Research
Research Areas (Alphabetical Order):
- Artificial Intelligence (AI)
- Automation
- Education
- Ethics
- Extended Reality (XR: AR/MR/VR)
- Intelligent Systems (IS)
- Internet of Things (IoT)
- Machine Learning (ML)
- Neural Networks (NN)
- Sustainable Energy
- Web and Mobile Technologies
Current Projects (Alphabetical Order per Area):
Agricultural IoT:
- DOxy
- Low cost Dissolved Oxygen monitoring system for aquatic life applications
- Internal Articles: Driven to Succeed
- Publications: DOxy: Dissolved Oxygen Monitoring | Long-Range Data Transmission for Online Water Quality Monitoring of the Tembling River in Rural Areas of Pahang, Malaysia | Sustainable Surface Water Dissolved Oxygen Monitoring at Lake 7/1F, Shah Alam, Selangor | DOxy: A Dissolved Oxygen Monitoring System
- Videos: Data Transmission for Online Water Quality Monitoring in Sg Tembeling Pahang
- GrapeSense
- A Grape Aging Classifier Using Residual Transfer Learning on Drone Images
- Publication: GrapeSense: A Grape Aging Classifier Using Residual Transfer Learning On Drone Images | GrapeSense: A Comparative Study of Residual Transfer Learning Models for Grape Aging Classification Using Drone Images
- Golden Mussel Detection
- IoT System for detecting the Golden Mussel invasive species in bodies of water
- HA (Hydration Automation) - learn more
- Energy efficient system for automation of water systems including livestock watering, crop irrigation, etc.
- Articles about the project: Hydration Automation (HA) – US | A Santa Clara University engineering lab creates moisture sensors for a San Jose community farm
- Awards: Most Interdisciplinary Award at Ciocca Center's 2020 Business Pitch Competition
- Expo presentation: EPICS in IEEE 2019 | EPICS in IEEE 2020
- Poster Competitions: Technical Award: $500
- Publications: A Low-power Wireless Sensing Unit for Hydro-System Automation | A Sustainable 3D-printed casing for Hydro-System Automation Sensing Units | ÂB: An Energy Aware Communications Protocol (EACP) for the Internet of Things (IoT) | SU 2.0: A Marketable Low-Power Wireless Sensing Unit for Hydration Automation | HA: Smart Tank
- HiveSpy - learn more
- Automation of beekeeping with a specific focus on labour shortage and the prevention of hive swarming
- Awards: 2018 Forbes AGTECH Thrive X Challenge | Most Social Impact Award at Ciocca Center's 2020 Business Pitch Competition
- Blog Posts: HiveSpy: Bringing Automation to Beekeeping
- Expo presentation: EPICS in IEEE
- Internal Articles: An EPIC Effort to Help Beekeepers in the Spring 2020 issue of Engineering News
- Publications: HiveSpy | Identifying Beehive Frames Ready For Harvesting
Blockchain and Smart Contracts:
- InspiredEarth
- Creating an online store for a local business which donates part of its proceeds to environmental causes using smart contracts for donation accountability.
Data Science:
- Paper Prisons - Learn more at paperprisons.org
- Expungement Tool
- Web application for assisting in the identification of qualification for expungement of criminal records as well as assisting individuals with the application process.
- Award:Hack-4-Humanity 2020
- Publication: A Tool for Narrowing the Second Chance Gap
- First Step ID / Reentry ID
- Web application for helping newly released rehabilitated citizens obtain/renew their various IDs such as Drivers Licenses.
- Award: Hack-4-Humanity 2021
- Publication: First Step ID: Helping Rehabilitated Citizens Regain Their Government Issued Identification
- Second Chance Gap Initiative
- A statistical study of the gap size in individual criminal history expungement of decriminalized offenses for all 50 states.
- Articles about the project: To the State Legislature: Fulfill the Promise You Made, Pass the Clean Slate Act Today
- Presentations: AI and Hiring: Automating Second Chances
- Publication: America's Paper Prisons: The Second Chance Gap | The Estimated Size and Lost Earnings of New York's Second Chance Sealing Gap | The Missouri Second Chance Expungement Gap | The Illinois Second Chance Expungement/Sealing Gap | The Oregon Second Chance Set-Aside Gap
Disaster Mitigation and Recovery:
- FloMoSys (Flood Monitoring System)
- Low cost and energy-efficient Flood Monitoring System
- Expo presentation: EPICS in IEEE
- IncidentAid
- First Responder (Firefighters, EMTs, etc.) mobile app and future specialized handheld device(s) for saving lives
- Publications: Developing High-Value Technologies for First Responders | Implementing Communications and Information Dissemination Technologies for First Responders
Education:
- ClassRoute
- Humanitarian project aiming at the creation, translation, and delivery of highschool level STEM curriculum in 15 different languages to underprivileged students in various provinces of India and neighboring countries.
- Publications: ClassRoute: An English to Punjabi Educational Video Translation Pipeline for Supporting Punjabi Mother-Tongue Education | ClassRoute: Bridging the Digital Academic-Content Divide | An English to Urdu Educational Video Translation Pipeline to Reinforce Mother-Tongue Based Learning | Automated Generation of Mandarin Educational Multimedia Content from Existing English Cntent
- SwingBeats: Haptics -
- A haptic feedback system for teaching/learning how to dance to music.
- Awards: INTETAIN2020 Best Paper Involving IoT and Haptics | 1st Place Award at Ciocca Center's 2021 Business Pitch Competition
- Internal Articles: Student presents dance app at Malaysian conference | Tap Dance Revolution
- Publications: Requirements Analysis and Preliminary Development of SwingBeats: A Real-Time Haptic Beat Tracking System for Dance Education | An IoT Haptic Feedback Ankle Bracelet (HFAB) for Dance Education
- TailorEd - learn more
- Custom Image recognition applied to classroom environments in a study of the effects of technology and classroom strategies in learning
- Publications: Classroom Configuration Identifier (CCID) | TailorEd: Classroom Configuration and Activity Identifiers (CCID & CAID) | Lecture, Discussion, Group Work, Repeat: Using Aerial Photography and Machine Learning to Study the Use of Writing-Related Pedagogies in STEM Courses and Their Impact on Different Student Subgroups
- Video: Course Hero Education Summit 2020
- Track2College
- Mobile App that helps highschool students find the best colleges suited to their academic interest, budget, and location preferences in California.
Energy:
- AB
- An Energy Aware Communication Protocols (EACP) for use in IoT and other networks which is currently under testing in EPIC Lab's DOxy, HA, and HiveSpy IoT projects.
- Publication: ÂB: An Energy Aware Communications Protocol (EACP) for the Internet of Things (IoT)
Extended Reality (XR: AR/MR/VR):
- SwingBeats: XR - learn more
- An XR Music visualization addition to the SwingBeats haptic feedback system for dance education.
Financial Technology:
- DoBid
- A platform for the democratization of political bargaining and fundraising
Health Care Technology:
- eVision
- A machine learning approach for forecasting seasonal influenza outbreaks
- Publications: Influenza Forecasting | eVision: Influenza Forecasting Using CDC, WHO, and Google Trends Data | Expanding eVision's Scope of Influenza Forecasting | Expanding eVision's Granularity of Influenza Forecasting | eVision: Epidemic Forecasting on COVID-19 | eVision: Epidemic Forecasting on COVID-19 | eVision: Interplay of Influenza A/B Sub-Types and COVID-19 | Attempts at Enhancing eVision's Influenza Forecasting Using Social Media | eVision: Forecasting the spread of Tuberculosis in India with Deep Learning | Data Gap/Outlier Correction and Treatment | eVision: Respiratory Syncytial Virus (RSV) Seasonal Trend Forecasting | Exploring Enhancements to the Stacked LSTM Outlier Detection and Correction Method
- GluMo (Glucose Monitoring)
- Small factor noninvasive blood Glucose Monitoring medial instrumentation
- Internal Articles: A Bloodless Coup
- Publication: Noninvasive Blood Glucose Monitoring (GluMo) | GluMo: A Noninvasive Blood Glucose Monitor
Optimization:
- DivOp
- Divisibility Operator for Large Integers Using Divisibility Rules which can save CPU time and energy consumption
Social Media:
- Mitigation of Misinformation (MoM)
- A new approach to solving the problem of fake news propagation in social media networks.
- Publications: Detecting Fake News Spreaders on Twitter Through Follower Networks
Technology Ethics:
- Ethics of Data Indices
- A study of the ethical concerns and dangers of metadata ownership.
- Publication: ToDI: A Taxonomy of Derived Indices
- GoodBuys
- Mobile and web application for making ethical decisions when purchasing products.
- Publication: GoodBuys
Transportation:
- AstraPhase
- Deep reinforcement learning applied to urban intersections in order to minimize delays and smoothen queues.
- Public Transit Hub (PTHub)
- Mobile and web application for assisting SCU students with public transportation
- Publications: Public Transit Hub (PTHub)
- Panterix
- A mobile navigation application that takes the safety of the roads into account when suggesting routes.
- Publications: Safe Routes
- Videos: Safe Routs
Past Projects (Alphabetical Order per Area):
Blockchain:
- Research Paper Blockchain (RPB)
- A consortium level blockchain for tackling plagiarism and double submission of research papers to conferences and journals
- Publication: Research Paper Blockchain
Data Science:
- Aromyx
- Research into the quantification and visualization of olfactory data
- Internal Articles: The Sweet Smell of Career Experience
Education:
- STEM
- A collection of continuing research on educating students in a STEM environment.
- Publications: Student Training in Data Analytics Approaches for Bioprocessing Through Co-Curricular Activities | High School Student Training in Biomedical Engineering Innovation through Co- and extracurricular Activities
Energy:
- DeLorean Energy
- A software for estimating number of EVs needed in a community for the EVs to be able to play a role in 1) Peak Energy Demand Curve Shaving and 2) Energy Curve Smoothening
- Publication: DeLorean Energy: The potential of Asynchronous V2G Fleets as Peak Shaving Units
Extended Reality (XR: AR/MR/VR):
- KeyLight
- Leveraging Alexa voice control, Unity Engine visualization, and virtual reality (VR) technologies to train designers to create lighting looks using standard industry terminology and commands.
- Publication: KeyLight: VR System for Stage Lighting
Health Care Technology:
- BOxy
- A cost-effective blood oxygen and heart rate monitor using off the shelf components and custom software
- Publications: BOxy: A Cost-Effective Blood Oximeter
- SmartPsych
- Platform for matching patients with mental health professionals
Optimization:
- Cuckoo Prefix
- A new data structure for the purpose of blocking IPs leveraging IP subnets that achieves similar throughput rates as cuckoo++ with 8 times less memory usage.
- Publication: Cuckoo Prefix: A Hash Set for Compressed IP Blocklists
- Stacked LSTM
- An innovative technique for correcting for data gaps/outliers in time series forecasting
- Publications: Data Gap/Outlier Correction and Treatment | Exploring Enhancements to the Stacked LSTM Outlier Detection and Correction Method
Social Media:
- Locals
- New social media platform centered around travel experiences and recommendations from locals.
- Website: localsinsite.com
- Twitter isn't real life
- An analysis of whether the sentiment surrounding a Twitter handle (of politicians or celebrities) is at all an indicator of the sentiment surrounding the owner of that Twitter handle
- Publications: Twitter Sentiment Analysis and Political Approval Ratings for Situational Awareness | Detecting Fake News Spreaders on Twitter Through Follower Networks
Technology Ethics:
- Ethics of Facial Recognition AI
- A study of the ethical concerns and dangers of facial recognition AI systems.
Transportation:
- Drive Health
- System for identifying potholes and other road hazards
- Publication: Drive Health: Road Condition Detection


