Browse real student projects, abstracts, and awards.
ISEF · 2024
Robotics and Intelligent Machines
Machine Learning is the statistical analysis of data used to solve problems. The purpose of this project is to use Machine Learning models to improve the efficiency and accuracy of a robotic…
ISEF · 2024
Robotics and Intelligent Machines
For as long as humanity has been able to observe, the question of flight has always been. From the beginning, with ornithopters, to now full commercial airline use, despite the numerous adva…
ISEF · 2024
Robotics and Intelligent Machines
Connected and automated vehicles (CAVs) have become a transformative technology that can change our daily lives. One of the many applications is to significantly reduce the more than 40,000…
ISEF · 2024
Robotics and Intelligent Machines
Recent studies show that small cerebrovascular abnormalities are the cause of many brain disorders. Early diagnosis and monitoring of the abnormalities in vivo at the micro-level facilitates…
ISEF · 2024
Robotics and Intelligent Machines
The integration of Neural Radiance Fields (NeRF) technology with 3D scanning systems has significantly advanced the reconstruction of high-fidelity 3D models. In this essay, we explore the h…
ISEF · 2024
Robotics and Intelligent Machines
Machine learning and neural networks have seen a rapid increase in popularity over the past few years. Spiked neuron networks (SNN) are a third generation neural network that offer many bene…
ISEF · 2024
Robotics and Intelligent Machines Fourth Award
Deep reinforcement learning(DRL) has shown significant promise in a wide range of applications including computer games and robotics. Yet, DRL policies require very long training times resul…
ISEF · 2024
Robotics and Intelligent Machines
The intersection of artificial intelligence (AI) and lip reading presents a promising avenue in communication technology, particularly for enhancing accessibility and human-computer interact…
ISEF · 2024
Robotics and Intelligent Machines
Automotive traffic in its current form serves as a major problem for the United States' car driven society. Looking for ways to increase efficiency could lead one to the evaluate the efficac…
ISEF · 2024
Robotics and Intelligent Machines
People lose their ability to move their neck muscles for various reasons. There are fixed support apparatuses but the muscle that is not moved gets weaker. Therefore they contribute negative…
ISEF · 2024
Robotics and Intelligent Machines First Award
Skin cancer is the most prevalent cancer worldwide with 8 million incidences and 120,000 annual deaths. Visual inspection has a 40% misdiagnosis rate, causing treatment delays leading to inc…
ISEF · 2024
Robotics and Intelligent Machines
Misinformation is widespread on the internet, and one of the most pervasive ways this presents itself to adolescents is in the form of images manipulated on social media. Teens post pictures…
ISEF · 2024
Robotics and Intelligent Machines
Thomas Jefferson once said: 'The olive tree is surely the richest gift of heaven.' However, despite their economic significance, olive crops remain vulnerable to diseases, resulting in farme…
ISEF · 2024
Robotics and Intelligent Machines
It is estimated that by 2050, an alarming 33 billion tons of plastic waste will be on the Earth, overshadowing the Empire State Building by 105,000 times. Since 1960, the recycling rate has…
ISEF · 2024
Robotics and Intelligent Machines
This research proposes Scan-Drop as an aerial integrated response during the flood search and rescue missions. This integrated response provides emergency support through proactive observati…
ISEF · 2024
Robotics and Intelligent Machines
This study investigated the hypothesis that visual stimuli can significantly influence olfactory perception, potentially altering or enhancing the actual scent experience. By building an AI…
ISEF · 2024
Robotics and Intelligent Machines Fourth Award
Tuberculosis (TB), a leading cause of infectious disease death worldwide, disproportionately affects lower-and-middle-income countries (LMICs). When diagnosed early, TB is very curable, but…
ISEF · 2024
Robotics and Intelligent Machines
In this enhanced exploration, we delve into the intricate design and integration of a pair of robotic arms, meticulously crafted through laser-cutting and 3D printing techniques, into our ad…
ISEF · 2024
Robotics and Intelligent Machines
Over 300 million people around the world are color blind and at least 2.2 billion have a visual impairment. Which is why this project aims to help the visually impaired so individuals can no…
ISEF · 2024
Robotics and Intelligent Machines
Modern electrical systems rely heavily on sensors and relays for fault detection in three-phase transmission lines and distribution transformers. However, these devices often suffer from hig…
ISEF · 2024
Robotics and Intelligent Machines
The recent rise of foundation models has been shown to have immense power in pattern recognition and performing "zero-shot" predictions. A key field that could greatly benefit from leveragin…
ISEF · 2024
Robotics and Intelligent Machines Third Award
Conventional architectures such as the Transformer struggle to scale to very long sequences of over 10 000 steps. Promisingly, recent advances in sequence models based on the Structured Stat…
ISEF · 2024
Robotics and Intelligent Machines Fourth Award
In the contemporary landscape of medical technology, the integration of machine learning (ML) with wearable electrocardiograms (ECGs) presents a groundbreaking approach to cardiovascular dis…
ISEF · 2024
Robotics and Intelligent Machines
In 2019 alone, there were reportedly over thirty-thousand driver related deaths and over three-million driver related injuries. Interestingly, over 60% of these deaths and around 200,000 of…
ISEF · 2024
Robotics and Intelligent Machines Fourth Award
Background: Heart disease is the foremost cause of death worldwide, and specialty care such as cardiologists and expensive Doppler echocardiograms are scarce in rural areas. There is signifi…
ISEF · 2024
Robotics and Intelligent Machines Fourth Award
In the context of an increasingly technological society and a demographic trend towards an aging population, the challenge of aiding individuals with compromised hand functionality in conduc…
ISEF · 2024
Robotics and Intelligent Machines Fourth Award
Oral administration is a common drug delivery way in our daily lives. However, achieving precise target delivery and ensuring medication efficacy in the digestive system with complex pH envi…
ISEF · 2024
Robotics and Intelligent Machines
Approximately 1.1 billion people live in slums worldwide today with the number expected to grow by 2 billion in the next 30 years. Slum rehabilitation efforts rely heavily on slum mapping an…
ISEF · 2024
Robotics and Intelligent Machines
Purpose: In a world where the population is ever-increasing, optimizing transportation routes has become imperative. The following project aimed to create a more efficient method for analyzi…
ISEF · 2024
Robotics and Intelligent Machines Third Award
In a world where nearly 800 million people face hunger, aquaculture, especially shrimp farming, emerges as a vital solution to bolster food security and sustainably meet the nutritional need…