Engineers For Exploration

What Engineers For Exploration does

Engineers For Exploration (E4E) is a multidisciplinary student research program at UC San Diego, founded in 2009 by National Geographic Explorer Albert Yu-Min Lin and co-directed with engineering professors Ryan Kastner and Curt Schurgers. The program pairs UCSD undergraduate and graduate students with scientific collaborators to design, build, and field-deploy intelligent systems for conservation, cultural heritage, and exploration, operating from a design prototyping lab on the first floor of Atkinson Hall and using Scripps Institution of Oceanography facilities for oceanographic work. E4E's technology portfolio spans nine active product lines covering distinct problem domains: FishSense (Lite, Scout, and Mobile variants) for underwater fish measurement using lasers and edge compute; a drone-based Radio Telemetry Tracker using software-defined radio for aerial wildlife collar localization; Acoustic Species Identification for bioacoustic monitoring and weakly labeled crowd-sourced audio; Baboons on the Move for drone-based primate tracking; Mangrove Monitoring with structure-from-motion 3D reconstruction; Maya Archaeology remote sensing; Smartfin surfboard-mounted ocean temperature sensors; the Floods of Lubra Himalayan glacier project; and a Stabilized Aerial Camera Platform. Technical architecture combines embedded systems, custom low-power hardware (STM32H7, Qualcomm Rubik Pi 3, LoRa), deep learning models (TweetyNet, SurfPerch, custom CNNs), and a novel heterogeneous knowledge-graph framework for ecological hypothesis generation.

The program's business model is non-commercial and academic: funding flows from NSF Research Experiences for Undergraduates (REU) grants, UCSD institutional support through the CSE department and co-directors' research labs, and voluntary donations via the UCSD giving portal. There is no commercial pricing model, no product sales, and no disclosed revenue. Go-to-market is community-led through UCSD recruitment (info sessions in CSE 1242, rolling online applications, REU summer program) and event-driven through field deployments and academic conference presentations (e.g., NeurIPS 2024 Climate Change AI workshop). The 'customer base' consists of research collaborators rather than paying accounts: San Diego Zoo Wildlife Alliance, Scripps Institution of Oceanography, National Geographic Society and its Explorers, UC Natural Reserve System, Gorongosa National Park, and the University of Guadalajara, among others. Student participants receive course credit or NSF REU stipends and contribute 15–20+ hours per week across roughly 30 active participants year-round plus a 14-student international REU cohort in summer 2025. The program's differentiation rests on a self-reinforcing loop of student talent, proprietary open-source tooling (PyHa, Pyrenote, UCSD-E4E GitHub), and access to real-world field problems that commercial off-the-shelf systems do not address.

Name

Engineers For Exploration

Legal name

UCSD Engineers For Exploration

Website

https://e4e.ucsd.edu

Company type

Private

Founded year

2009

Operating status

Operating

Headcount range

11–50 employees

Short description

Engineers For Exploration is a UC San Diego student research program that designs and field-deploys intelligent systems — including FishSense underwater cameras, drone-based radio telemetry, and bioacoustic monitoring — for conservation scientists, archaeologists, and oceanographers, funded by NSF REU grants, UCSD institutional support, and donations.

Ownership category

akta.pro rank

Headquarters

HQ city

La Jolla

HQ country

United States

HQ region

North America

Offices2 records

Markets served

GTM type

B2B

Offering type

Services

Cost components

Personnel, Technology or R&D, Operations, Supply Chain, Infrastructure, Marketing or Sales, Others

Revenue model

1. NSF REU Funding: NSF Research Experiences for Undergraduates grants fund the summer research program, providing stipends to student researchers from June through August.
2. UCSD Institutional Support: University funding through the CSE department and research labs. Program founded by Albert Yu-Min Lin and co-directed by Ryan Kastner and Curt Schurgers.
3. Donations and Sponsorships: Accepts donations through UCSD's giving portal to support student involvement and research operations.

Go-to-market motion2 records

Distribution channels1 record

Marketing channels5 records

Core offering

Engineers For Exploration (E4E) is a UC San Diego student research program that develops intelligent hardware-software systems — including underwater camera rigs, drone-mounted radio trackers, bioacoustic recording and analysis devices, stabilized aerial camera platforms, and instrumented surfboard sensors — to support conservation scientists, oceanographers, and archaeologists in field research worldwide. The program pairs student engineering teams with scientific collaborators from organizations such as San Diego Zoo Wildlife Alliance, Scripps Institution of Oceanography, and National Geographic, and deploys the resulting systems on real expeditions across multiple continents. Revenue is generated through NSF REU grants, UCSD institutional funding, and donations, rather than through commercial product sales.

Product overview

Engineers for Exploration (E4E) is a UC San Diego research program that develops multiple distinct technology systems for conservation, cultural heritage, and exploration applications. The portfolio includes FishSense systems (FishSense Lite, FishSense Scout, and FishSense Mobile) for underwater fish measurement; Radio Telemetry Tracker for drone-based wildlife collar tracking; Acoustic Species Identification for bioacoustic monitoring; and complementary projects including Baboons on the Move, Mangrove Monitoring, Maya Archaeology, Smartfin, Floods of Lubra, and the Stabilized Aerial Camera Platform. E4E also includes a Research Support Group that provides operational infrastructure. This is a university research program rather than a commercial product suite, with technologies developed by student teams in collaboration with scientists from San Diego Zoo, Scripps Institute of Oceanography, and National Geographic Explorers.

Differentiator

Problem solved

Functional benefit

Products and services

• FishSense Underwater camera system for fish measurement using lasers, enabling accurate fish length estimation and species identification for fisheries monitoring and conservation research. Variants include FishSense Lite for citizen science, FishSense Mobile for iOS LiDAR-based measurement, and FishSense Scout for ROV-based edge deployment.
• FishSense Scout ROV-based fish detection, length estimation, and species identification system that runs the FishSense pipeline on embedded-edge computing hardware with an underwater camera designed for correcting underwater optics. Enables real-time fish ecosystem analysis in environments beyond diver-safe depths.
• Radio Telemetry Tracker Drone-based aerial system that flies search grids while recording radio spectrum using software-defined radio, then uses digital signal processing and statistical models to localize wildlife radio collars. Outputs are saved to GIS files for ecological research, with localization accuracy within 30 meters.
• Acoustic Species Identification Bioacoustic monitoring system that parses large audio datasets to extract fauna vocalizations for species identification, using machine learning classifiers, knowledge graphs, the Ecoacoustic Global Complexity Index, embeddings, and template matching to analyze passive acoustic monitoring data from AudioMoth and Hydromoth recorders.
• Baboons on the Move Drone-based computer vision system for tracking baboon troop movement using aerial footage and automated analysis in collaboration with Dr. Shirley C. Strum's Uaso Ngiro Baboon Project in Kenya.
• Mangrove Monitoring Aerial survey system with 3D reconstruction capabilities for monitoring mangrove swamp health, deployed in Baja California and Jamaica in collaboration with Scripps Institution of Oceanography.
• Maya Archaeology Remote sensing technologies for documenting and visualizing ancient Maya ruins in the jungles of Guatemala, including aerial survey and 3D reconstruction.
• Smartfin Instrumented surfboard fin that turns surfing into citizen science, collecting coastal ocean temperature and movement data to support near-shore environmental monitoring in collaboration with Scripps Institution of Oceanography.
• Floods of Lubra
• Stabilized Aerial Camera Platform

Quantifiable outcome

• Localization accuracy within 30 meters for radio collar tracking
• +3 more outcomes

Named customers7 records

Segments3 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability11 records

Feature6 records

Partnerships

Eight partnerships are on record, tiered core, flagship and minor.

• San Diego Zoo Wildlife AlliancecoreStrategic or Co-development Partner · 22 August 2025Long-standing collaboration on conservation technology. Projects include panda vocalization tracking collars, radio telemetry tracker for iguana studies, and burrowing owl behavioral research. Sean Perry awarded Conservation Technology Fellowship.
• Scripps Institution of OceanographycoreStrategic or Co-development PartnerCollaboration on mangrove monitoring in Baja California and oceanographic data collection projects including Smartfin sea surface temperature monitoring with surfers.
• National Geographic SocietyflagshipStrategic or Co-development PartnerFounded by National Geographic Explorer Albert Yu-Min Lin. Current collaborations with National Geographic Explorers Muha Gomate (Gorongosa soundscape) and Professor Paola Rodríguez (coral reef bioacoustics).
• UC Natural Reserve SystemcoreStrategic or Co-development PartnerAcoustic deployments at Kendall-Frost Marsh Reserve for monitoring endangered bird species including Ridgway's rail and Belding's savannah sparrow.
• Gorongosa National ParkcoreStrategic or Co-development PartnerBioacoustic monitoring of the park's soundscape throughout the year in collaboration with National Geographic Explorer Muha Gomate.
• California Wolf CenterminorStrategic or Co-development PartnerDevelopment of mobile platform for capturing close-quarters footage of wolves at night using night vision and thermal cameras for the Intel Cornell Cup competition.
• San Dieguito River Valley ConservancyminorStrategic or Co-development PartnerAerial surveys of Del Dios Gorge restoration zone to monitor native plant regrowth after invasive eucalyptus removal.
• University of Guadalajara (Prof. Paola Rodríguez)coreStrategic or Co-development PartnerResearch collaboration on using bioacoustics to distinguish degraded and healthy coral reefs from the Mexican Tropical Pacific to aid reef restoration efforts.

Scale indicators4 records

Recent moves6 records

Expansion highlights5 records

Market position

Strengths4 records

Competitive moat5 records

Key risks5 records

Key highlights7 records

Customer concentration

• GitHubgithub.com/UCSD-E4E
• LinkedInlinkedin.com/company/e4e-ucsd

Revenue estimate

Valuation estimate

Number of profiles

Profiles6 records

Funding overview

Funding rounds

Investors

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M&A

Investments

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Frequently asked questions about Engineers For Exploration