TowerWatch Hub

UC Davis Campus Intelligence Platform

MOER (CA)
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CA Demand
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analytics cache Rows
106M+
PI Sites
32 (5 live)
โญ Primary Deliverables
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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
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 historian feed 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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SimState โ€” California Grid

Statewide California energy infrastructure map. Power plants, substations, gas pipelines, and 100+ carto layers. Toggle energy, hazard, and mobility layers.

Live MapLibre GL 100+ layers
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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
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.

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.

Thermoostat โ€” Airtable Enrichment

HVAC complaint enrichment: auto-resolving Facilities tickets to equipment tag, CAAN, control system, and PI trend.

TherMOOstat Wrangler โ€” Enrichment Preview (live, June 2026)

Four real UC Davis complaints, before → after โ€” now with real outside-air temps, per-room trend charts, design setpoints, and the actual building drawings.

TherMOOstat Value Report

Analysis of the UC Davis TherMOOstat thermal-comfort dataset โ€” occupancy scoring, comfort metrics, and where the data drives action.

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 Live

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

Specialized Domain Dashboards

WaterWatch

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

CA Grid Stress

Live county outages + utility outage areas + power plants. Operational view for CEC/CAISO.

CA Well Atlas

232k oil/gas/geothermal wells โ€” CalGEM. Active, idle (orphan-risk), geothermal.

CA Water Resilience

DWR + SWRCB drinking-water boundaries, POTWs, groundwater wells, Valley Water sensors.

UCDH Sacramento 3D

67 UC Davis Health buildings, campus boundary, tree inventory. CHA hospital pitch.

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.

SWARM Sensor Network

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

California Resilience Demo

Campus Demand โ€” Animated 24h

UC Berkeley buildings pulse with real hourly electric demand through a typical weekday โ€” labs never sleep, classrooms breathe with the schedule.

Campus Energy โ€” Animated 12-Month

26 California campuses + 158 buildings (UC/CSU/CC) breathe through a typical year โ€” statewide electric demand swelling with summer cooling, colored by system. Monthly sibling to the 24h animation.

WUI Top-20 Microgrid Candidates

Twenty wildfire-exposed California communities ranked for microgrid resilience on physical grid risk โ€” per-site briefs with fire history, local news, and pros & cons. Smallest-community-first, one per county.

WUI Site Infrastructure Maps

Each of the 20 sites on satellite with the energy, water & gas infrastructure around it โ€” transmission, substations, power plants, gas pipelines, water systems, fire stations โ€” and the islandable community footprint.

SimCampus โ€” Campus Energy Playback

California's 26 public campuses pulse with real month-by-month electric demand over the state's energy, water & gas infrastructure โ€” a year in the life, animated.

CA Campus Energy Panel

27 real California campuses (25 CSU + Berkeley + UCSD) by annual energy, 359 mapped buildings.

De Anza Evidence โ€” Measured Anchor

The instrumented campus: per-array solar availability, multi-year load, the $40.96/kW tariff, the sizing โ€” all real telemetry.

Methodology & Honesty Receipt

Scoring formula, confidence ladder, and an honest inventory of every constant once invented, now real-data-backed (7 of 8 retired).