cerebrovascular
system.
Neurosurgery
22. Neuroinformatics is a research field devoted to the development of
neuroscience data and knowledge bases together with computational models
and analytical tools for sharing, integration, and analysis of experimental data
and advancement of theories about the nervous system function.
Neuroinformatics
24. Neuroscience
Neuroscience is the study of how the nervous system
develops, its structure, and what it does.
Neuroscientists focus on the brain and its impact on
behavior and cognitive functions
25. Brain structure (Cerebral lobes)
Frontal lobe
Frontal lobe is generally where higher
executive functions including emotional
regulation, planning, reasoning and
problem solving occur.
Temporal lobe
Temporal lobe contains regions
dedicated to processing sensory
information, particularly important for hearing,
recognizing language, and forming memories.
Parietal lobe
Parietal lobe are responsible for
integrating sensory information,
including touch, temperature,
pressure and pain.
Occipital lobe
Occipital lobe is the major visual
processing centre in the brain. The primary
visual cortex, also known as V1, receives
visual information from the eyes.
26. Brain structure (cont.)
Brainstem
Brainstem serves a critical role in regulating certain
involuntary actions of the body, including heartbeat
and breathing. It also provides the main motor
and sensory nerve supply to the face and
neck.
Cerebellum
Cerebellum plays an important role in motor
control. It may also be involved in some cognitive
functions such as attention and language as well as
emotional control such as regulating fear and pleasure
responses.
28. Neurons
Cell Body carries genetic
information, maintains the
neuron’s structure, and
provides energy to drive
activities.
Cell Body
Dendrites receive and
process signals from the
axons of other neurons.
Dendrite
An axon is a long, tail-like
structure which joins the cell
body at a specialized junction
called the axon hillock.
Axon
29. Software Engineering
Software engineering, especially machine learning and deep
learning , are important to analyze brain waves data
and to specify what neurons are working for.
30. Types of brain waves
Delta
Sleep,
Dreaming
~ 3Hz
Theta
Drowsiness
4 ~ 6Hz
Alpha
Reflective,
Restful
7 ~ 13Hz
Beta
Busy,
Active mind
14 ~ 23Hz
Gamma
Problem solving,
Concentration
23 ~ Hz
31. How EEG BCIs can be used
Stimulus-Evoked Potentials
Evoked potentials are stereotypical EEG
responses generated by the brain when the
subject is presented with a particular type of
stimulus such as auditory, visual or
somatosensory stimulus.
Slow Cortical Potentials
SCPs are negative or positive
polarizations of EEG that last
from 300ms to several seconds.
Oscillatory Potentials and ERD
When imagine performing a
movement, mu band(8-12 Hz)
decreases, a phenomenon known
as ERD.
Movement-Related
Potentials
MRPs show a slowly increasing negative
potential beginning between 1 and 2s
prior to motor movement.
EEG BCIs
(Non-invasive)
32. Stimulus-Evoked Potentials
P300 Potential
P300 is a positive deflection in the
human event-related potential
that occurs approximately 300ms
after a stimulus.
Auditory Evoked
Potentials
AEP is a type of EEG signal
emanated from the brain scalp by
an acoustical stimulus.
Steady State Visually
Evoked Potential
SSVEP are signals that are natural
responses to visual stimulation at
specific frequencies.
33. Hardware Engineering
Hardware engineering is required in this area because it’s
important to get clean data without noise for non-
invasive BCIs, and to make subjects safe without brain
damages for invasive BCIs.
34. 10-20 system
An electrode capturing brainwave activity is called an EEG
channel. Typical EEG systems can have as few as a single channel
to as many as 256 channels. Electrode placement on the head
adheres to a formal standard called the 10/20 system.
The 10–20 system is an internationally recognized method to
describe and apply the location of scalp electrodes.
36. As computer intelligence gets better, what will be possible when we
interface our brains with computers? It might sound scary, but early
evidence suggests otherwise: interfacing brains with machines can be
helpful in treating traumatic brain injury, repairing spinal cord damage,
and countless other applications.
Bill Maris, founder/CEO of Google Ventures
37. Sensory restoration
Motor restoration
Communication
Brain-controlled wheelchairs
Web browsing and navigating virtual worlds
Education and Learning
Security and Authentication
Gaming and Entertainment
Art
Meditation/ Focus/ Sleep
Medical
Applications
Nonmedical
Applications
Applications of BCIs
38. Sensory restoration
An example of a BCI for
sensory restoration is the
cochlear implant for the deaf.
Medical Applications
Motor restoration
BCIs for motor restoration are
prosthetic devices for amputees
and paralyzed individuals.
Communication
For patients who are unable to
even blink, a BCI can be used
for controlling a cursor in a
menu system or a keyboard.
Brain-Controlled Wheelchairs
A wheelchair using brain
waves can be controlled by
selecting high-level
commands(e.g., go to kitchen).
39. Nonmedical Applications
Imaginary-based BCI for
navigating Google Earth
BCI for choosing one of the commands, “scroll”,
“select”, and “back”.
BCI as an assistive device to
improve students’ concentration
and performance
Measuring the user’s level of attention during
an exercise with Neurosky devices.
BCIs applied to problems in
security such as biometric
identification and authentication
The distinctive alpha rhythm activity from EEG signal is
proposed as a biometric signature for identification.
BCIs for gaming and
entertainment
EEG BCI for the game of Tetris.
Brain-Controlled Art
“The Ascent”: a person is tethered to an EEG and a
harness and must maintain concentration in order
to be lifted into the air.
Meditation based on brain
waves
BCIs such as ”Muse” measure EEG and analyze if
the brain is calm or active.
40. Challenges
Ethics
It is especially the use of brain science outside the
health care system that gives rise to ethical concerns.
Neurotech applications for nonmedical purposes are
sometimes undesirable because of privacy problems.
Noise for data collection
Unwanted signals contained in the main signal can
be termed noise, artifacts, or interference. In EEG-
based BCI applications, noise sources are the
greatest challenge.
Neuroscience
It’s hard to understand where output goes from sensory
input in cognitive level and where input comes from
for motor output, and to define relations between
input and output for higher functions(e.g., memory)
because of unpredictable multiple bypass routes.
User experiences
While neurotechnology has enormous potential to
enhance human-computer interaction, acceptance
depends largely on which adaptive strategies are deployed
and users' perceptions of their utility and effectiveness.
Editor's Notes
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//TODO: There are much more startups to pay attention. So it might be weird to decide numbers of startups like 13.
//TODO: There are much more startups to pay attention. So it might be weird to decide numbers of startups like 13.
//TODO: There are much more startups to pay attention. So it might be weird to decide numbers of startups like 13.
//TODO: There are much more startups to pay attention. So it might be weird to decide numbers of startups like 13.
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Fix along with pdf.
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//TODO: Is it better to add neurons’ activity like an electricity transition?