Browse real student projects, abstracts, and awards.
ISEF · 2023
Robotics and Intelligent Machines
Recently, the number of single-person households and nuclear families raising pets are increasing. In addition, while the number of pet supply stores and veterinarians on the streets increas…
ISEF · 2023
Robotics and Intelligent Machines
In this study, investigated the efficacy of using machine learning algorithms to annotate images of coral reefs in Hawaii, with a particular focus on two coral species, Pocillopora and Porit…
ISEF · 2023
Robotics and Intelligent Machines Third Award
Multiple sclerosis is a disease where the immune system attacks nerve fibers, causing communication problems between the brain and the body, affecting over 2.3 million people worldwide. Some…
ISEF · 2023
Robotics and Intelligent Machines
This project aims to help visually impaired people recognize color easily. Over 300 million people are color blind. The inspiration for this project came from a makeup influencer who lost he…
ISEF · 2023
Robotics and Intelligent Machines Third Award
Current commercial braille displays often cost upwards of a thousand dollars, creating a socioeconomic barrier that is untraversable to many. Research has shown that having braille education…
ISEF · 2023
Robotics and Intelligent Machines
The engineering goal of this project was to design a cost-effective and functional artificial limb with the integration of 3D printing, haptic feedback, and force-sensitive resistors (FSRs).…
ISEF · 2023
Robotics and Intelligent Machines
COVID-19, also known as the coronavirus disease, is a respiratory illness caused by a virus called SARS-CoV-2. Currently, there are two standard COVID-19 diagnostic tests: RT-PCR, with a sen…
ISEF · 2023
Robotics and Intelligent Machines
The ongoing problem of medical malpractice, which accounts for nearly 251,000 deaths per year, highlights the need for a more sophisticated solution to the issue of human error. To address t…
ISEF · 2023
Robotics and Intelligent Machines
Individuals with hearing impairments often receive inadequate medical care due to a lack of communication accessibility. This lack of effective communication is linked to lower medical liter…
ISEF · 2023
Robotics and Intelligent Machines First Award
In future interplanetary missions, rockets must land on smooth terrain to avoid damaging their boosters or tipping over. Currently, scientists can narrow down Mars mission landing spots with…
ISEF · 2023
Robotics and Intelligent Machines Third Award
A predominant cause of mass bee deaths is the parasite varroa destructor, a mite harming bee populations and making them more vulnerable to virus infections which the parasite may contract a…
ISEF · 2023
Robotics and Intelligent Machines
Factories in Egypt use wood as a packaging material. This has high cost relative to the product (pipes), which break due to their rigidity, and consequently affects the Egyptian industrial e…
ISEF · 2023
Robotics and Intelligent Machines
To reduce car accidents due to brain dysfunctions and attention defects, specifically epileptic seizures and drowsy driving. This study proposes a new technology for a car emergency system t…
ISEF · 2023
Robotics and Intelligent Machines
To ascertain complex relationships between inputs and outputs and achieve high accuracies on specialized tasks, Machine Learning algorithms require vast amounts of high-quality data, compute…
ISEF · 2023
Robotics and Intelligent Machines
Purpose — Gradient Boosting uses Decision Trees as estimators to create a feed forward loop in order to minimize the residuals errors, which is prone to overfitting and high variance. Thereb…
ISEF · 2023
Robotics and Intelligent Machines Third Award
Current artificial intelligence (AI) systems can learn arbitrarily complex patterns but struggle to generalize and adapt to new situations, making them unsuitable for real-world deployment.…
ISEF · 2023
Robotics and Intelligent Machines
In the field of medicine, healthcare workers are regularly exposed to radiation over extended periods of time, which lead to various health problems. Although numerous regulations and guidel…
ISEF · 2023
Robotics and Intelligent Machines
During the 1950s, the Gros Michel species of bananas were nearly wiped out by the incurable Fusarium Wilt, also known as Panama Disease. Originating from Southeast Asia, Panama disease is a…
ISEF · 2023
Robotics and Intelligent Machines
Accidents involving visually impaired people while walking are one of the serious social issues (e.g., falling off station platforms and crossing crosswalks without acoustic signals). The ri…
ISEF · 2023
Robotics and Intelligent Machines
Functional brain networks represent dynamic connectivity patterns among brain regions that change across cognitive states and in response to disease or injury. Graph-based models are a relat…
ISEF · 2023
Robotics and Intelligent Machines
When moving autonomously, robots struggle to move to an exact target position, usually overshooting the goal. This is because it is impossible to infinitely decelerate (or stop immediately).…
ISEF · 2023
Robotics and Intelligent Machines Second Award
Cerebral palsy (CP) is a neurological disorder that affects 18 million individuals worldwide. The debilitating condition leaves patients with severely impaired mobility due to spasticity or…
ISEF · 2023
Robotics and Intelligent Machines Fourth Award
Object recognition is an important task in image processing and a fuzzy neural network (FNN) is a popular tool for object recognition. However, when applied to datasets that present complex…
ISEF · 2023
Robotics and Intelligent Machines
“Ophidia Vision: Inside the Terrarium Lab” is an experiment that used machine learning to detect a reptile’s identity (a ball python). The scientific question is: Can a facial recognition ma…
ISEF · 2023
Robotics and Intelligent Machines
The purpose of this experiment is to determine if the efficiency of traffic flow can be improved by leveraging the strengths of Artificial Intelligence (Al), the best Machine Learning (ML) m…
ISEF · 2023
Robotics and Intelligent Machines
The purpose of this project is to aid individuals and communities by moving snow. A robotic snow plow would be able to be controlled from inside a house to remove snow from sidewalks and dri…
ISEF · 2023
Robotics and Intelligent Machines
Parkinson's Disease (PD) is the second most prevalent progressive neurodegenerative disorder. The development of new therapeutic approaches requires a better understanding of the underlying…
ISEF · 2023
Robotics and Intelligent Machines
This Computer Vision project detects signs on the road. The model is meant to support blind pedestrians, who wouldn’t be able to use their canes to understand these aspects of their surround…
ISEF · 2023
Robotics and Intelligent Machines
The researchers became aware of the current social alienation of patients suffering from diseases that cause mobility loss, such as Parkinson's, Lou Gehrig's, Lewy Body, and CTE. Those patie…
ISEF · 2023
Robotics and Intelligent Machines
My project involved creating an autonomous robot that can identify and repair potholes on roads. The robot is designed to measure the dimensions of each pothole and use an eco-friendly mater…