ArticleslgStudy

computer science

NeuroSky

NeuroSky is a computer science topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand NeuroSky rather than just read about it. In short: NeuroSky, Inc. is a manufacturer of brain-computer interface (BCI) technologies for consumer product applications, which was founded in 2004 in Silicon Valley, California. The company adapts electroencephalography (EEG) and electromyography (EMG) technology to fit a consumer market within a number of fields such as entertainment (toys and games), education, automotive, and health.

NeuroSky — main illustration
NeuroSky — illustration

Key takeaways

  • NeuroSky belongs to computer science; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect NeuroSky to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of NeuroSky from memory before moving on to harder problems.

Reference excerpt

NeuroSky, Inc. is a manufacturer of brain-computer interface (BCI) technologies for consumer product applications, which was founded in 2004 in Silicon Valley, California. The company adapts electroencephalography (EEG) and electromyography (EMG) technology to fit a consumer market within a number of fields such as entertainment (toys and games), education, automotive, and health. NeuroSky technology allows for low-cost EEG-linked research and products by using inexpensive dry sensors; older EEGs require the application of a conductive gel between the sensors and the head. The systems also include built-in electrical "noise" reduction software/hardware, and utilize embedded (chip level) solutions for signal processing and output. Neurosky primarily works as an original equipment manufacturer, or OEM, collaborating with industry partners, developers, and research institutions to deploy the technology into their own products and systems. When NeuroSky has released direct-to-consumer products, such as the MindSet and the MindWave, they are typically designed for maximum flexibility of use through third party and open-source content.

Company timeline 1999: The work behind NeuroSky technology began. 2004: NeuroSky inc. was incorporated in Silicon Valley. 2006: Received early first funding from angel investors. 2007: First round of Venture funding from San Francisco-based WR Hambrecht + Co., Japan-based Marubeni Corp. and Taiwan-based TUVC. So far, the company says it has received nearly $19 million in backing from investors. 2009: Mattel launches the Mindflex toy. 2009: Uncle Milton launches the Star Wars Force Trainer. 2009: NeuroSky launches the MindSet, research and developer multimedia headset and free SDK/developer tools. 2009: In NeuroSky's first two years it raised 6.8 million. 2010: The company has raised 11.8 million in its third round of venture funding. 2011: NeuroSky launches the MindWave, a headset catering directly to the consumer market. 2011: Neurowear demonstrates necomimi, a headband with motorized cat ears based on a MindWave headset.

Technical background

The human brain is made up of billions of interconnected neurons; the patterns of interaction between these neurons are represented as thoughts and emotional states. Every interaction between neurons creates a minuscule electrical discharge; alone these charges are impossible to measure from outside the skull. However, the activity created by hundreds of thousands concurrent discharges aggregates into waves which can be measured. Different brain states are the result of different patterns of neural interaction. These patterns lead to waves characterized by different amplitudes and frequencies; for example waves between 12 and 30 hertz, Beta Waves, are associated with concentration while waves between 8 and 12 hertz, Alpha Waves, are associated with relaxation and a state of mental calm. The contraction of muscles is also associated with unique wave patterns, isolating these patterns is how some NeuroSky devices detect blinks.

All electrical activity produces these waves, including light bulbs, thus all electrical devices create some level of ambient "noise"; this "noise" interferes with the waves emanating from the brain, this is why most EEG devices will pick up readings even if they are not on a person's head. Measuring mental activity through these waves is like trying to eavesdrop on a conversation at a loud concert. In the past, EEG devices circumvented this problem by measuring these signals in environments where electrical activity is strictly controlled and increasing the signal strength of the data coming from the brain through the application of a conductive solution. However, most people don't have rooms in their house devoid of electronic devices nor do they want to apply a conductive liquid to their head every time they use a BCI device. NeuroSky has developed complex algorithms built into their products which filter out this "noise". NeuroSky's white paper claims the ThinkGear technology has been tested at 96% as accurate as that within research grade EEGs. NeuroSky is also selling non-contact sensors to research institutions. These are dry electrodes that can measure brainwaves millimeters from the scalp and thus can easily be worn over hair. These sensors are a significant technological breakthrough in that they are the only non-contact EEG sensors ever developed.

… excerpt ends here. Continue reading the full article.

Illustrations

NeuroSky: Raw Brainwaves and Power Spectrum
Raw Brainwaves and Power Spectrum

Worked examples

Example 1 — a first encounter with NeuroSky

Start with the simplest possible case. Write down what NeuroSky claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In computer science, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to NeuroSky before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about NeuroSky ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of NeuroSky

In research
NeuroSky appears in computer science research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses NeuroSky in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
NeuroSky is common in secondary-school and first-year university syllabi. It links to neighbouring topics Brain–computer interface, Computing input devices, Electroencephalography, so understanding it makes those chapters shorter.
In everyday life
Look for NeuroSky outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.

Affiliate

Preply — study more efficiently by working with a personal tutor. 50% off.

How to study NeuroSky in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what NeuroSky means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain NeuroSky out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is NeuroSky in simple terms?

NeuroSky, Inc. is a manufacturer of brain-computer interface (BCI) technologies for consumer product applications, which was founded in 2004 in Silicon Valley, California. The company adapts electroencephalography (EEG) and electromyography (EMG) technology to fit a consumer market within a number…

Why does NeuroSky matter?

Because it connects several computer science ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study NeuroSky?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on NeuroSky.

Tags

  • Brain–computer interface
  • Computing input devices
  • Electroencephalography
  • History of human–computer interaction
  • Pointing devices

Keep exploring