28.0836° N, 80.6081° W — MELBOURNE, FLORIDA
Instrumentation, telemetry & analysis for the marine sciences.
Marine Analytic Research LLC builds and integrates oceanographic instruments, develops scientific software, and turns raw coastal data into decisions — for researchers, agencies, and inventors.
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Capabilities
CONSULTING · DESIGN · FABRICATION · ANALYSIS
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FEATURED PROJECT
FT & SISP Coastal Data Portal
Commissioned by the Coastal Processes Research Group at Florida Tech under Dr. Gary Zarillo — a live telemetry and visualization portal for Sebastian Inlet coastal monitoring, published on FIT infrastructure.
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SERVICES
From sensor to insight — and everything between.
We consult hourly, à la carte, or under contract, with rates negotiable by complexity and schedule. No job is too large or small — and where a task falls outside our bench, we coordinate it through a trusted network of engineers, scientists, and academics.
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Creative or inventor with an idea?
If your concept needs software and hardware working together, we can get you started — advanced design and analysis from concept to reality using 3D modelling and rapid prototyping tools.
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PROJECTS & PRODUCTS
Selected work.
DATA PORTAL — FLORIDA TECH
FT & SISP Coastal Data
A live coastal monitoring and visualization portal commissioned by the Coastal Processes Research Group at Florida Tech under Dr. Gary Zarillo. Telemetry, archiving, and public charts for Sebastian Inlet, published on FIT infrastructure.
HARDWARE
Hydrophones & vibrometers
Custom-built acoustic sensing hardware for research and industry — designed, fabricated, and calibrated in-house.
CONSULTING
Ultrasonic antifouling
Passive and active antifouling measures — system selection, ultrasonic transducer placement, and performance evaluation.
SOFTWARE & AGENTIC TOOLS
REMOTE SENSING
Imagery Downloader
A multisensor pipeline for finding, downloading, correcting, and sampling Sentinel and Landsat imagery.
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MACHINE LEARNING
Grid Search NN
Config-driven neural-network experiments for coastal water-quality and wave prediction.
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DEVELOPER TOOLING
Agentic Tools
Claude Code plugins for dependable plan execution and structured, dependency-aware bug repair.
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REMOTE SENSING PIPELINE
Imagery Downloader
A concurrent, resource-aware system that turns multisensor satellite archives into analysis-ready coastal reflectance observations.
PROCESSING FLOW
SEARCH
SELECT
CORRECT
QC
Copernicus Data Space / AWS → ACOLITE → quality-controlled CSV and NetCDF products
Three sensor families
Sentinel-2 MSI, Sentinel-3 OLCI, and Landsat 8/9 OLI through a common sensor interface.
Smart acquisition
Chooses efficient tile coverage and runs downloads, correction, and sampling concurrently.
Analysis-ready output
Extracts 3×3 sampling grids, filters quality flags, and produces combined reflectance datasets.
Atmospheric correction
Automates ACOLITE with settings tailored to each supported instrument.
Resource controls
Monitors disk and memory pressure and applies backpressure during large archive runs.
CLI and library
Runs from reproducible JSON configurations or as a reusable Python pipeline.
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COASTAL MACHINE LEARNING
Grid Search NN
A reproducible experiment pipeline for training, comparing, and deploying neural networks against water-quality and wave observations.
MODEL FAMILIES
FCNN
LSTM
GRU
INCEPTION-GRU
Built for Indian River Lagoon, St. Johns River, SISP, and NDBC datasets.
Config-driven searches
Controls data, architectures, training ranges, and selection criteria through versionable JSON experiments.
Robust evaluation
Supports multiple random seeds, sensitivity analysis, purged folds, and expanding-window validation.
Model comparison
Ranks candidates by mean R², peak performance, variance, or a combined robustness score.
Satellite inference
Applies saved models and fitted scalers to ACOLITE-processed imagery.
Analysis dashboard
Includes interactive tools for inspecting searches, hyperparameters, predictions, and saved models.
Traceable outputs
Preserves leaderboards, aggregated results, best weights, predictions, and scaler metadata.
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CLAUDE CODE PLUGINS
Agentic tools for dependable software execution.
Two portable orchestration plugins that turn plans and bug reports into controlled, reviewable implementation workflows.
/IMPLEMENT-PLAN
Claude Plan Executor
Validates decomposed plans, schedules dependency-safe work, dispatches implementation across Claude and Codex, cross-reviews results, and records narrow commits and durable run logs.
ANALYZE
IMPLEMENT
REVIEW
COMMIT
/FIX-BUGS
Claude Fix Bugs
Turns structured bug files into dependency-aware repair batches, verifies each fix, commits clean outcomes, and preserves failures in a resumable audit trail.
FILE
DAG
FIX
VERIFY
Portable by design
Install once at user scope and use the commands across projects with project-local configuration.
Dependency aware
Parallelizes independent work while preserving order inside dependent task or bug groups.
Auditable execution
Structured schemas, run logs, review stages, and narrow commits make automated work inspectable and resumable.
GALLERY
A few decades on the reefs and wrecks.
Underwater photography | Florida and beyond — reefs, wrecks, and fieldwork, by an AAUS-trained scientific diver.
ABOUT
An engineer in service of the ocean.
Having grown up in Florida, degradation of our natural environment strikes very close to home. Climate change, habitat loss, and the loss of biodiversity have always been key issues for me — and aiding in their mitigation is my chosen purpose, especially where the ocean is concerned.
I studied Ocean Engineering at the Florida Institute of Technology and performed research in support of environmental remediation efforts. My career spans engineering, GIS, and geophysics — from land development to UXO and mine clearance to all manner of instrumentation — giving me the range to manage and execute projects large and small from many perspectives.
An avid photographer and AAUS-trained scientific diver, I have frequented the reefs and wrecks of the Keys for over a decade and personally witnessed the decline in abundance, biodiversity, and color. Today I work from Melbourne, Florida, supporting conservation efforts, artificial reef development and monitoring, and R&D for academic and commercial clients.
B.S. OCEAN ENGINEERING — FITAAUS SCIENTIFIC DIVERGIS / GEOPHYSICSMELBOURNE, FL
FOUNDER, MARINE ANALYTIC RESEARCH LLC
CONTACT
Let's talk about your project.
Consultation for academic and commercial clients on oceanographic instrumentation, data analysis, ultrasonic antifouling, and R&D. Reach out directly or use the form.
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