Scotch or American? An AI robot can distinguish between different WHISKEYS – and soon it could enter the field of well-trained, educational claims


They undoubtedly have one of the best jobs in the world.

But whiskey sommeliers may soon have a competition for their work – from AI.

Scientists have made it machine learning algorithms that can tell whether a whiskey is American or Scotch and identify its strongest aroma.

And they outperform human experts, the results show.

The aroma of whiskey is determined by a complex mixture of aromatic substances, which makes it difficult to assess.

Teams of human experts are often used to identify the strongest whiskey notes but this requires significant investment in time, money and training – and collaboration between experts is often rare.

A team from the Fraunhofer Institute for Process Engineering and Packaging in Germany analyzed the molecular structure of seven American and nine Scotch whiskeys.

These were 12-year-old Auchentoshan from the Scottish Lowlands, Talisker Isle of Skye Malt 10-year-old, Jack Daniels. Tennessee Whiskey and Woodford Reserve Bourbon.

Scientists have developed machine learning techniques that can tell whether a whiskey is American or Scotch and identify its strongest aroma.

Scientists have developed machine learning techniques that can tell whether a whiskey is American or Scotch and identify its strongest aroma.

They undoubtedly have one of the best jobs in the world. But whiskey sommeliers may soon have competition for their jobs - from AI (stock photo)

They undoubtedly have one of the best jobs in the world. But whiskey sommeliers may soon have competition for their jobs – from AI (stock photo)

To do this they used algorithms including molecular odor prediction AI they developed themselves called OWSum.

Algorithms analyzed the whiskeys based on the molecules found and identified the country of origin of each dram and its five strength notes.

The authors compared the results of the algorithms with those from a group of 11 experts.

The results showed OWSum was able to determine whether a whiskey was American or Scotch with more than 90 percent accuracy.

AI identified caramel as the dominant note of American whiskeys, and apple-like, solvent, and phenolic – often described as smoky or medicinal aromas – as the dominant notes of Scotch whiskies.

Both algorithms were able to identify the five strongest notes of a particular whiskey more accurately and consistently than any human expert.

The authors believe that their method can enable whiskeys to be classified more quickly and to identify key notes on their ethnicities.

Their findings were published in the journal Communications Chemistry.

How is whiskey made?

The taste of whiskey depends on several factors, including the type of grain used, the distillation process, and most importantly, aging.

Part 1: Malting

Barley is soaked for two or three days in warm water and then spread on the floor of a malting house. This converts the starch in the barley into soluble sugar to make alcohol.

Part 2: Mashing

Ground malt, now called ‘grist’, is added to the water to absorb the dissolved sugar. The combination of malt and water is called ‘mash’. When the sugar dissolves, the liquid becomes ‘wort’.

Step 3: Boil

The wort is settled and yeast is added to start fermentation. The type of grain used in fermentation determines the type of whiskey you will have.

Step 4: Distillation

Distillation separates the different compounds in a mixture based on their boiling points.

Step 5: Maturity

The whiskey is placed in oak casks and stored. It matures in boxes for at least three years. TAlcohol creates aromatic compounds from trees. These barrels can be flamed to create additional smoke flavor.

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