TowerWatch Hub

UC Davis Campus Intelligence Platform

MOER (CA)
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CA Demand
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DuckDB Rows
106M+
PI Sites
32 (5 live)
โญ Primary Deliverables
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SolMod

Sister company by the same founder. Modular energy systems hardware that complements TowerWatch's monitoring layer. Watch the promo video.

Sister Co solmod.systems Hardware
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ProposalFoundry

Research-funding intelligence layer. Third sister project, same founder. Building privately.

Coming Soon Stealth
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California Energy Map

Real-time CAISO grid state, transmission, power plants, renewable forecasts, and market pricing. Interactive map of CA's generation, demand, and exports.

Live CAISO API 15-min updates
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TherMOOstat Value Report

Analysis of UC Davis TherMOOstat Airtable dataset. 2,283 cooperative housing units, occupancy scoring, thermal comfort metrics, and actionable recommendations.

Complete Hiroko Masuda 2,283 units
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Airtable Recommendations

Structured workflow for TherMOOstat Airtable base. Data schema improvements, API integration points, ML-ready field layouts, and canvas automation patterns.

Complete Schema design API patterns
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API Documentation

OpenAPI/Swagger reference for TowerWatch REST API. 150+ endpoints covering campus data, real-time feeds, anomaly detection, and integration patterns.

Live Swagger UI 150+ endpoints
Campus Dashboards & Operations
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RMI Brewery Operations

Real-time PI data for BWFP and JSWB. Electricity demand, solar generation, weather, anomalies, and COP efficiency tracking.

Live PI Web API Brewery
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SimCity Campus Map

Interactive campus map with 1,540 building footprints and 9 infrastructure layers. Water, fire, EV charging, solar, chilled water, parking, roads, and more.

Live MapLibre GL 1,540 buildings
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Campus Insights

Anomaly detection, building rankings by efficiency, weather correlations, DRIFT energy waste scores, and actionable sustainability recommendations.

Live 31 profiles ML scoring
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Campus Dashboard

Real-time campus-wide energy overview. Demand curves, generation, storage, and forecast tracking across all 58 monitored buildings.

Live 58 buildings Hourly forecast
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FireWatch

Real-time California wildfire map, smoke impact on campus AQI, early warning system for economizer lockout, and building thermal pre-chill strategies.

Live NIFC FIRMS AirNow AQI
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Campus Health

Aggregate campus-wide energy metrics. Total demand, solar generation, import/export balance, peak demand trends, and sustainability KPIs.

Live Campus-wide TES charging
Emergency Response & Specialized Views

Emergency Portal

Unified incident command dashboard for campus emergencies โ€” power outages, heat waves, wildfires, water failures.

Emergency Scenario

Simulate campus response to failure cascades. What happens if chiller fails during peak heat?

Heat Wave Dashboard

Specialized view for extreme heat events. TES charging, chiller utilization, cooling tower performance.

Smoke Event Dashboard

Air quality correlation with campus load. Economizer lockout impacts, HVAC mode switching.

CPUC Live

California Public Utilities Commission data. Outage tracking, complaint feeds, regulatory status.

Commencement Timeline

UC Davis graduation week energy load profile. Thousands of visitors, peak demand events, parking/HVAC surge.

Fleet Discovery

Spin scooter and Bird e-bike tracking. Geofencing compliance, battery status, rider patterns, out-of-zone riding.

Ground Truth

Field-verified infrastructure data. What actually exists vs what PI claims. Camera validation, GPS coordinates, equipment checks.

Building Dashboards & Details

Building Selector

Search and drill into any of 2,337 UC Davis buildings. Energy profiles, thermal models, occupancy estimates.

Building Detail

Single-building deep dive. Real-time demand, weather sensitivity, occupancy correlation, anomalies, and comparables.

Building Live

Selected building real-time metrics. Live demand, temperature, occupancy, and status.

Domes Housing Cluster

Cooperative housing community analysis. 124 domes, occupancy-driven consumption patterns, thermal modeling.

Demo Page

Interactive demo and feature showcase. New feature landing page and onboarding tour.

Real-Time Data Feeds & APIs

Environmental & Emergency

Wildfires (NIFC)

Active CA wildfire incidents, updated 15 minutes

Air Quality (AirNow)

EPA Davis AQI readings, 15-min cache

PM2.5 (PurpleAir)

24 sensors, hyperlocal, 10-min update

Earthquakes (USGS)

Regional seismic, 5-min cache

AQI Forecast

Davis air quality outlook, 6-hr cache

Campus Infrastructure

EV Chargers (Map)

28 stations, 142 ports, ChargePoint API

EV Summary

Charger status, provider breakdown

Bird/Spin Fleet

Real-time scooter positions, batteries

Geofencing Zones

No-ride areas, speed limits, parking

Analysis & Status

PI Backfill Status

Ingest progress: 5/32 sites, 106M+ rows

Insights API

Campus-wide anomaly + opportunity summary

Active Anomalies

Buildings with unusual demand patterns

Building Profiles

31 energy profiles with baseline forecasts

Geospatial Data & Infrastructure

Building Polygons

1,540 ArcGIS footprints, GeoJSON

Water Infrastructure

Pipes, valves, hydrants, connections

Solar PV Arrays

Campus solar installations

EV Chargers (Layer)

Overlay for campus map

Chilled Water Loop

Campus cooling distribution

Fire Hydrants

Emergency water access points

Equipment Registry

80+ BWFP/JSWB items, serial numbers

Room Plans

15,528 rooms across campus

Specialized Domain Dashboards

WaterWatch

Campus water infrastructure. Wells, towers, TES, production, demand, quality.

GridWatch

Campus electrical grid. Demand, generation, import/export, circuit loading.

GasWatch

Campus natural gas. Heating demand, boiler efficiency, steam generation.

Transit & Mobility

UnitTrans bus routes, ridership, real-time vehicle tracking, commute corridors.

SolMod Solar Louver

Solar louver thermal control analysis. Dg-space, thermal comfort, energy savings potential.

Water Dashboard

Multi-facility water system overview.

Utility Dashboard

Cross-utility metrics and integration.

SWARM Sensor Network

Historical IoT sensor data from Domes cooperative housing (2014-2015).

Developer Tools & References

OpenAPI Spec

Full API schema in JSON format

CAISO MOER

Current grid emissions rate (lbs CO2/MWh)

CAISO Summary

CA grid demand, supply, renewables %

Renewables Forecast

CA solar + wind 48-hour outlook