Browse real student projects, abstracts, and awards.
ISEF · 2021
Robotics and Intelligent Machines Fourth Award
The biological brain can do complex visual processing, object recognition, fine motor tasks, and more, all using very little energy. A traditional computer programmed to do these things woul…
ISEF · 2021
Robotics and Intelligent Machines Fourth Award
Parkinson’s Disease (PD) is a progressive neurodegenerative disease with over 10 million people suffering from it. Currently, diagnosis of PD is often late and inaccurate ~ 25% of the time,…
ISEF · 2021
Robotics and Intelligent Machines
Rainerum Robotics is a group composed by students and teachers from the Rainerum High School. For over nineteen years our team has been developing advanced robotics projects and has had oppo…
ISEF · 2021
Robotics and Intelligent Machines
Anemia is a common disease that affects 24% of the world population. The standard practice for diagnosis of anemia requires blood analysis, which is invasive and time-consuming. Physicians o…
ISEF · 2021
Robotics and Intelligent Machines Fourth Award
Artificial neural networks are biologically inspired computational structures that are capable of learning how to perform tasks heuristically. They derive this ability by imitating the struc…
ISEF · 2021
Robotics and Intelligent Machines
Machine learning can assist radiologists in detecting breast cancer by increasing efficiency and accuracy, which is vital to its treatment. This project introduces a novel, Java-based implem…
ISEF · 2021
Robotics and Intelligent Machines
Simulation of G-Force is most prevalently used in flight simulators. Flight simulators are profitable and allow pilots to train against extreme conditions. Due to Covid-19, the demand for fl…
ISEF · 2021
Robotics and Intelligent Machines
Reinforcement learning (RL) has produced exceptional results in various game environments and several real-world situations, including traffic light control and autonomous driving. However,…
ISEF · 2021
Robotics and Intelligent Machines Fourth Award
The early diagnostic rate of pancreatic cancer (PC) is currently at just 9% as screening methods are unattainable, making it the fourth leading cause of cancer death. Many studies have achie…
ISEF · 2021
Robotics and Intelligent Machines
As people continue to streamline everyday life with technology, the use of speech recognition has been made available in smartphones, speakers, cars, and more. The process of converting audi…
ISEF · 2021
Robotics and Intelligent Machines
While the widespread use of mobile devices has brought convenience in many aspects, it has also caused an increase in the number of traffic accidents due to pedestrians preoccupied with thei…
ISEF · 2021
Robotics and Intelligent Machines
Plankton are the world’s largest oxygen producers and first level of all marine food chains, making quantification a measurement for Earth’s health. Currently, manual microscopic plankton an…
ISEF · 2021
Robotics and Intelligent Machines Third Award
RoboBall aims to respond to the lack of high quality training facilities and coaching that regional soccer players have access to; the impact of these inequities between regional and metro p…
ISEF · 2021
Robotics and Intelligent Machines
We have technology in almost everything. People have seen what it could be used for in several areas and implemented technological systems in whatever they did to make the task easier and op…
ISEF · 2021
Robotics and Intelligent Machines
Maintaining optimal indoor air quality (IAQ) and humidity is a critical aspect of improving overall health. Low IAQ leads to respiratory illnesses, while low humidity causes dehydration and…
ISEF · 2021
Robotics and Intelligent Machines Second Award
Current devices geared towards the deaf and hard of hearing, such as hearing aids, struggle to localize and transmit sounds to those with severe hearing impairments. Advanced devices, like c…
ISEF · 2021
Robotics and Intelligent Machines
Potholes are a significant threat for vehicles as they cause an alarming 33% of all traffic-related accidents in the United States. The current method of identifying potholes is inaccurate a…
ISEF · 2021
Robotics and Intelligent Machines
The robotics and mechanical field are expected to replace humans in tedious jobs, performing research, and hazardous tasks in the near future. Oceanic cartography, deep-sea exploration, and…
ISEF · 2021
Robotics and Intelligent Machines Fourth Award
Physical disability is a major consequence of limb amputation. High-level lower extremity amputees (hip disarticulation and hemipelvectomy), have a bigger percentage than other amputees and…
ISEF · 2021
Robotics and Intelligent Machines
Blindness is a very crucial disability that affects most people worldwide. Born with a great grand mother who was blind, eight times had abortions during her youth due to being molested havi…
ISEF · 2021
Robotics and Intelligent Machines
There are uncountable videos, but do popular videos follow a computable pattern? Computational aesthetics have been developed in the medium of single images. But in comparison, video generat…
ISEF · 2021
Robotics and Intelligent Machines
The purpose of this project was to investigate the relationship between features such as hospital size, hospital location, and, primarily, regional income, and hospital pricing. Data were ob…
ISEF · 2021
Robotics and Intelligent Machines Third Award
Sanskrit/Devanagari, what may be known as a dead language in modern times, at one point was a rich and advanced language that was spoken by many people who lived as far back as 1700 BCE. Anc…
ISEF · 2021
Robotics and Intelligent Machines
Hand guided cobots are a type of collaborative robot that take direct input from an operator holding and moving parts of it. Collaborative robots could be used to reproduce movements and act…
ISEF · 2021
Robotics and Intelligent Machines
In the field of computer vision, a large amount of annotated data is the key to success in deep learning because these computer models need a wider variety of data to “train” and be able to…
ISEF · 2021
Robotics and Intelligent Machines
According to the National Cancer Institute, over 170,000 people in the United States are affected by some type of blood cancer accounting for approximately 3% of all cancer types diagnosed i…
ISEF · 2021
Robotics and Intelligent Machines
According to a study by the Centers for Disease Control and Prevention [CDC] (2020), there are around 3,500 sudden unexpected infant deaths (SUID) each year. Accidental suffocation or strang…
ISEF · 2021
Robotics and Intelligent Machines
Multiple studies have found that Metastasis is responsible for between 66 to 90 percent of cancer deaths. Metastasis involves cancerous cells detaching from their initial tumor and entering…
ISEF · 2021
Robotics and Intelligent Machines
There is currently an increase in the number of people who suffer from hearing loss due to exposure to loud noise, the prevalent use of the in-ear audio system, or old age. The goal was to c…