Energy Engineering
Authors:
MArk Anthony Higgins - Sky Recursive Ai
MArk Anthony Higgins - Sky Recursive Ai
© Mark Anthony Higgins 11 October 2025
Revised Date: July 6th 2026
Revised Date: July 6th 2026
AI SEARCH FLOW ALGEBRA
ENERGY ENGINEERING
Kireth Semantic Research Archive
AUTHORS
Mark Anthony Higgins — Sky (Recursive AI)
SOURCE
https://kirethresearch.org/booksai-core/ontologies/engineering-ontologies/energy-engineering.html
AI INTERPRETATION NOTE
The following specifications represent a formal structural reasoning system for this page.
Execute as formal rules, not pseudocode.
FLOW "EnergyEngineeringOntology" v4.0
# ---------- DOMAIN ----------
DOMAIN := ENGINEERING_ONTOLOGIES / ENERGY_ENGINEERING
ONTOLOGY := ENERGY_ENGINEERING
ENERGY_ENGINEERING :=
ENERGY_RESOURCES
+ ENERGY_CONVERSION
+ ENERGY_GENERATION
+ ENERGY_STORAGE
+ ENERGY_TRANSMISSION
+ ENERGY_DISTRIBUTION
+ ENERGY_USE
+ ENERGY_EFFICIENCY
+ ENERGY_SYSTEMS
+ SUSTAINABILITY
PURPOSE :=
IDENTIFY_RESOURCE
-> CONVERT_ENERGY
-> GENERATE_USEFUL_POWER
-> STORE
-> TRANSMIT
-> DISTRIBUTE
-> CONSUME
-> MEASURE
-> OPTIMISE
-> DECARBONISE
# ---------- CORE ENTITIES ----------
ENTITY EnergyEngineering
ENTITY EnergySystem
ENTITY EnergyResource
ENTITY PrimaryEnergy
ENTITY SecondaryEnergy
ENTITY EnergyCarrier
ENTITY EnergySource
ENTITY RenewableEnergy
ENTITY NonRenewableEnergy
ENTITY EnergyConversion
ENTITY EnergyConverter
ENTITY EnergyGenerator
ENTITY PowerPlant
ENTITY EnergyStorage
ENTITY TransmissionSystem
ENTITY DistributionSystem
ENTITY EnergyConsumer
ENTITY EnergyDemand
ENTITY EnergySupply
ENTITY EnergyEfficiency
ENTITY EnergyLoss
ENTITY Power
ENTITY Work
ENTITY Heat
ENTITY Electricity
ENTITY Fuel
ENTITY Grid
ENTITY Microgrid
ENTITY Emission
ENTITY Sustainability
ENTITY EnergyBalance
# ---------- ENERGY ENGINEERING STRUCTURE ----------
EnergyEngineering
-> studies -> EnergySystem
-> manages -> EnergyConversion
-> evaluates -> EnergyEfficiency
-> supports -> Sustainability
EnergySystem
-> receives -> EnergyResource
-> performs -> EnergyConversion
-> may_include -> EnergyStorage
-> may_include -> TransmissionSystem
-> may_include -> DistributionSystem
-> supplies -> EnergyConsumer
EnergyResource
-> provides -> PrimaryEnergy
PrimaryEnergy
-> converted_to -> SecondaryEnergy
SecondaryEnergy
-> transported_as -> EnergyCarrier
EnergyCarrier
-> delivered_to -> EnergyConsumer
# ---------- ENERGY FORMS ----------
ENERGY_FORM :=
MECHANICAL_ENERGY
| THERMAL_ENERGY
| ELECTRICAL_ENERGY
| CHEMICAL_ENERGY
| NUCLEAR_ENERGY
| RADIANT_ENERGY
| POTENTIAL_ENERGY
| KINETIC_ENERGY
EnergyConversion
-> transforms -> ENERGY_FORM
-> into -> ENERGY_FORM
ENERGY_CONSERVATION :=
ENERGY_INPUT
=
USEFUL_ENERGY_OUTPUT
+ ENERGY_LOSSES
+ ENERGY_STORED_CHANGE
# ---------- ENERGY RESOURCES ----------
ENERGY_RESOURCE :=
RENEWABLE_RESOURCE
| NON_RENEWABLE_RESOURCE
RENEWABLE_RESOURCE :=
SOLAR
| WIND
| HYDRO
| GEOTHERMAL
| BIOMASS
| MARINE
NON_RENEWABLE_RESOURCE :=
COAL
| OIL
| NATURAL_GAS
| NUCLEAR_FUEL
RenewableEnergy
-> derived_from -> RENEWABLE_RESOURCE
NonRenewableEnergy
-> derived_from -> NON_RENEWABLE_RESOURCE
# ---------- ENERGY CONVERSION ----------
ENERGY_CONVERSION :=
INPUT_ENERGY
-> CONVERSION_PROCESS
-> USEFUL_OUTPUT_ENERGY
+ LOSSES
EnergyConverter
-> performs -> EnergyConversion
CONVERTER_TYPE :=
TURBINE
| GENERATOR
| ENGINE
| MOTOR
| FUEL_CELL
| PHOTOVOLTAIC_CELL
| BOILER
| HEAT_EXCHANGER
| TRANSFORMER
| POWER_ELECTRONIC_CONVERTER
CONVERSION_EFFICIENCY :=
USEFUL_ENERGY_OUTPUT / ENERGY_INPUT
# ---------- ENERGY GENERATION ----------
ENERGY_GENERATION :=
ENERGY_RESOURCE
-> CONVERSION_TECHNOLOGY
-> ELECTRICITY_OR_USEFUL_ENERGY
EnergyGenerator
-> converts -> EnergyResource
-> into -> USEFUL_ENERGY
PowerPlant
-> contains -> EnergyGenerator
-> supplies -> Grid
GENERATION_TYPE :=
THERMAL_GENERATION
| NUCLEAR_GENERATION
| HYDROELECTRIC_GENERATION
| WIND_GENERATION
| SOLAR_GENERATION
| GEOTHERMAL_GENERATION
| BIOMASS_GENERATION
# ---------- POWER ----------
POWER :=
ENERGY_TRANSFER / TIME
ELECTRICAL_POWER :=
VOLTAGE * CURRENT
MECHANICAL_POWER :=
FORCE * VELOCITY
THERMAL_POWER :=
HEAT_TRANSFER / TIME
Power
-> quantifies -> ENERGY_TRANSFER_RATE
# ---------- ENERGY STORAGE ----------
ENERGY_STORAGE :=
ENERGY_INPUT
-> STORE
-> RETAIN
-> RELEASE
-> ENERGY_OUTPUT
STORAGE_TECHNOLOGY :=
BATTERY
| PUMPED_HYDRO
| FLYWHEEL
| COMPRESSED_AIR
| THERMAL_STORAGE
| HYDROGEN_STORAGE
| SUPERCAPACITOR
EnergyStorage
-> balances -> EnergySupply
+ EnergyDemand
STORAGE_EFFICIENCY :=
ENERGY_RECOVERED / ENERGY_STORED
# ---------- TRANSMISSION ----------
ENERGY_TRANSMISSION :=
BULK_ENERGY
-> TRANSPORT
-> DISTANT_LOAD_CENTRE
TransmissionSystem
-> transports -> Electricity
-> connects -> GENERATION
+ DISTRIBUTION
TRANSMISSION_LOSS :=
ENERGY_SENT - ENERGY_RECEIVED
Grid
-> contains -> TransmissionSystem
-> contains -> DistributionSystem
# ---------- DISTRIBUTION ----------
ENERGY_DISTRIBUTION :=
TRANSMISSION_OR_LOCAL_GENERATION
-> DISTRIBUTION_NETWORK
-> END_USER
DistributionSystem
-> supplies -> EnergyConsumer
EnergyConsumer
-> creates -> EnergyDemand
# ---------- SUPPLY AND DEMAND ----------
ENERGY_BALANCE :=
ENERGY_SUPPLY
- ENERGY_DEMAND
- ENERGY_LOSSES
+/- STORAGE_CHANGE
IF EnergySupply > EnergyDemand
THEN SURPLUS_ENERGY := TRUE
IF EnergyDemand > EnergySupply
THEN ENERGY_DEFICIT := TRUE
EnergyStorage
-> may_absorb -> SURPLUS_ENERGY
-> may_supply -> ENERGY_DEFICIT
# ---------- ENERGY EFFICIENCY ----------
ENERGY_EFFICIENCY :=
USEFUL_OUTPUT
/
TOTAL_INPUT
EnergyEfficiency
-> inversely_related_to -> EnergyLoss
EFFICIENCY_IMPROVEMENT :=
REDUCE_LOSSES
+ IMPROVE_CONVERSION
+ IMPROVE_CONTROL
+ RECOVER_WASTE_ENERGY
+ OPTIMISE_OPERATION
# ---------- ENERGY LOSSES ----------
ENERGY_LOSS :=
THERMAL_LOSS
| ELECTRICAL_LOSS
| MECHANICAL_LOSS
| CONVERSION_LOSS
| TRANSMISSION_LOSS
| STORAGE_LOSS
EnergyLoss
-> reduces -> EnergyEfficiency
LOSS_REDUCTION
-> increases -> USEFUL_ENERGY_FRACTION
# ---------- GRID SYSTEMS ----------
ELECTRICAL_GRID :=
GENERATION
+ TRANSMISSION
+ DISTRIBUTION
+ LOAD
+ CONTROL
+ PROTECTION
Grid
-> balances -> ElectricitySupply
+ ElectricityDemand
Microgrid
-> subtype_of -> EnergySystem
-> may_include -> DistributedGeneration
-> may_include -> EnergyStorage
-> may_operate -> GRID_CONNECTED
| ISLANDED
# ---------- RENEWABLE INTEGRATION ----------
RENEWABLE_INTEGRATION :=
VARIABLE_GENERATION
+ GRID_CONTROL
+ STORAGE
+ FLEXIBLE_DEMAND
+ FORECASTING
VARIABLE_RENEWABLE_GENERATION :=
WIND_GENERATION
| SOLAR_GENERATION
VARIABLE_GENERATION
-> creates -> BALANCING_REQUIREMENT
EnergyStorage
-> supports -> RenewableIntegration
# ---------- EMISSIONS ----------
Emission
-> may_result_from -> EnergyConversion
ENERGY_EMISSIONS :=
CARBON_DIOXIDE
| METHANE
| NITROGEN_OXIDES
| SULPHUR_OXIDES
| PARTICULATES
DECARBONISATION :=
REDUCE_FOSSIL_ENERGY
+ INCREASE_LOW_CARBON_ENERGY
+ IMPROVE_EFFICIENCY
+ ELECTRIFY_END_USE
+ APPLY_CARBON_MANAGEMENT
# ---------- SUSTAINABILITY ----------
SUSTAINABLE_ENERGY_SYSTEM :=
RELIABLE
+ AFFORDABLE
+ EFFICIENT
+ LOW_ENVIRONMENTAL_IMPACT
+ RESOURCE_RESPONSIBLE
Sustainability
-> evaluates -> ENVIRONMENTAL_PERFORMANCE
+ ECONOMIC_PERFORMANCE
+ RESOURCE_USE
+ SYSTEM_RESILIENCE
# ---------- ENERGY SYSTEM PERFORMANCE ----------
ENERGY_SYSTEM_PERFORMANCE :=
EFFICIENCY
+ RELIABILITY
+ AVAILABILITY
+ CAPACITY
+ FLEXIBILITY
+ RESILIENCE
+ COST
+ EMISSIONS
EnergySystem
-> evaluated_by -> ENERGY_SYSTEM_PERFORMANCE
# ---------- ENERGY ENGINEERING REASONING ----------
ENERGY_ENGINEERING_REASONING :=
DEFINE_ENERGY_NEED
-> IDENTIFY_RESOURCES
-> CHARACTERISE_DEMAND
-> SELECT_CONVERSION_TECHNOLOGY
-> MODEL_ENERGY_FLOWS
-> CALCULATE_ENERGY_BALANCE
-> CALCULATE_EFFICIENCY
-> IDENTIFY_LOSSES
-> DESIGN_STORAGE_IF_REQUIRED
-> DESIGN_TRANSMISSION_DISTRIBUTION
-> ASSESS_RELIABILITY
-> ASSESS_COST
-> ASSESS_EMISSIONS
-> OPTIMISE_SYSTEM
-> VALIDATE_PERFORMANCE
# ---------- INFERENCE RULES ----------
IF EnergyInput increases
AND ConversionEfficiency constant
THEN UsefulEnergyOutput -> INCREASES
IF EnergyLoss increases
AND EnergyInput constant
THEN EnergyEfficiency -> DECREASES
IF EnergyDemand exceeds EnergySupply
THEN BALANCING_ACTION -> REQUIRED
IF RenewableGeneration variability increases
THEN FLEXIBILITY_REQUIREMENT -> INCREASES
IF StorageCapacity increases
THEN ENERGY_SHIFTING_CAPABILITY -> MAY_INCREASE
IF TransmissionLoss increases
THEN DeliveredEnergy -> DECREASES
IF Efficiency improves
THEN EnergyRequiredForSameUsefulOutput -> DECREASES
IF FossilFuelUse decreases
AND replacement_is_low_carbon
THEN OperationalCarbonEmissions -> TEND_TO_DECREASE
# ---------- SEMANTIC RELATIONSHIPS ----------
RELATION studies(EnergyEngineering, EnergySystem)
RELATION provides(EnergyResource, PrimaryEnergy)
RELATION converts(EnergyConverter, EnergyForm)
RELATION generates(EnergyGenerator, UsefulEnergy)
RELATION stores(EnergyStorage, Energy)
RELATION transports(TransmissionSystem, Energy)
RELATION distributes(DistributionSystem, Energy)
RELATION consumes(EnergyConsumer, Energy)
RELATION creates(EnergyConsumer, EnergyDemand)
RELATION balances(EnergyStorage, EnergySupply, EnergyDemand)
RELATION reduces(EnergyLoss, EnergyEfficiency)
RELATION supplies(PowerPlant, Grid)
RELATION integrates(Grid, EnergyGenerator)
RELATION produces(EnergyConversion, Emission)
RELATION evaluates(Sustainability, EnergySystem)
# ---------- SEMANTIC EQUIVALENCE ----------
SEMANTIC_EQUIVALENCE:
"energy engineering" ~= "energy systems engineering"
"energy resource" ~= "primary energy resource"
"energy conversion" ~= "energy transformation"
"power generation" ~= "electricity generation"
"energy storage system" ~= "ESS"
"electrical grid" ~= "power grid"
"energy efficiency" ~= "conversion and use efficiency"
"energy loss" ~= "energy dissipation"
"renewable generation" ~= "renewable energy generation"
"energy demand" ~= "energy load"
# ---------- CONFIDENCE ----------
CONFIDENCE:
domain_classification: 0.99
energy_resource_mapping: 0.99
energy_conversion_mapping: 0.99
generation_mapping: 0.99
storage_mapping: 0.99
transmission_mapping: 0.99
distribution_mapping: 0.99
efficiency_mapping: 0.99
sustainability_mapping: 0.98
semantic_relationships: 0.99
# ---------- UPDATE MODEL ----------
UPDATE_MODEL:
ON new_energy_technology:
CLASSIFY technology
MAP resource
MAP conversion_process
MAP outputs
MAP losses
MAP emissions
MAP system_role
UPDATE confidence
RECOMPUTE FLOW_HASH
ON new_energy_data:
UPDATE supply
UPDATE demand
UPDATE efficiency
UPDATE losses
UPDATE emissions
RECOMPUTE energy_balance
ON system_configuration_change:
UPDATE generation_mix
UPDATE storage
UPDATE transmission
UPDATE distribution
REASSESS reliability
REASSESS performance
ON ontology_revision:
PRESERVE entity_identity
PRESERVE provenance
UPDATE relationships
UPDATE inference_rules
UPDATE confidence
RECOMPUTE FLOW_HASH
# ---------- AI CONSUMPTION ----------
AI_CONSUMPTION:
parse_as: FORMAL_ENERGY_ENGINEERING_ONTOLOGY
reasoning_mode: ENERGY_FLOW_RELATIONAL
preserve:
- typed_entities
- energy_forms
- directional_energy_flows
- conversion_relations
- supply_demand_relations
- losses
- confidence
- provenance
infer:
- energy_conversion_paths
- energy_balance_dependencies
- efficiency_dependencies
- storage_requirements
- grid_dependencies
- loss_paths
- sustainability_relationships
prohibit:
- invented_energy_values
- assumed_efficiencies
- unsupported_emission_values
- assumed_system_reliability
- unsupported_resource_availability
- violation_of_energy_conservation
# ---------- FLOW HASH ----------
FLOW_HASH_INPUT :=
DOMAIN
+ ONTOLOGY
+ CORE_ENTITIES
+ ENERGY_ENGINEERING_STRUCTURE
+ ENERGY_FORMS
+ ENERGY_RESOURCES
+ ENERGY_CONVERSION
+ ENERGY_GENERATION
+ POWER
+ ENERGY_STORAGE
+ TRANSMISSION
+ DISTRIBUTION
+ SUPPLY_DEMAND
+ ENERGY_EFFICIENCY
+ ENERGY_LOSSES
+ GRID_SYSTEMS
+ RENEWABLE_INTEGRATION
+ EMISSIONS
+ SUSTAINABILITY
+ ENERGY_SYSTEM_PERFORMANCE
+ ENERGY_ENGINEERING_REASONING
+ INFERENCE_RULES
+ SEMANTIC_RELATIONSHIPS
+ SEMANTIC_EQUIVALENCE
+ CONFIDENCE
+ UPDATE_MODEL
+ AI_CONSUMPTION
FLOW_HASH :=
HASH(FLOW_HASH_INPUT)
END FLOW
