Dávid Natingga, Ph.D.

Using linear optimization (Google OR-tools), found an optimal battery size based on the battery price, charge rate, capacity, and the opportunities with which the battery can be monetized, including energy trading, balancing, and storage.

Turned a meter into a smart meter using its raw current and voltage data to track devices for consumption and predictive maintenance. Challenged state-of-the-art research and invented new robust algorithms and techniques to reach near-perfect performance for device disaggregation (accuracy over 99%).

Charging electric vehicles (EVs) may be more involved than one thinks. Each electric vehicle has a different charging priority, has a different minimum and maximum charging current, and uses different phases. These phases may be shuffled while the EV charging station's grid connection has limitations, to name a few of the many caveats.

David has developed and successfully deployed a smart EV charging algorithm that takes care of the whole process using clever mathematics, optimization techniques, and algorithms with heuristics.

A deep convolutional neural network to detect and classify images of animals into three categories: cats, dogs, and pandas. I created the model, which was an adaptation of a general pre-trained VGG16 model to offset the limited amount of training data available. The model classification accuracy on the validation data was over 97%.

The Math Glass puzzle for Android phones uses simple arithmetic operations to provide an intellectual challenge at various difficulty levels. Primary school students can solve the initial levels. At later levels, one discovers that the human brain is too limited to test all the possible combinations to find the solution; this is where mathematical ingenuity is required to find shortcuts to success. In the end, a diligent player will discover basic tricks of number theory.

A simple Android puzzle accompanied by a character named Sophia. She is a baby mathematician who uses the beauty of mathematics at various levels of difficulty to find out the hidden digit in the number you are thinking of.

Can you figure out how Sophia can guess the hidden digit?

Implemented a simple quantum simulator in Rust with a quantum complete set of gates. This simple simulation works by computing the complex probability amplitudes for all the possible qubit measurements. The code deals with well-known concepts in quantum mechanics such as the Bloch sphere, superposition, entanglement, the uncertainty principle, collapse, and more.