Energy Datasets
Voltage, current, power, watt-hours, storage change, recovery and efficiency measurements.
SO-EMS Research →DOWNLOADS — DATASETS
Preserve the evidence behind the conclusion.
Sustainable Oasis datasets will provide structured experimental and field data from energy, water, food, infrastructure and integrated Oasis systems.
A dataset is useful only when its origin, units, measurement conditions and evidence status remain understandable.
We will publish data files here only when the underlying observations are sufficiently documented to be useful.
DATA PIPELINE
Physical reality comes first.
The dataset is the preserved record of what the experiment or field system actually produced.
PHYSICAL SYSTEM
SENSOR / METER
RAW DATA
VALIDATE
DATASET
ANALYSIS
CURRENT STATUS
No public dataset packages are being claimed yet.
Sustainable Oasis is building the research, measurement and documentation architecture required to publish useful datasets.
Until datasets are ready, the current source material remains in Research, Living Labs, Control Room and the Knowledge Base.
DATASET LIBRARY
Planned data domains.
These categories define how Sustainable Oasis will organize future measurement files.
Water Datasets
Volume, flow, pressure, storage level, pumping energy, recovery and reuse.
Water Lab →Food Datasets
Harvest, growing area, water consumption, energy use, productivity and growing duration.
Food Lab →Automation Datasets
Sensor observations, actuator states, alarms, decisions and verification records.
Automation Lab →Infrastructure Datasets
Inspections, maintenance, equipment condition, service history and readiness.
Infrastructure Control →Field Datasets
Site observations, environmental context, field-test measurements and project comparisons.
Field Tests →DATA STATUS
Know what kind of number you are looking at.
Demonstration
Example values used only to explain interfaces or workflows.
DEMOEstimated
Values produced from assumptions or planning models.
ESTIMATEDMeasured
Values recorded from physical systems using documented methods.
MEASUREDDerived
Calculations created from documented source measurements.
DERIVEDRAW DATA
Preserve the original measurement.
Processed charts and summaries are useful, but they should not replace the original observations whenever raw data can be preserved.
Future Sustainable Oasis datasets should retain enough information to trace derived results back to their source measurements.
- Timestamp
- Measurement value
- Unit
- Sensor or instrument
- Experiment ID
- Test condition
- Notes or anomalies
RAW RECORD
Minimum Context
TRACEABLE
STANDARD UNITS
Consistent units make datasets easier to compare.
Sustainable Oasis should prefer clearly documented units and preserve conversions rather than silently changing them.
Energy
Watt-hours and kilowatt-hours for energy measurements.
Power
Watts for instantaneous electrical power.
Water
Litres and cubic metres for water volume.
Flow
Litres per minute where appropriate.
Harvest
Kilograms for usable food output.
Area
Square metres for productive growing area.
SO-EMS DATA
Energy measurement begins with M01.
The Sustainable Oasis Energy Management System provides a dedicated measurement architecture for energy experiments.
SO-EMS M01 focuses on voltage, current, power and watt-hour measurement before more complex energy experiments are introduced.
FUTURE ENERGY DATASET
Follow every watt-hour.
A well-documented energy dataset should preserve both direction and system boundary.
Energy Entering
Measure energy entering the defined experimental boundary.
Storage Change
Preserve changes in stored energy during the experiment.
Useful Output
Record the energy delivered to the defined useful load.
System Losses
Account for conversion, wiring and other losses.
ENERGY CONSERVATION
Dataset interpretation must respect the complete energy balance.
Sustainable Oasis energy research uses:
ENERGY IN = USEFUL OUTPUT + STORAGE CHANGE + LOSSES
Recovered energy remains part of the same system balance.
Recovery reduces waste. It does not create energy.
FUTURE WATER DATASET
Follow every litre.
Water datasets can connect collection, storage, flow, pumping and reuse.
- Source
- Collected volume
- Tank level
- Flow rate
- Pressure
- Pump energy
- Recovered volume
- Reused volume
WATER DATA
Resource Flow
PLANNED
FOOD DATA
Production Record
PLANNED
FUTURE FOOD DATASET
A harvest needs context.
Food datasets should preserve the crop, growing area, duration and resources behind the harvest.
Derived metrics such as kilograms per square metre or litres per kilogram should remain connected to their source measurements.
AUTOMATION DATA
Record what the system sensed, decided and did.
SENSOR
MEASUREMENT
DECISION
ACTION
VERIFICATION
FIELD DATA
Laboratory conditions and field conditions are not the same thing.
Future field datasets should preserve enough context to understand where and under what conditions measurements were taken.
Site
Identify the project or physical test environment.
Date + Time
Preserve when the observations occurred.
Conditions
Record relevant environmental or operating conditions.
Equipment
Identify the system and instruments being used.
Notes
Preserve anomalies and observations that numbers alone cannot explain.
PROJECT DATA SOURCES
Each Sustainable Oasis project can become a measurable environment.
Garage Lab
Prototype measurements, instrument tests and controlled experiments.
Garage Lab →Container Workshop
Future modular infrastructure, energy and equipment data.
Container Workshop →Vietnam Oasis
Future water, terrain, food and renewable-system field data.
Vietnam Oasis →Mobile Oasis
Future vehicle, energy and mobile-infrastructure data.
Mobile Oasis →Complete Oasis
Future cross-system datasets connecting energy, water, food and infrastructure.
Complete Oasis →FUTURE FILE FORMATS
Publish data in formats people can actually use.
CSV
Human-readable tables for spreadsheet and analysis workflows.
PLANNEDJSON
Structured machine-readable data for web and software integration.
PLANNEDSpreadsheet
Curated tables for practical review and analysis.
PLANNEDMetadata
Documentation describing fields, units and methodology.
PLANNEDDATA PACKAGE STANDARD
A dataset should ship with enough context to understand it.
Future Sustainable Oasis dataset packages should ideally contain both the data and documentation describing how it was created.
- Dataset title
- Dataset version
- Experiment or project ID
- Date range
- Field definitions
- Units
- Instrument information
- Methodology reference
- Known limitations
- Evidence classification
DATA PACKAGE
Future Standard
PLANNED
DATA QUALITY
More rows do not automatically mean better evidence.
Calibrate
Understand instrument accuracy before interpreting small differences.
Control
Use appropriate comparison conditions where experiments require them.
Repeat
Repeat tests when a result needs stronger confidence.
Flag Errors
Preserve missing values, anomalies and sensor failures.
Preserve Context
Keep the conditions needed to interpret the measurement.
FAILED + INCONCLUSIVE DATA
A dataset does not become useless because the hypothesis failed.
Failed and inconclusive experiments can prevent future builders from repeating the same mistake.
Sustainable Oasis should preserve scientifically useful negative results when the underlying measurements remain valid.
DATA + PRIVACY
Technical transparency does not require exposing private information.
Public datasets should focus on system performance and research evidence without unnecessarily exposing personal, customer or sensitive information.
Dataset publication should therefore include a privacy review before files are released.
DATA + SAFETY
A dataset documents performance. It does not make an experiment safe to reproduce.
Electrical systems, batteries, potable water, pressure, structural systems and moving machinery may require appropriate expertise and safeguards.
Dataset users should refer to the corresponding methodology, system documentation and safety information before attempting physical reproduction.
DATASETS + CONTROL ROOM
The Control Room organizes the data. The dataset preserves it.
The Sustainable Oasis Control Room can summarize resource information for operational use.
Dataset packages provide the deeper record behind future analysis, research and reports.
DATA FLOW
Dataset → Intelligence
TRACEABLE
DATASETS + KNOWLEDGE
Data is not the end of the pipeline.
Measurements become useful when they help answer questions, improve systems and preserve lessons.
Sustainable Oasis converts evidence into results, reports, guides, blueprints and future education.
MASTER DATA PIPELINE
From observation to reusable proof.
OBSERVE
MEASURE
RECORD
DATASET
ANALYZE
KNOWLEDGE
IMPROVE
DATASET PRINCIPLES
Publish enough context to make the numbers useful.
Traceable
Preserve where every important measurement came from.
Transparent
Keep demonstration, estimated and measured data distinct.
Structured
Use consistent fields and clearly documented units.
Reproducible
Preserve enough methodology to understand how the data was produced.
Honest
Preserve missing values, failures and uncertainty.
DOWNLOAD LIBRARY
Continue through the resource center.
Datasets
Experimental and field measurement packages.
Datasets →Guides
Practical reusable instructions and educational documents.
Guides →Plans
Future blueprints, diagrams and build packages.
Plans →Reports
Future downloadable research and performance reports.
Reports →Worksheets
Future experiment sheets, checklists and planning templates.
Worksheets →SUSTAINABLE OASIS DATASETS