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Towards Crafting Beer with Artificial Intelligence

Beer was discovered accidentally as a result of grains being left in water and undergoing fermentation. The process of making beer involves converting the starches in grains (such as barley or wheat) into sugars, which are then fermented by yeast to produce alcohol.  It was often consumed as a safer alternative to water, which could be contaminated with disease-causing pathogens. 

Beer was also used in religious ceremonies and was considered a valuable commodity for trade.  Over time, beer-making techniques spread throughout the world, and different regions developed their own unique styles of beer; now supported by artificial intelligence algorithms that analyze chemical compounds to identify specific flavor and aroma profiles for more nuanced flavors.

Towards Crafting Beer with Artificial Intelligence

Marc Bravin, et al

Lucerne University of Applied Sciences and Arts, Rotkreuz, Switzerland

 

Abstract:  The art of brewing beer has a long tradition that dates back to the very dawn of civilization. While the brewing process has been automated to a great extent, the creation of new beer recipes remains the result of creativity and human expertise with only minor support from software to validate chemical constraints. We collected a dataset of 157,000 publicly available recipes from all over the world and created a transformer-based model to support the creative process in brewing by suggesting new beer recipe templates. As a proof of concept, we crafted the IPA “Deeper” along a recipe generated by our model. Over 100 international newspapers and radio stations have reported on the first AI-crafted beer from Switzerland over the past few months. For the first time, this paper reveals the underlying pipeline architecture of eight transformer networks trained end-to-end that made this remarkable success possible.

CLICK HERE for complete paper

There are several international organizations and agreements that set standards for beer production and labeling:

Food Safety Management

Codex Alimentarius

Root Beer Olympics

Sober Fun

North Dakota

“Standard Root Beer” is typically made using a combination of ingredients that include water, sugar, sassafras root or extract, and various other flavoring agents. Here’s a general overview of the process:

  • Sassafras Flavoring: In traditional root beer recipes, sassafras root or extract is a key ingredient. However, it’s important to note that sassafras contains safrole, a compound that has been deemed potentially carcinogenic. For this reason, commercial root beers often use a safrole-free sassafras flavoring.
  • Sweetener: Sugar is commonly used to sweeten root beer, although some recipes may use alternatives like corn syrup or honey. The amount of sweetener can vary based on personal preference.
  • Water: Root beer typically starts with plain water as its base. The water is heated to dissolve the sweetener and other ingredients.
  • Flavorings: Besides sassafras flavoring, root beer can include a range of other flavorings to create its distinct taste. These may include wintergreen, vanilla, anise, licorice, molasses, or other herbs and spices. The exact combination of flavors varies among different root beer recipes.
  • Carbonation: Carbonation gives root beer its characteristic fizz. This can be achieved by using carbonated water or by introducing carbon dioxide gas into the mixture. In commercial production, carbonation is typically added during the bottling process.
  • Yeast Fermentation (optional): Some traditional homemade root beer recipes involve a fermentation step. Yeast is added to the root beer mixture, which consumes the sugar and produces carbon dioxide as a byproduct. This creates a natural carbonation in the beverage. However, this step can also increase the alcohol content, so it’s important to be mindful of the fermentation duration.
  • Bottling and Aging: Once the root beer is prepared, it is typically poured into bottles or kegs and sealed. Some recipes may recommend allowing the root beer to age for a certain period to develop the desired flavors.

It’s worth noting that the commercial production of root beer may involve different processes, as well as the use of artificial flavors, stabilizers, and preservatives to ensure consistency and shelf life. The specific recipe and production methods may vary among manufacturers.

Standards North Dakota

 

Wood-Fired Pizza

Dickinson College Financial Statement 2022: $873.4M

Dickinson College | Cumberland County Pennsylvania

Every week, patrons of Farmers on the Square can count on locating the Dickinson College Farm’s wood-fired pizza oven right at the heart of the square. Our handmade and fresh-baked pizzas reflect the seasonal fluctuations on our farm in addition to quality ingredients grown within the Cumberland Valley. In addition to wood-fired pizzas, our stand features seasonal organic vegetables, fresh salad dressings, refreshing popsicles and “our farm in a jar” through canned soups, pickled favorites, salsa, hot sauce and more!”

Home Page

Pennsylvania

University Ave Pizza

North Dakota

While there isn’t a universally standardized pizza that everyone agrees upon, certain types of pizza have become iconic and widely recognized. Some of these include:

Margherita Pizza: This classic pizza features tomato sauce, fresh mozzarella cheese, fresh basil, and a drizzle of olive oil. It’s named after Queen Margherita of Italy.

Pepperoni Pizza: Topped with tomato sauce, mozzarella cheese, and slices of pepperoni (a cured pork and beef sausage).

Margarita Pizza: Similar to the Margherita, but without the basil. It typically has tomato sauce, fresh mozzarella, and sometimes a drizzle of olive oil.

Neapolitan Pizza: This style originated in Naples, Italy. It has a thin, soft, and chewy crust with simple and fresh ingredients like San Marzano tomatoes, mozzarella, fresh basil, and olive oil.

New York Style Pizza: Characterized by its large, foldable slices with a thin and flexible crust. It’s often topped with tomato sauce and mozzarella cheese.

Chicago Deep-Dish Pizza: Known for its thick crust, this pizza has layers of cheese, toppings, and tomato sauce. It’s baked in a deep pan, resulting in a substantial and hearty pizza.

Sicilian Pizza: Square-shaped and thick-crusted, Sicilian pizza is often topped with tomato sauce, mozzarella, and various toppings.

California Pizza: Often associated with innovative and non-traditional toppings, California-style pizza might include ingredients like barbecue chicken, goat cheese, arugula, and more.

Different regions and cultures have their own interpretations and variations, so what’s considered a “standard” pizza can vary widely depending on personal preferences and local traditions.

New Beaver Brewery

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