Renewable Fleet APM & Digital Twin Platform

Site Fleet Generation & Telemetry Studio 24-Hour Multi-Channel Studio

Consolidated active generation (kW), SMP6 Irradiance, and individual 20-string DC Modbus curves (Asia/Jakarta WIB).

Site:

Date:

Irr Max:

Layers:

Total Daily Yield

-- kWh

Integrated Active Power

Peak Generation

-- kW

Max instantaneous active power

Peak Irradiance

-- W/m²

SMP6 Pyranometer GHI

Active Inverters

-- Inverters

Reporting active power > 0 kW

Loading site telemetry curve...

Retrieving 5-minute interval records from BigQuery.

Apache ECharts dataZoom: Drag handles or scroll wheel to zoom & pan in real time

365-Day 5-Minute Telemetry Completeness Heatmap

288 Ticks / Day

Tracks 5-minute interval coverage across all 14 plants. Click any day to load 24-hour generation curve above.

Ingestion: GitHub Actions

Mon Wed Fri

💡 Click any green day tile to instantly load its 24-hour generation curves on the Master Studio above.

Less More (100% Complete)

Performance & String Loss Studio

IEC 61724 Compliant

Analyzing Toyota Karawang C&I (1,200 kWp) • 365-Day PR Heatmap & 24-Loss Master Physical Decomposition

Site:

Inverter:

Year:

Annual PR (IEC 61724) ⚡ Measured kWh

--%

Temp-Corr: --%

Raw: Measured • Corr: Assumed (γ=-0.35%/°C)

Specific Yield (Yf) ⚡ Measured kWh

-- kWh/kWp

Annual: ~-- kWh/kWp

Polled Daily kWh / DC kWp Capacity

Technical Availability 📐 Standard

--%

IEC 61724-3 Uptime

Contractual Operational Standard (99.4%)

LV BoP Loss (400V) 📐 Assumed

--%

-- kW (LVMSB Drop)

Assumed 1.1% (400V AC Cable + Tare)

Total Array Deficit ⚡ Measured Strings

--%

-- kW Lost Capacity

Polled String Deviations (L08 to L12)

Soiling Ratio (SR) 📐 Assumed

--%

Estimated Cleaning Recovery

Kimber Model: Assumed -0.12%/day (18d)

Inverter Conversion (η) 📐 Datasheet

--%

IGBT & Filter Dissipation

Huawei SUN2000 European Weighted η (98.5%)

Interconnection 📐 Architecture

LV 400V Three-Phase

Direct LVMSB (No Xfmr)

Rooftop C&I Direct 400V Switchboard

365-Day Annual Performance Ratio (PR) Calendar

• 52 Weeks Matrix (Jan 1 to Dec 31)

≥80% 70-80% 60-70% <60% No Data

Loading 365-Day Annual PR Calendar...

Annual String DC Heatmap (365 Days × 20 Strings)

100% Ground Truth

X-Axis: 365 Days (Jan 01 – Dec 31) • Y-Axis: 20 Channels (STR 01 – STR 20) • Inverter: Inverter_107

Stage:

SPI (%) String Performance Index (SPI) ⚡ Measured Peer current ratio: (Ik / Imed) × 100% (≥95% Healthy, <75% Degraded)

≥95% Normal 85-95% Caution 75-85% Warning <75% Degraded No BQ Telemetry

Loading BigQuery ground truth...

Month:

Drag handles or scroll wheel to zoom & pan

Loading 365-Day Ground Truth Matrix...

PVsyst Energy Flow & Loss Model

Physical dissipation from 100% Sunlight down to LVMSB

Resource Losses Export (400V)

Loading PVsyst Energy Flow Sankey...

Fleet-Wide Specific Yield (Yf = kWh/kWp) Leaderboard

14 Indonesian Plants

Capacity-normalized benchmarking ranking generation performance regardless of nameplate sizing

Fleet Avg: -- kWh/kWp

Rank	Asset Name	Region	DC Capacity	Daily Generation	Specific Yield (Yf)	PR (%)	Status
Aggregating cross-site fleet benchmarks...

String Diagnostic Drill-Down

Physical electrical analysis & 24-loss breakdown

Power -- W

Voltage -- V

Current -- A

SPI Ratio --%

Health Classification: --

Physical Diagnosis: --

ID	Loss Description	Source / Basis	Daily Loss (kWh/d) & (%)	Physical Formula / Diagnostic

LV 400V Three-Phase Array Architecture

Zero-Cost Cloud & Quota Sentinel

Host: Render.com + DuckDB • Target Cost: $0.00 / month (Card-Free)

CIRCUIT BREAKER ARMED & SAFE

Container RAM Shield 512 MB Free

-- / 512 MB

-- % used OOM Shield (< 70%)

Parquet Storage Local Disk + Snappy

-- MB on Disk

-- Days Archived Snappy Compressed

DuckDB Query Engine $0.0000 / Query

$0.0000 / query

0 queries • 0ms DuckDB In-Memory

Render Cloud Compute 750h Free / Month

-- / 750 Hours

0.00% used ⏱️ Resets in --

Telemetry Ingestion 20-String DC

0 rows today

0 Total Rows Target: ~107k/day

Local State Engine 0ms JSON Twin

0ms Local JSON

Zero Cloud Dependencies 0 Quota Limits

GitHub Cloud Backup Free Private Repo

Private GitHub Repo

100% Free Storage Zero Credit Cards

Hugging Face Data Lake Parquet Lake

alexzulq/solar-telemetry-lake

Nightly Ingestion Active Snappy Parquet Fleet Archive

Live Execution Log Stream

[System] Milestone 1 Live Diagnostic Console initialized.

Renewable Fleet APM