Author Archives: wai ting (jacqueline) chan

Artificial Intelligence: What, if anything, do brains and computer vision have in common?

Did you know that artificial neural networks (which are computing systems) can process information in a similar way compared to the human brain? According to a study this month from the journal Current Biology, “artificial neural networks can perceive 3D objects in the same first-glance way our brains do”.

A diagram depicting the basic structure of an artificial neural network. Source: Wikimedia Commons

That being said, after all humans do use organic brains to model artificial neural networks. Therefore, it should not be groundbreaking news that such networks somewhat resemble natural brains. Well, at least not until they become similar in ways which we have not designed them to be.

Let’s start with explaining more about the human brain. It processes visual information through several sections, with each part combining different perceived properties of an object to create a full image. Scientifically, this is how we view and perceive objects.

However, the aforementioned study shows how neurons in the V4 area (the first section in the brain’s object vision) also represent 3D shape fragments, and not only 2D shapes as previously thought. According to TechXplore, this is a significant finding because it is opposite to the general scientific consensus for the last 40 years.

During this same research, scientists noticed something they did not expect: the same 3D patterns the brain utilizes to see are also used in an artificial neural network. As stated by Futurism, this was noticed upon looking further into the AlexNet algorithm (an advanced computer vision network).

Ed Connor, a Johns Hopkins University neuroscientist, discovered very similar natural & artificial neuron image response patterns in AlexNet’s layer 3, and the V4 section in the brain. He was “surprised to see strong, clear signals for 3D shape” as soon as the brain’s V4 section. However, it was even more shocking that the AlexNet algorithm also had such signals for 3D shapes. That’s because the algorithm had been solely designed to convert 2D photographs to object labels.

This shows how visual information is transferred through different sections of the human brain. Source: Wikimedia Commons

According to Connor, artificial networks are currently the most promising models for learning about the human brain. On the flip side, the brain contains the most reliable source of strategies for bringing artificial intelligence closer to natural intelligence.

This latest research hints at the new standard for artificial intelligence research. Rather than taking the traditional method of utilizing information known about the brain to build computers, researchers now take a reverse approach.

This image depicts how there are growing similarities between natural and artificial intelligence. Source: Pxfuel

That is, they rely on computers to discover how our brains function. It is quite interesting, yet strange, to find out that artificial computer vision systems can resemble the human brain’s perception in unintended ways.

– Jacqueline (Wai Ting) Chan

Excess carbon dioxide: How can we combat this problem, and why is it problematic for marine organisms?

Did you know that excess carbon dioxide poses a significant problem for marine life? Although CO2 is naturally occurring and acts as an important heat-trapping gas in moderate amounts, human activities have pumped lots of excess CO2 into the atmosphere.

Exhaust fumes from an industrial plant, which includes carbon dioxide (as well as other chemicals). Photo by Damian Bakarcic.

Too much carbon dioxide not only contributes to more extreme weather and global warming, but it also made oceans 30% more acidic since the beginning of the Industrial Revolution.

Today, CO2 makes up 84% of all greenhouse gases from human activity, with around 40 billion tons being produced per year.

Numerous climate scientists, such as climatologist Dr. James Hansen, state that to avoid the impacts of climate change, the levels need to be reduced to at maximum 350 ppm. However, CO2 levels have already exceeded 400 ppm in 2019.

Across the world, many different marine species, such as barnacles, experience the chemical effects of lowered pH levels. This comes in the form of problems with shell formation/ adhesion and lower survival rates, as demonstrated in a laboratory study by the Northeast Coastal Acidification Network.

Ocean acidification has an especially adverse impact for animals that are sensitive to changes in carbonate chemistry. For example, shellfish use carbonate in the ocean to make their protective shell structures. With a low pH, calcium carbonate is in short supply because it will react with acidic solutions.

An infographic depicting the chemistry behind ocean acidification, and why it is harmful for marine life. Source: Climate Commission (RIP)

One remedy involves catalysis. This uses catalysts to convert CO2 into useful goods – fertilizers and plastics. Doing so would convert the polluting waste product into useful molecules, and simultaneously lessen our need to use fossil fuels to generate such products.

A way this can be achieved is with an electrolysis cell, which employs electrical energy to run a non-spontaneous redox (i.e. oxidation-reduction) reaction. A non-spontaneous redox reaction occurs only when an external voltage is applied, whereas a spontaneous one would generate a voltage itself.

On the electrode surface, the CO2 is reduced – meaning the addition of hydrogen, the removal of oxygen, or both (oxidation is the opposite: lose hydrogen/ gain oxygen). Depending on the number of electrons transferred, many different molecules could be produced. The products form in the electrolyte, and move to a separation system.

Catalysis involving carbon dioxide and hydrogen, with a Cu/ZnO catalyst. CO2 is reduced, producing methanol and carbon monoxide. Source: a drawing by myself.

Any unreacted CO2 and the electrolyte are recycled. Tin is a metallic catalyst used to make formic acid via catalysis. More complex molecules can be formed as well, such as the ethanol found in hand sanitizers.

In conclusion, too much carbon dioxide is a significant threat to marine life, and catalysis is one solution that scientists are investigating to recycle CO2. Are there other potential solutions for excess CO2 that you know of?

– Jacqueline (Wai Ting) Chan