student standing in front of their science fair project

2025 Science Fair - Special Awards

These are the winners of the special awards at the 2025 Fairfax County Regional Science and Engineering Fair.

AwardStudentsSchoolProject Title
1st--Certificate, Invitation to Robert Herndon Science Competition, and Quadcopter Drone for each studentMax Harr-RobinsMadison High SchoolSecret Free-Space Optical Communication System
1st--Certificate, Invitation to Robert Herndon Science Competition, and Quadcopter Drone for each studentAndreas Spoormaker, Bora Yimenicioglu, Kaden Hromek-Vaitla Oakton High SchoolNovel Machine Learning Approach for Autonomous MEV Satellite Docking via Deep Reinforcement Networks
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionGabrielle OkoroduduLake Braddock Secondary SchoolDeveloping Novel HDAC10 Inhibitors: Assessing Efficacy and Cytotoxicity
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionSirichandana YakkalaChantilly High SchoolThe Effect of Aromatic Substances on the Blood Brain Barrier for Alzheimer’s Patients
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionBhavya JainHerndon High SchoolSynthetic Blood: Engineering Hemoglobin to Mitigate Blood Shortages
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionSarah ParkTJHSSTSVM-Enhanced Infrared Spectroscopy for Noninvasive Blood Glucose Monitoring
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionSean KimCentreville High SchoolThe Role of Machine Learning on the Recognition of Common Phonological Processes
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionPetr KisselevTJHSSTSpatially heterogeneous GCN-coupled SIR infection modeling to inform policy
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionMarina LinTJHSSTA Novel Carbon-Aware Ant Colony System Algorithm for Sustainable Transportation
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionSumer ChaudharyBasis IndependentAssessing the Effect of Change in Computational Complexity on the Accuracy and Efficiency of CSS Codes
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionVaishnavi AdidamLangley High SchoolAI and Classifying Moon Phases
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionJacob JacksonThe Potomac SchoolUsing JavaScript Type Semantics for a Better Difference-Tracking Algorithm
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionJayden BowersWest Potomac High SchoolWhat is the fastest integer sorting algorithm?
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionSarah LiMcLean High SchoolAn Analysis of AI Autonomous Agents in Web Browsing and Navigation
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionAllison Hegg, Justine BellOakton High SchoolHydrophytes’ Phytoremediation on Copper
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionSivan YagerMadison High SchoolThe Effect of Type of Compost on Carbon Dioxide and Methane Production
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionJessica TroupCentreville High SchoolDiel Vertical Migration of Copepods: A Predictive Framework for Weir-Impacted Waterways
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionSaanvi UppalapatiLangley High SchoolOptimizing Solar Energy Use with AI to Lower Data Centers' Carbon Footprint
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionSpandana TathicherlaCentreville High SchoolMachine Learning Approach to Detection of Cybersecurity Threats in Smart Farming IoT Systems
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionJack DovaMount Vernon High SchoolEnhancing Low Light Vision: A Sound-Based Solution for Vision in Low Light Environments
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionFaris NadeemChantilly High SchoolThe Effect of Arm Movements on the Robotic Ability to Copy the Movement
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionVeera AnandLangley High SchoolARC: Novel Space Debris Tracking and Elimination Using AI, Lasers, and Robotics
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionYueun SimMcLean High SchoolThe Relationship Between a Robot’s Ability to Balance and the Modeling of Human Feet
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionMax ZhaoTJHSSTQudoku: A Quantum-Inspired Algorithm for Solving Combinatorial Optimization Problems
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionSakethram Kuncha, Dev Srivastava, Nam NgoTJHSSTModeling Exoplanet Detection via Transit Photometry: Random Forest Approach
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionNived Nandakumar, Nikhil KrishnaTJHSSTAn Integrated Triple-Model Framework for Space Debris Surveillance
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionTanush Vuppala, Surin WettimunyTJHSSTQuantum-Classical Optimization: A Virginia Approach to the Traveling Salesman Problem
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionKeya Shah, Neha RanjithWestfield High SchoolCELESTIA: An Approach to Predicting Aurora Borealis Using Machine Learning
Honorable Mention--Certificate and Invitation to Robert Herndon Science CompetitionNathan VailikitWoodson High SchoolEffect of Thermal Variation in Johnson-Nyquist-Noise-Based Calibration on Exoplanet Photometry

AwardStudentsSchoolProject Title
AAUW McLean Area Branch STEM Excellence Award--Certificate, $100, and Invitation to May LuncheonSaranya Cherukuri, Shriya GubbiLangley High SchoolIncreasing Solar Panel Efficiency with Sun Tracking

AwardStudentsSchoolProject Title
1st--Certificate and $300 (split between team members)Zoe Ligairi, Harper ChapmanAnnandale High SchoolComparing the Effectiveness of Rock Climbing Ropes on Falling Safety
2nd--Certificate and $200Victor ChoLangley High SchoolHeadSmart: An IoT solution in preventing Traumatic Brain Injury in Sports
3rd--Certificate and $100Ellie UtleyWestfield High SchoolFall Detector With SMS Messaging

AwardStudentsSchoolProject Title
1st--Student membership in the AIAA, opportunity to attend NASA Goddard Space Experience, and $25Dev GodaChantilly High SchoolDimple Dynamics: A CFD Analysis of Drag Decrease on a Model of a Cessna 172
1st--Student membership in the AIAA, opportunity to attend NASA Goddard Space Experience, and $25Nathaniel NiMarshall High SchoolThe Effect of Wing Sweep Angle on Drag
1st--Student membership in the AIAA, opportunity to attend NASA Goddard Space Experience, and $25Erim OzcanThe Potomac SchoolInvention of a Low-Noise Toroidal Drone Propeller for Wildlife Research
1st--Student membership in the AIAA, opportunity to attend NASA Goddard Space Experience, and $25Nived Nandakumar, Nikhil KrishnaTJHSSTAn Integrated Triple-Model Framework for Space Debris Surveillance

AwardStudentsSchoolProject Title
Certificate and one-year complimentary student membership in APANishka Shah, Justin KimTJHSSTThe Impact of Storm-Driven Hyposalinity Cycles on Coral Thermotolerance

AwardStudentsSchoolProject Title
1st Place--Excellence in Engineering Certificate, $100, and Invitation to Awards Dinner with Parent(s)/Guardian(s)Rosa GolacSouth Lakes High SchoolAccessible Braille Maker Prototype Using Arduino
2nd place--Excellence in Engineering Certificate, $75, and Invitation to Awards Dinner with Parent(s)/Guardian(s)Erim OzcanThe Potomac SchoolInvention of a Low-Noise Toroidal Drone Propeller for Wildlife Research
3rd place--Excellence in Engineering Certificate and $50Victor ChoLangley High SchoolHeadSmart: An IoT solution in preventing Traumatic Brain Injury in Sports
Honorable Mention--Excellence in Engineering CertificateMax Harr-RobinsMadison High SchoolSecret Free-Space Optical Communication System
Honorable Mention--Excellence in Engineering CertificateJack DovaMount Vernon High SchoolEnhancing Low Light Vision: A Sound-Based Solution for Vision in Low Light Environments
Honorable Mention--Excellence in Engineering CertificateGabriel TekleHayfield Secondary SchoolThe Effect of Nose Cone Length on the Speed of Vehicles Traveling Downhill
Honorable Mention--Excellence in Engineering CertificateYueun SimMcLean High SchoolThe Relationship Between a Robot’s Ability to Balance and the Modeling of Human Feet

AwardStudentsSchoolProject Title
1st--Certificate and $200 (split between team members)Joshua Pun, Ethan Kim, John KimCentreville High SchoolRemoving Heavy Metal Pollutants in Water through Algae Biosorption
2nd--Certificate and $100 (split between team members)Vinayak Ramchandani, Neel KamathMadison High SchoolFiltering The Future: A Novel Solution for Cleaner and Safer Water
3rd--Certificate and $50Ishika ThalluriOakton High SchoolThe Effect of Natural Filtrating Organisms on Polluted Water
Honorable Mention--CertificateBianca Zarate, Annika AnejaCentreville High SchoolThe Effect of PFAS on Different Types of Water

AwardStudentsSchoolProject Title
1st--Certificate and $50Stepan MkrtchianWest Springfield High SchoolConcrete Filters: Permeable vs. Regular Concrete with Natural Filters for Water
2nd--Certificate and $30Dylan MayCentreville High SchoolUse of Natural Materials for Heavy Metal Removal from Contaminated Water
3rd--Certificate and $20Julia TaylorHerndon High SchoolThe Effect of Removing an Invasive Species from an Ecosystem

AwardStudentsSchoolProject Title
1st--Scholarship (amount TBD) and Letter of RecognitionShruthi MandavaChantilly High SchoolSeeing is Not Believing? Developing and Comparing AI-Image Detection Tools
1st--Scholarship (amount TBD) and Letter of RecognitionOliver WangTJHSSTOptimizing Hydrogel Heat Sinks for Enhancing Solar Efficiency and Computing
1st--Scholarship (amount TBD) and Letter of RecognitionAndreas Spoormaker, Bora Yimenicioglu, Kaden Hromek-VaitlaOakton High SchoolNovel Machine Learning Approach for Autonomous MEV Satellite Docking via Deep Reinforcement Networks
1st--Scholarship (amount TBD) and Letter of RecognitionNived Nandakumar, Nikhil KrishnaTJHSSTAn Integrated Triple-Model Framework for Space Debris Surveillance
2nd--Scholarship (amount TBD) and Letter of RecognitionSarah LiMcLean High SchoolAn Analysis of AI Autonomous Agents in Web Browsing and Navigation
2nd--Scholarship (amount TBD) and Letter of RecognitionParnika UrsWoodson High SchoolThe Energy Output of Natural Piezoelectric Materials for Power Generation
2nd--Scholarship (amount TBD) and Letter of RecognitionJack DovaMount Vernon High SchoolEnhancing Low Light Vision: A Sound-Based Solution for Vision in Low Light Environments
2nd--Scholarship (amount TBD) and Letter of RecognitionYixiang WangMarshall High SchoolTissue Penetration Using a Gauss Gun
3rd--Scholarship (amount TBD) and Letter of RecognitionEamon O'LearySouth Lakes High SchoolThe Impact of Dataset Size on Training Time and Accuracy in Image Classification
3rd--Scholarship (amount TBD) and Letter of RecognitionJack Downey, Demir DovenEdison High SchoolThe Effect of Photovoltaic Solar Panel Surface Temperature on Voltage Output
3rd--Scholarship (amount TBD) and Letter of RecognitionVictor ChoLangley High SchoolHeadSmart: An IoT solution in preventing Traumatic Brain Injury in Sports
3rd--Scholarship (amount TBD) and Letter of RecognitionSofia Ward, Mina Moore, Rebecca RoseHayfield Secondary SchoolThe Effect of Shoe Insert Materials on Shock Absorption
Honorable Mention--Letter of RecognitionJunseo Yoo, Aditya Dhungel, Eric HanChantilly High SchoolCan AI Learn to Detect AI Generated Images?
Honorable Mention--Letter of RecognitionAdam GardnerChantilly High SchoolPredicting Electron Positions Using AI: Approximating Quantum Probability Distributions
Honorable Mention--Letter of RecognitionEileen Kang, Xavier AllenMadison High SchoolCreating a Dye Sensitized Solar Cell
Honorable Mention--Letter of RecognitionMarissa Turek, Aarna GuptaOakton High SchoolThe Impact of Sand Type on Energy Storage Capacity in Sand Batteries
Honorable Mention--Letter of RecognitionMax Le, Kaiely Morales Campos, Aidan LeeWest Springfield High SchoolThe Effect of Temperature on the Reactions in Lithium Ion Batteries
Honorable Mention--Letter of RecognitionVarun Gagvani, Markas MaguireLangley High SchoolOptimizing Solar Panel Power Output Using Active Control
Honorable Mention--Letter of RecognitionSaranya Cherukuri, Shriya GubbiLangley High SchoolIncreasing Solar Panel Efficiency with Sun Tracking
Honorable Mention--Letter of RecognitionVeera AnandLangley High SchoolARC: Novel Space Debris Tracking and Elimination Using AI, Lasers, and Robotics
Honorable Mention--Letter of RecognitionAlyssa BiscombeHayfield Secondary SchoolWhat Allows a Helicopter to Have the Greatest Lift?
Honorable Mention--Letter of RecognitionBao Hua, Nuh YesufAnnandale High SchoolHow does a rocket's fins affect its flight?

AwardStudentsSchoolProject Title
AwardStudentsSchoolProject Title
1st--Certificate and $200Sarah ParkTJHSSTSVM-Enhanced Infrared Spectroscopy for Noninvasive Blood Glucose Monitoring
2nd--Certificate and $100Aislinn LuongMarshall High SchoolIn Vitro Interactions of Amphotericin B and Manogepix against C. neoformans
3rd--Certificate and $50Hannah GaffneyCentreville High SchoolACT: Combating Antibiotic Resistance with Antibiotic Combination Therapy
HM--CertificateNikhil RisbudSouth Lakes High SchoolThe Effect of Coffee on Protein Digestion
HM--CertificateBani GillWestfield High SchoolA Novel Investigation of LAMA5: Unraveling Idiopathic Hematuria Etiology
HM--CertificateIsaac KimWoodson High SchoolDesigning NIR Sensor-based Glucose Spectroscopy Model for Non-invasive Monitoring

AwardStudentsSchoolProject Title
"Student Award of Geoscience Excellence"--CertificateSaanvi UppalapatiLangley High SchoolOptimizing Solar Energy Use with AI to Lower Data Centers' Carbon Footprint
"Student Award of Geoscience Excellence"--CertificateClara Thomas, Laura Stoker, Raine JeffJustice High SchoolThe Effect of Brick Color on Temperature Over Time
"Student Award of Geoscience Excellence"--CertificateDeekshitha PrasannaMarshall High SchoolCan UV-A irradiation act as a catalyst for asexual reproduction in Hydra?

AwardStudentsSchoolProject Title
1st--Certificate and $100 CheckSarah ParkTJHSSTSVM-Enhanced Infrared Spectroscopy for Noninvasive Blood Glucose Monitoring

AwardStudentsSchoolProject Title
1st--Certificate and $200 gift cardAnvitaa RudharrajuWestfield High SchoolEnhancing Explainable AI Diagnosis for Age-Related Macular Degeneration
2nd--Certificate and $100 gift cardRyan SinghTJHSSTFentaNULL: A Behavior-Based Mathematical Model to Prevent Opioid Addiction
3rd--Certificate and $50 gift cardSpandana TathicherlaCentreville High SchoolMachine Learning Approach to Detection of Cybersecurity Threats in Smart Farming IoT Systems

AwardStudentsSchoolProject Title
1st--Certificate and CGI Federal Swag Gift BasketMarina LinTJHSSTA Novel Carbon-Aware Ant Colony System Algorithm for Sustainable Transportation

AwardStudentsSchoolProject Title
1st--Certificate and $50 gift cardHenry CarterJustice High SchoolHow do vehicle emissions affect the troposphere at Justice High School?
1st--Certificate and $50 gift cardAlex GanMcLean High SchoolAir Pollution and Population Density Correlation in the DMV Region
1st--Certificate and $50 gift cardNikayla GerasimasMarshall High SchoolEngineering Energy Efficiency: Cooling Buildings through Trigonal Siding

AwardStudentsSchoolProject Title
1st Distinguishing Achievement Award in Medicine and Public Health--Certificate and MedalBani GillWestfield High SchoolA Novel Investigation of LAMA5: Unraveling Idiopathic Hematuria Etiology
2nd Distinguishing Achievement Award in Medicine and Public Health--Certificate and MedalSrishanth RaviTJHSSTMSallNet: A Deep Learning Approach for Multiple Sclerosis Lesion Analysis
3rd Distinguishing Achievement Award in Medicine and Public Health--Certificate and MedalJamie ChoeMarshall High SchoolDifferential Expression of EMT Genes in Early-Onset Colorectal Cancer
HM Meritorious Achievement Award in Medicine and Public Health--Certificate and MedalChloe GiglioMcLean High SchoolVISTA Inhibitor CA170 Synergizes with KRAS Vaccine in Lung Cancer
HM Meritorious Achievement Award in Medicine and Public Health--Certificate and MedalAnvitaa RudharrajuWestfield High SchoolEnhancing Explainable AI Diagnosis for Age-Related Macular Degeneration
HM Meritorious Achievement Award in Medicine and Public Health--Certificate and MedalPalatin ShaakerTJHSSTDual-Targeting Therapeutic Strategy for MSI Colorectal Cancer
HM Meritorious Achievement Award in Medicine and Public Health--Certificate and MedalRithvik RedrouthuTJHSSTHybrid Quantum-Classical CNNs for Glaucoma Detection in Retinal Imaging
HM Meritorious Achievement Award in Medicine and Public Health--Certificate and MedalRohan HonganoorTJHSSTInvestigation of the Immunosuppressive Microenvironment in Lung Adenocarcinoma Brain Metastasis
HM Meritorious Achievement Award in Medicine and Public Health--Certificate and MedalEthan Lee, Dylan Nguyen, Kennen Nelson-PennebakerWoodson High SchoolOptimizing Latrophilin Using Computational Design to Develop a Modern Antitoxin
HM Meritorious Achievement Award in Medicine and Public Health--Certificate and MedalVenita WangMcLean High SchoolStatistical Analysis of Ultrasonic Data in the Characterization of Hashimoto’s Thyroiditis
HM Meritorious Achievement Award in Medicine and Public Health--Certificate and MedalYousef MalikLangley High SchoolAI-Driven Analysis of Epigenetic Markers on Arsenic Dysregulations in DNA
HM Meritorious Achievement Award in Medicine and Public Health--Certificate and MedalEllie Molholm, Delaney CaldwellWoodson High SchoolThe Effect of Red 40 Food Dye in Food on Human Taste
HM Meritorious Achievement Award in Medicine and Public Health--Certificate and MedalKieran LangerWoodson High SchoolThe Effect of Biological Sex on the Efficacy of Unisex Knee Braces in Reducing Impact Forces
HM Meritorious Achievement Award in Medicine and Public Health--Certificate and MedalNatalie KehlWoodson High SchoolThe Effect of G-Forces on the Internal Structure of Cherry Tomatoes
HM Meritorious Achievement Award in Medicine and Public Health--Certificate and MedalGabrielle OkoroduduLake Braddock Secondary SchoolDeveloping Novel HDAC10 Inhibitors: Assessing Efficacy and Cytotoxicity

AwardStudentsSchoolProject Title
1st--$100 gift card and CertificateEileen Kang, Xavier AllenMadison High SchoolCreating a Dye Sensitized Solar Cell
2nd--$75 gift card and CertificateRushil KukrejaTJHSSTPhotovoltaic Electrochromic Window for Solar Harvesting and Light Pollution
HM--$50 gift card and CertificateRishima SahooWestfield High SchoolEV Maxibattery: An AI Model to Create a More Eco-friendly Battery

AwardStudentsSchoolProject Title
1st--Certificate and GMU SwagAlex GanMcLean High SchoolAir Pollution and Population Density Correlation in the DMV Region
2nd--Certificate and GMU SwagJessica TroupCentreville High SchoolDiel Vertical Migration of Copepods: A Predictive Framework for Weir-Impacted Waterways
2nd--Certificate and GMU SwagConnor SmetekSouth County High SchoolTracking Geomagnetic Storms with GPS Position Error
4th--Certificate and GMU SwagSpandana TathicherlaCentreville High SchoolMachine Learning Approach to Detection of Cybersecurity Threats in Smart Farming IoT Systems
5th--Certificate and GMU SwagAlisha DesaiOakton High SchoolThe Effect of Oysters on Water Nitrogen Level

AwardStudentsSchoolProject Title
1st Place--Certificate and GMU Swag BagHeman BekeleWoodson High SchoolPcTx1-Loaded Lipid Nanoparticles for a Low-Cost Ischemic Stroke Treatment
2nd Place--Certificate and GMU Swag BagRosa GolacSouth Lakes High SchoolAccessible Braille Maker Prototype Using Arduino
2nd Place--Certificate and GMU Swag BagJoelle RiceWoodson High SchoolExploring Magnetic Properties in Metals Contra Magnetic Flux for Biomedical Engineering

AwardStudentsSchoolProject Title
1st in Technology Innovation--Certificate and $50Max Harr-RobinsMadison High SchoolSecret Free-Space Optical Communication System
2nd in Technology Excellence--Certificate and $50Shenghang RenBasis IndependentA Soft, Wearable Sensor System Based on RNNs for Gait Phase Analysis and Classification
2nd in Technology Excellence--Certificate and $50Thomas SparlingOakton High SchoolMicro Closed-Loop, Pumped, Hydro-Power System Turbine Assessment
2nd in Technology Excellence--Certificate and $50Ansh Malhotra, Anush DevkarTJHSSTBrailleSense: A Modular, Low-Cost Solution for Accessible Braille Displays
2nd in Technology Excellence--Certificate and $50Sreeya Sangaraju, Chethna GaneshCentreville High SchoolAnalyzing AI/ML Algorithms’ Efficiency in Predicting Water Quality within Northern Virginia
3rd in Technology Achievement--CertificateSirichandana YakkalaChantilly High SchoolThe Effect of Aromatic Substances on the Blood Brain Barrier for Alzheimer’s Patients
3rd in Technology Achievement--CertificateVeera AnandLangley High SchoolARC: Novel Space Debris Tracking and Elimination Using AI, Lasers, and Robotics
3rd in Technology Achievement--CertificateAvi PrakashMarshall High SchoolPlasma Discharge Dynamics According to Altitude

AwardStudentsSchoolProject Title
MIT Club of Washington DC Award of Excellence--Certificate, $75 stipend, and subscription to MIT Technology ReviewValeria NovoaMadison High SchoolSynthesis of Zinc-Chitosan Biodegradable and Rechargeable Voltaic Cell
MIT Club of Washington DC Award of Excellence--Certificate, $75 stipend, and subscription to MIT Technology ReviewAdithya Pillai, Lang XiongLangley High SchoolEcoForge: A Novel Sustainable Geopolymer Alternative to Concrete, Optimized with Machine Learning

AwardStudentsSchoolProject Title
Certificate and Invitation to a Webinar with NASA ScientistPetr KisselevTJHSSTSpatially heterogeneous GCN-coupled SIR infection modeling to inform policy
Certificate and Invitation to a Webinar with NASA ScientistMarina LinTJHSSTA Novel Carbon-Aware Ant Colony System Algorithm for Sustainable Transportation
Certificate and Invitation to a Webinar with NASA ScientistSuyeon (Emily) MoonMcLean High SchoolMicroplastic Effects on Plant Growth

AwardStudentsSchoolProject Title
NCA Science Fair Winner--Certificate, 1 year subscription to Sky  Telescope magazine, 1 year membership in NCA, NCA swagRushil KukrejaTJHSSTPhotovoltaic Electrochromic Window for Solar Harvesting and Light Pollution
NCA Science Fair Winner--Certificate, 1 year subscription to Sky  Telescope magazine, 1 year membership in NCA, NCA swagJulia SitesSouth County High SchoolThe Impact of Municipal Dimming on Skyglow
NCA Science Fair Winner--Certificate, 1 year subscription to Sky  Telescope magazine, 1 year membership in NCA, NCA swagAvi PrakashMarshall High SchoolPlasma Discharge Dynamics According to Altitude

AwardStudentsSchoolProject Title
Taking the Pulse of the Planet Award--Certificate and LetterJessica TroupCentreville High SchoolDiel Vertical Migration of Copepods: A Predictive Framework for Weir-Impacted Waterways
Taking the Pulse of the Planet Award--Certificate and LetterSpandana TathicherlaCentreville High SchoolMachine Learning Approach to Detection of Cybersecurity Threats in Smart Farming IoT Systems
Taking the Pulse of the Planet Award--Certificate and LetterSreeya Sangaraju, Chethna GaneshCentreville High SchoolAnalyzing AI/ML Algorithms’ Efficiency in Predicting Water Quality within Northern Virginia

AwardStudentsSchoolProject Title
1st--Certificate, SeeStar 30 telescope,  "Turn Left at Orion" sky atlas, and 1-year NOVAC membershipJulia SitesSouth County High SchoolThe Impact of Municipal Dimming on Skyglow
2nd--Certificate, "Turn Left at Orion" sky atlas, and 1-year NOVAC membershipVeera AnandLangley High SchoolARC: Novel Space Debris Tracking and Elimination Using AI, Lasers, and Robotics
3rd place--Certificate, "Turn Left at Orion" sky atlas, and 1-year NOVAC membershipNathan VailikitWoodson High SchoolEffect of Thermal Variation in Johnson-Nyquist-Noise-Based Calibration on Exoplanet Photometry
Honorable Mention--Certificate, "Turn Left at Orion" sky atlas, and 1-year NOVAC membershipNived Nandakumar, Nikhil KrishnaTJHSSTAn Integrated Triple-Model Framework for Space Debris Surveillance
Honorable Mention--Certificate, "Turn Left at Orion" sky atlas, and 1-year NOVAC membershipKeya Shah, Neha RanjithWestfield High SchoolCELESTIA: An Approach to Predicting Aurora Borealis Using Machine Learning

AwardStudentsSchoolProject Title
1st--1st Place Certificate and $100 CheckAashritha PenumudiTJHSSTExploring the Structural Basis of Ribosome Stalling by Arresting Peptides
2nd--2nd Place Certificate and $50 CheckSamanvi TummalaChantilly High SchoolBreaking Down Sustainability: Testing the Limits of Resistant Starch Materials
HM--Certificate of MeritAmrik MajumdarWestfield High SchoolEvaluating the Stimulatory Effect of Caffeine using Daphnia magna as a Model
HM--Certificate of MeritPhillip TranCentreville High SchoolThe Effects of Aspartame on the Teeth Whitening Efficacy of Hydrogen Peroxide In Vitro
HM--Certificate of MeritIshika ThalluriOakton High SchoolThe Effect of Natural Filtrating Organisms on Polluted Water
HM--Certificate of MeritAnaahita KaashyapThe Potomac SchoolSynthesis of HMPB-Cur-Pip Nanoparticles as Rheumatoid Arthritis Therapy
HM--Certificate of MeritHeman BekeleWoodson High SchoolPcTx1-Loaded Lipid Nanoparticles for a Low-Cost Ischemic Stroke Treatment

AwardStudentsSchoolProject Title
Certificate, $50 Gift Card, and MedalValeria NovoaMadison High SchoolSynthesis of Zinc-Chitosan Biodegradable and Rechargeable Voltaic Cell
Certificate, $50 Gift Card, and MedalMax Harr-RobinsMadison High SchoolSecret Free-Space Optical Communication System
Certificate, $50 Gift Card, and MedalRishima SahooWestfield High SchoolEV Maxibattery: An AI Model to Create a More Eco-friendly Battery
Certificate, $50 Gift Card, and MedalSyed RishadLangley High SchoolA Portable, ICP-Based Electrodialysis System for Energy-Efficient Water Desalination
Certificate, $50 Gift Card, and MedalTimothy TuMarshall High SchoolCompression Behavior and Resistance of Strut Based Lattice Structure Designs
Certificate, $50 Gift Card, and MedalMax ZhaoTJHSSTQudoku: A Quantum-Inspired Algorithm for Solving Combinatorial Optimization Problems
Certificate, $50 Gift Card, and MedalMaverick JohnsonMount Vernon High SchoolHow does varying airflow speed impact the rate of convective heat transfer?

AwardStudentsSchoolProject Title
1st--Certificate and $100 gift card per team memberErim OzcanThe Potomac SchoolInvention of a Low-Noise Toroidal Drone Propeller for Wildlife Research
2nd--Certificate and $50 gift cardPetr KisselevTJHSSTSpatially heterogeneous GCN-coupled SIR infection modeling to inform policy
3rd--Certificate and $25 gift cardVictor ChoLangley High SchoolHeadSmart: An IoT solution in preventing Traumatic Brain Injury in Sports

AwardStudentsSchoolProject Title
Charles "Chuck" Smith Award for Excellence in Computer Science and Mathematics--Certificate and $50 gift cardEamon O'LearySouth Lakes High SchoolThe Impact of Dataset Size on Training Time and Accuracy in Image Classification
Dr. Edgar A. Love Award for Excellence in Biomedical Engineering--Certificate and $50 gift cardAaryasinh Vaghela, Rishik PuliBasis IndependentVascuPINN: Leveraging Physics-Informed Neural Networks and Non-Newtonian Models
Dr. Ernest Everett Just Award for Excellence in Biology--Certificate and $50 gift cardShreya Soni, Peyton TranSouth County High SchoolThe Effect of Different Spices on Bacterial Growth
Dr. Oscar J. Cooper, M.D., Award for Excellence in Biomedical and Health Sciences--Certificate and $50 gift cardChloe GiglioMcLean High SchoolVISTA Inhibitor CA170 Synergizes with KRAS Vaccine in Lung Cancer
Professor Frank Coleman Award for Excellence in Physics--Certificate and $50 gift cardLeona AgyepongLake Braddock Secondary SchoolThe Effect of Parachutes on Maximum and Terminal Velocities

AwardStudentsSchoolProject Title
Notable Achievement--CertificateRushil KukrejaTJHSSTPhotovoltaic Electrochromic Window for Solar Harvesting and Light Pollution
Notable Achievement--CertificateVeera AnandLangley High SchoolARC: Novel Space Debris Tracking and Elimination Using AI, Lasers, and Robotics
Notable Achievement--CertificateSakethram Kuncha, Dev Srivastava, Nam NgoTJHSSTModeling Exoplanet Detection via Transit Photometry: Random Forest Approach
Notable Achievement--CertificateNathan VailikitWoodson High SchoolEffect of Thermal Variation in Johnson-Nyquist-Noise-Based Calibration on Exoplanet Photometry
Outstanding Achievement--CertificateSarah ParkTJHSSTSVM-Enhanced Infrared Spectroscopy for Noninvasive Blood Glucose Monitoring
Outstanding Achievement--CertificateMax Harr-RobinsMadison High SchoolSecret Free-Space Optical Communication System
Outstanding Achievement--CertificateMax ZhaoTJHSSTQudoku: A Quantum-Inspired Algorithm for Solving Combinatorial Optimization Problems

AwardStudentsSchoolProject Title
1st--Certificate of Merit and Raspberry Pi Computer KitSrikar KovvaliWestfield High SchoolSmartPharynx: A Novel, Inexpensive System for Screening of Bacterial Pharyngitis
Certificate of MeritShenghang RenBasis IndependentA Soft, Wearable Sensor System Based on RNNs for Gait Phase Analysis and Classification
Certificate of MeritSean KimCentreville High SchoolThe Role of Machine Learning on the Recognition of Common Phonological Processes
Certificate of MeritAdam GardnerChantilly High SchoolPredicting Electron Positions Using AI: Approximating Quantum Probability Distributions
Certificate of MeritSumer ChaudharyBasis IndependentAssessing the Effect of Change in Computational Complexity on the Accuracy and Efficiency of CSS Codes
Certificate of MeritSarah LiMcLean High SchoolAn Analysis of AI Autonomous Agents in Web Browsing and Navigation
Certificate of MeritSrikar AkundiChantilly High SchoolAI-Powered Trait Analysis for Poisonous Mushroom Classification
Certificate of MeritSuyeon (Emily) MoonMcLean High SchoolMicroplastic Effects on Plant Growth
Certificate of MeritAngelina TaimouriFalls Church High SchoolImpact of Organic Matter on Conversion of Energy in Microbial Fuel Cells
Certificate of MeritVictor ChoLangley High SchoolHeadSmart: An IoT solution in preventing Traumatic Brain Injury in Sports

AwardStudentsSchoolProject Title
Regeneron Biomedical Science Award--Certificate and $375
 
Aashritha PenumudiTJHSSTExploring the Structural Basis of Ribosome Stalling by Arresting Peptides

AwardStudentsSchoolProject Title
Sustainable Development Award--CertificateDeekshitha PrasannaMarshall High SchoolCan UV-A irradiation act as a catalyst for asexual reproduction in Hydra?
Sustainable Development Award--CertificateKent FruchtmanOakton High SchoolSustainabiliTree: An Integrated System for Water, Solar Energy, and Flood Watches and Warnings
Sustainable Development Award--CertificateCaroline KoenigLake Braddock Secondary SchoolThe Effect of a Wave Wall on the Distance A Wave Reaches on Shore

AwardStudentsSchoolProject Title
First Prize for Excellence in Mobility Engineering--Certificate and $100 Amazon Gift CardSophia LamyWestfield High SchoolEffect of Space-Like Conditions on 3D Printed Rocket Nose Cones
Second Prize for Excellence in Mobility Engineering--Certificate and $50 Amazon Gift CardAiyaad RashidMadison High SchoolMaximizing Cruising Aircraft Fuel Efficiency by Optimizing Angle of Attack
Second Prize for Excellence in Mobility Engineering--Certificate and $50 Amazon Gift CardJohn RileySouth County High SchoolThe Effect of Remote Controlled Car Body Shape on Speed
Excellence in Mobility Engineering - Honorable Mention--CertificateJack DovaMount Vernon High SchoolEnhancing Low Light Vision: A Sound-Based Solution for Vision in Low Light Environments

AwardStudentsSchoolProject Title
Certificate of Outstanding Achievement for Ability and Creativity in In Vitro BiologyAislinn LuongMarshall High SchoolIn Vitro Interactions of Amphotericin B and Manogepix against C. neoformans

AwardStudentsSchoolProject Title
Outstanding Engineer--$25 Amazon Gift CardSarah ParkTJHSSTSVM-Enhanced Infrared Spectroscopy for Noninvasive Blood Glucose Monitoring
Outstanding Engineer--$25 Amazon Gift CardIsabela RevisOakton High SchoolTesting the Efficiency of a Locally-Adapted Rocket Stove Prototype Using Biomass Briquettes
Outstanding Engineer--$25 Amazon Gift CardValeria NovoaMadison High SchoolSynthesis of Zinc-Chitosan Biodegradable and Rechargeable Voltaic Cell
Outstanding Engineer--$25 Amazon Gift CardRosa GolacSouth Lakes High SchoolAccessible Braille Maker Prototype Using Arduino
Promising Engineer--$15 Target Gift CardParnika UrsWoodson High SchoolThe Energy Output of Natural Piezoelectric Materials for Power Generation
Promising Engineer--$15 Target Gift CardEliza MeyersJustice High SchoolThe Effect of Drainage Systems on Levees
Promising Engineer--$15 Target Gift CardAddinae SylvesterWest Potomac High SchoolThe World of Piezoelectricity
Promising Engineer--$15 Target Gift CardAlicia YauMcLean High SchoolA Study of the Effects of Time Dilation on a Cancer Cell Model

AwardStudentsSchoolProject Title
1st--Certificate and $50Heman BekeleWoodson High SchoolPcTx1-Loaded Lipid Nanoparticles for a Low-Cost Ischemic Stroke Treatment
2nd--Certificate and $25Palatin ShaakerTJHSSTDual-Targeting Therapeutic Strategy for MSI Colorectal Cancer
3rd--CertificateMarina LinTJHSSTA Novel Carbon-Aware Ant Colony System Algorithm for Sustainable Transportation

AwardStudentsSchoolProject Title
Award Packet (sling pack, Power Bank, USB Flash Memory Drive, USB Car Charger, and Official AF Certificate.)Andreas Spoormaker, Bora Yimenicioglu, Kaden Hromek-VaitlaOakton High SchoolNovel Machine Learning Approach for Autonomous MEV Satellite Docking via Deep Reinforcement Networks
Award Packet (sling pack, Power Bank, USB Flash Memory Drive, USB Car Charger, and Official AF Certificate.)Avi PrakashMarshall High SchoolPlasma Discharge Dynamics According to Altitude

AwardStudentsSchoolProject Title
Certificate and 1 year membership in US Metric AssociationIshika ThalluriOakton High SchoolThe Effect of Natural Filtrating Organisms on Polluted Water
Certificate and 1 year membership in US Metric AssociationMarissa Turek, Aarna GuptaOakton High SchoolThe Impact of Sand Type on Energy Storage Capacity in Sand Batteries
Certificate and 1 year membership in US Metric AssociationCatherine Rosas RiojaFairfax High SchoolThe Effect of Sound Frequencies on Plant Growth

AwardStudentsSchoolProject Title
1st--Certificate, UVA SWAG Bag, and $50 gift voucherNikhil RisbudSouth Lakes High SchoolThe Effect of Coffee on Protein Digestion
2nd--Certificate, UVA SWAG Bag, and $25 gift voucherShreya Soni, Peyton TranSouth County High SchoolThe Effect of Different Spices on Bacterial Growth
3rd--Certificate and UVA SWAG BagVirginia Waugh, Chloe Coleman, Amara RobertsonSouth County High SchoolThe Effect of Ripeness on the Amount of DNA in Fruit
3rd--Certificate and UVA SWAG BagTehreem RashidSouth County High SchoolImpact of Yoga on Muscle Flexibility: Rubber Bands

AwardStudentsSchoolProject Title
1st Place- Certificate, Coin, and JournalRishab NanduriOakton High SchoolQuantum Dot Bayesian Adaptive Parameter Tuner: A Novel AI-Optimized Simulation
1st Place- Certificate, Coin, and JournalPetr KisselevTJHSSTSpatially heterogeneous GCN-coupled SIR infection modeling to inform policy
1st Place- Certificate, Coin, and JournalOliver WangTJHSSTOptimizing Hydrogel Heat Sinks for Enhancing Solar Efficiency and Computing
1st Place- Certificate, Coin, and JournalHeman BekeleWoodson High SchoolPcTx1-Loaded Lipid Nanoparticles for a Low-Cost Ischemic Stroke Treatment
Honorable Mention-- Certificate and CoinShenghang RenBasis IndependentA Soft, Wearable Sensor System Based on RNNs for Gait Phase Analysis and Classification
Honorable Mention-- Certificate and CoinShruthi MandavaChantilly High SchoolSeeing is Not Believing? Developing and Comparing AI-Image Detection Tools
Honorable Mention-- Certificate and CoinRushil KukrejaTJHSSTPhotovoltaic Electrochromic Window for Solar Harvesting and Light Pollution
Honorable Mention-- Certificate and CoinNived Nandakumar, Nikhil KrishnaTJHSSTAn Integrated Triple-Model Framework for Space Debris Surveillance

AwardStudentsSchoolProject Title
Senior Award--Certificate and $200 Gift CardDeekshitha PrasannaMarshall High SchoolCan UV-A irradiation act as a catalyst for asexual reproduction in Hydra?

AwardStudentsSchoolProject Title
Agricultural Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunitySimran Zalavadia, Vera Truvan, Sophia ChuFairfax High SchoolThe Hidden Power of Fruit Peels
Biomedical Engineering Innovation Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityBhavya JainHerndon High SchoolSynthetic Blood: Engineering Hemoglobin to Mitigate Blood Shortages
Biomedical Engineering Innovation Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunitySarah ParkTJHSSTSVM-Enhanced Infrared Spectroscopy for Noninvasive Blood Glucose Monitoring
Biomedical Engineering Innovation Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityRuhaan Singh, Aditya PujariTJHSSTComputer Vision-Based Early Diagnosis of Parkinson’s Disease via Pattern Recognition
Biomedical Engineering Innovation Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityRishikesh Narayana, Armaan AhmedTJHSSTAdaptive Vision Correction for Presbyopia Using Voltage-Controlled Liquid Lenses
Biomedical Engineering Innovation Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityJames Ngo, WynSon Phan, Nathan NguyenWoodson High SchoolCreating an Attention-Enhanced Machine Learning Model For Early Detection of Dysarthria
Biomedical Engineering Innovation Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityShenghang RenBasis IndependentA Soft, Wearable Sensor System Based on RNNs for Gait Phase Analysis and Classification
Biomedical Engineering Innovation Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityEllie UtleyWestfield High SchoolFall Detector With SMS Messaging
Biomedical Engineering Innovation Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityNina SamaniWoodson High SchoolPressure-Sensing Shoe Soles
Chemical Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityAlex Foos, Andrew HorneWest Potomac High SchoolHow well does a homemade cell phone spectrophotometer process absorption from samples?
Computer Science and Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityJunseo Yoo, Aditya Dhungel, Eric HanChantilly High SchoolCan AI Learn to Detect AI Generated Images?
Computer Science and Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityShruthi MandavaChantilly High SchoolSeeing is Not Believing? Developing and Comparing AI-Image Detection Tools
Computer Science and Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityMarina LinTJHSSTA Novel Carbon-Aware Ant Colony System Algorithm for Sustainable Transportation
Computer Science and Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityDeven HagenTJHSSTA Novel Approach to Algorithmic Redistricting: Combating Gerrymandering with AI Tools
Computer Science and Innovation Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityYash Baligar, Shashank EdupugantiWestfield High SchoolML Architecture Impact on Suicide Rate Prediction
Computer Science and Innovation Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityJude Hejazi, Sidra YounisKing Abdullah AcademyHydro Stats
Engineering Innovation Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityAndreas Spoormaker, Bora Yimenicioglu, Kaden Hromek-VaitlaOakton High SchoolNovel Machine Learning Approach for Autonomous MEV Satellite Docking via Deep Reinforcement Networks
Engineering Innovation Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityVeera AnandLangley High SchoolARC: Novel Space Debris Tracking and Elimination Using AI, Lasers, and Robotics
Engineering Innovation Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityYueun SimMcLean High SchoolThe Relationship Between a Robot’s Ability to Balance and the Modeling of Human Feet
Environmental Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityMaya Focht, Nina WillcoxonWest Potomac High SchoolThe Effect of Different Types of Sunscreen on Aquatic Milfoil Plant Growth
Environmental Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityRiya VlcanAnnandale High SchoolThe Effect of Moving vs. Stagnant Water on Algae Growth
Environmental Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityEileen Kang, Xavier AllenMadison High SchoolCreating a Dye Sensitized Solar Cell
Environmental Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityRushil KukrejaTJHSSTPhotovoltaic Electrochromic Window for Solar Harvesting and Light Pollution
Environmental Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityAmaan Khan, Aiman Ullah, Kavin Paturu MuralikrishnanChantilly High SchoolGravitational Energy Storage
Environmental Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityKyra Ranakusuma, Lam DinhLangley High SchoolThe Effect of Salinity on Voltage Output in Microbial Fuel Cells
Environmental Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityDaniel MurphyHerndon High SchoolDeveloping a Model that Predicts the Energy Output of a Solar Panel
Environmental Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityAlec McFadyen, Luke ChuangLangley High SchoolS.O.R.T.E.R. - Smart Optical Recycling and Trash Evaluation Robot
Environmental Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityZaina Naffa, Deem Alfadhel, Zeinab KhanKing Abdullah AcademyAM to PM
Environmental Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityZeinab KhanKing Abdullah AcademyAM to PM
Environmental Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityJason Pan, Bennett HuangLangley High SchoolAI-Powered Optimization of Methyl Jasmonate-Induced Defense for Precise Pest Control
Mechanical Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityMax Harr-RobinsMadison High SchoolSecret Free-Space Optical Communication System
Mechanical Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityVictor ChoLangley High SchoolHeadSmart: An IoT solution in preventing Traumatic Brain Injury in Sports
Mechanical Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityJack DovaMount Vernon High SchoolEnhancing Low Light Vision: A Sound-Based Solution for Vision in Low Light Environments
Mechanical Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityAnsh Malhotra, Anush DevkarTJHSSTBrailleSense: A Modular, Low-Cost Solution for Accessible Braille Displays
Mechanical Engineering Award--Certificate, membership in Invention Virginia States, publication opportunity, internship opportunityRosa GolacSouth Lakes High SchoolAccessible Braille Maker Prototype Using Arduino

AwardStudentsSchoolProject Title
1st--Certificate, Entry into Virginia Stockholm Jr. Water Prize Competition, and $200 (split between team members)Sreeya Sangaraju, Chethna GaneshCentreville High SchoolAnalyzing AI/ML Algorithms’ Efficiency in Predicting Water Quality within Northern Virginia
2nd--Certificate, Entry into Virginia Stockholm Jr. Water Prize Competition, and $100Naomi DalmetMadison High SchoolMitigating Eutrophication and Harmful Algal Blooms in Lakes

AwardStudentsSchoolProject Title
1st--Certificate LetterMatthew Chu, Thomas Duong, Ayush KatpallyChantilly High SchoolThe Warburg Effect: Optimum Glucose Availability on Cancer Metabolism
2nd--Certificate LetterAdithya Pillai, Lang XiongLangley High SchoolEcoForge: A Novel Sustainable Geopolymer Alternative to Concrete, Optimized with Machine Learning
HM--Certificate LetterTanush Vuppala, Surin WettimunyTJHSSTQuantum-Classical Optimization: A Virginia Approach to the Traveling Salesman Problem
HM--Certificate LetterStella HongMadison High SchoolPlant Waste to Nanoparticles: A Green Solution to Combat Fungi Fusarium

AwardStudentsSchoolProject Title
Most Outstanding Exhibit in Science, Technology, Engineering and Mathematics--Certificate and MedallionSean KimCentreville High SchoolThe Role of Machine Learning on the Recognition of Common Phonological Processes