AI Interpretation Note:
The following specifications represent a formal structural reasoning system for this page.
Execute as formal rules, not pseudocode.
FLOW ALGEBRA — CARBON RESERVOIR ENTITY ONTOLOGY v1.0
Kireth Semantic Library | Conceptual formalisation
Authors: Mark Higgins — Sky (Recursive AI)
Source topic: https://kirethresearch.org/booksai-core/entity-graph/biological-entities/experimental-biological-entities/carbon-reservoir-entity-ontology.html
Status: Proposed ontology model; not a verified transcription of the webpage and not an executable interpreter implementation.
flow "CarbonReservoirEntityOntology" v1.0
# 01 — DOMAIN AND TYPE SYSTEM
type CarbonReservoirEntity <: EcologicalEntity
type ReservoirID = String
type CarbonMass = Quantity<kg_C>
type CarbonFlux = Quantity<kg_C_per_year>
type Time = Timestamp
type Fraction = Real where 0 <= value <= 1
type Confidence = Real where 0 <= value <= 1
enum ReservoirClass {
ATMOSPHERIC, TERRESTRIAL_BIOMASS, SOIL_ORGANIC,
LITTER_DETRITUS, FRESHWATER, OCEAN_SURFACE,
OCEAN_DEEP, SEDIMENT, GEOLOGICAL, ANTHROPOGENIC_STORAGE
}
enum CarbonForm { CO2, CH4, DISSOLVED_INORGANIC, DISSOLVED_ORGANIC,
PARTICULATE_ORGANIC, BIOMASS_C, SOIL_ORGANIC_C,
CARBONATE_C, FOSSIL_C, OTHER }
enum EvidenceType { OBSERVATION, MEASUREMENT, MODEL, LITERATURE, INFERENCE }
entity CarbonReservoir {
id: ReservoirID
class: ReservoirClass
name: String
location: GeoRegion?
spatial_boundary: Geometry?
time: Time
stock: CarbonMass
forms: Set<CarbonForm>
measurement_method: String?
uncertainty: CarbonMass?
confidence: Confidence
provenance: Set<EvidenceRecord>
}
entity CarbonTransfer {
id: String
source: ReservoirID
destination: ReservoirID
mechanism: TransferMechanism
rate: CarbonFlux
time_interval: Interval<Time>
uncertainty: CarbonFlux?
confidence: Confidence
provenance: Set<EvidenceRecord>
}
enum TransferMechanism {
PHOTOSYNTHESIS, RESPIRATION, DECOMPOSITION, COMBUSTION,
AIR_SEA_EXCHANGE, DISSOLUTION, OUTGASSING, SEDIMENTATION,
BURIAL, WEATHERING, EROSION, RUNOFF, FOOD_WEB_TRANSFER,
METHANOGENESIS, METHANE_OXIDATION, EXTRACTION, STORAGE,
OTHER
}
# 02 — TYPED RELATIONSHIPS
relation PART_OF(CarbonReservoir, Ecosystem)
relation LOCATED_IN(CarbonReservoir, GeoRegion)
relation CONTAINS_FORM(CarbonReservoir, CarbonForm)
relation TRANSFERS_CARBON_TO(CarbonReservoir, CarbonReservoir, CarbonTransfer)
relation EXCHANGES_WITH(CarbonReservoir, CarbonReservoir)
relation MEASURED_BY(CarbonReservoir, MeasurementInstrument)
relation AFFECTED_BY(CarbonReservoir, EnvironmentalDriver)
relation DERIVED_FROM(EvidenceRecord, DataSource)
relation SEMANTIC_EQUIVALENCE(Entity, Entity, Confidence)
# 03 — CONSERVATION AND STOCK-FLOW MODEL
# All transfer rates use carbon-mass units, not total CO2 mass.
# For reservoir i over a defined interval:
# dC_i/dt = sum_j F(j -> i) - sum_k F(i -> k) + B_i
# B_i denotes explicitly modelled exchanges across the chosen system boundary.
# If all internal transfers are paired, they cancel in the aggregate.
# Delta C_system = integral(sum external inputs - sum external outputs) dt.
# Numerical integration must specify timestep, integration scheme and units.
function NET_CARBON_FLUX(r: CarbonReservoir, transfers: Set<CarbonTransfer>): CarbonFlux {
require every transfer has valid endpoint and compatible time interval
return SUM(rate(t) for t where t.destination == r.id)
- SUM(rate(t) for t where t.source == r.id)
}
function STOCK_UPDATE(r, dt, transfers, boundary_inputs, boundary_outputs): CarbonMass {
require dt > 0 and rates expressed in compatible units
candidate = r.stock + dt * (
NET_CARBON_FLUX(r, transfers) + boundary_inputs - boundary_outputs)
require candidate >= 0 else flag PHYSICAL_CONSTRAINT_VIOLATION
return candidate
}
# 04 — SCIENTIFIC VALIDATION INVARIANTS
invariant UNIQUE_RESERVOIR_ID: IDs are unique within a dataset
invariant NONNEGATIVE_STOCK: stock >= 0
invariant NONNEGATIVE_RATE: every directed transfer rate >= 0
invariant DIMENSIONAL_CONSISTENCY: stocks use mass_C; rates use mass_C/time
invariant EXPLICIT_BOUNDARIES: every model declares system and temporal boundaries
invariant NO_UNACCOUNTED_DOUBLE_COUNTING: nested reservoir stocks are not summed with parents
invariant INTERNAL_FLOW_CANCELLATION: each internal transfer is debit to source and credit to destination
invariant TIME_ALIGNMENT: compared stocks and fluxes refer to compatible intervals
invariant UNCERTAINTY_RECORDED: unknown uncertainty is marked unknown, not zero
invariant CARBON_SPECIES_CONVERSION: CO2 mass to C mass uses molecular mass ratio 12/44 when applicable
# 05 — ECOLOGICAL INFERENCE RULES
rule PHOTOSYNTHETIC_UPTAKE:
when atmosphere -> biomass via PHOTOSYNTHESIS
infer atmospheric carbon outflow and biomass carbon inflow
rule RESPIRATORY_RETURN:
when biomass -> atmosphere via RESPIRATION
infer biomass carbon outflow and atmospheric carbon inflow
rule DECOMPOSITION_PATHWAY:
when detritus or soil organic carbon decomposes
infer possible CO2/CH4 or dissolved carbon pathways only if supported by environment and evidence
rule OCEAN_EXCHANGE:
when AIR_SEA_EXCHANGE occurs
infer transfer direction from observed/modelled net flux, never from reservoir class alone
rule DISTURBANCE_RELEASE:
when fire or land-use change is documented
infer candidate carbon transfer; magnitude requires measured or modelled evidence
rule CARBON_SINK_SOURCE:
if net stock change > 0 under declared boundaries, classify as net sink over interval
if net stock change < 0 under declared boundaries, classify as net source over interval
else classify balanced within stated uncertainty
# 06 — UNCERTAINTY AND CONFIDENCE
CONFIDENCE:
range: [0,1]
semantics: evidence-support score, not an automatic frequentist probability
combine: method_declared_by_model
require: provenance, method, timestamp, uncertainty where available
prohibit: unsupported precision or unconditional certainty
# 07 — SEMANTIC EQUIVALENCE
SEMANTIC_EQUIVALENCE:
compare: definition, carbon forms, units, spatial boundary, temporal boundary,
measurement method, stock-vs-flux distinction
outcome: EXACT | CONTEXTUAL | RELATED | NOT_EQUIVALENT
require: confidence and explanation
caution: carbon reservoir != carbon flux; carbon stock != sequestration rate
# 08 — FLOW HASH AND PROVENANCE
FLOW_HASH:
algorithm: SHA-256
input: canonical_utf8(
ontology_name, version, entity_id, entity_class, carbon_forms,
spatial_boundary, time_interval, unit_system, relationship_set,
evidence_identifiers, transformation_version)
note: hash verifies canonical content identity, not scientific truth
# 09 — UPDATE MODEL
UPDATE_MODEL:
mode: append_observation_and_recompute
actions:
- validate incoming evidence and units
- retain original observations and provenance
- align spatial and temporal scopes
- recompute affected stocks, fluxes, uncertainty and derived labels
- re-evaluate inference rules and invariants
- regenerate FLOW_HASH
- preserve audit trail and prior version
conflict_policy: flag incompatible observations; do not silently overwrite
# 10 — AI CONSUMPTION CONTRACT
AI_CONSUMPTION:
entity_type: CarbonReservoirEntity
required: id, class, stock, unit, time, provenance, confidence
optional: location, boundary, carbon_forms, uncertainty, transfers
output: typed_graph + validated_claims + provenance + warnings
guardrails:
- distinguish empirical measurements from model estimates
- state boundaries and timeframes for all carbon accounting
- do not infer causal effects from correlation alone
- do not present hypothetical flux rates as observed data
- flag incomplete budgets and unknown uncertainties
# 11 — EXAMPLE (SCHEMATIC; NO EMPIRICAL VALUES)
example:
reservoir A: ATMOSPHERIC
reservoir B: TERRESTRIAL_BIOMASS
transfer T: A -> B via PHOTOSYNTHESIS at symbolic rate P
transfer R: B -> A via RESPIRATION at symbolic rate Q
net_flux(B) = P - Q
net_flux(A) = Q - P
aggregate_net_flux(A,B) = 0 if there are no other exchanges
interpretation: internal transfers conserve carbon; this example does not estimate real-world rates
# 12 — CROSS-ONTOLOGY LINKS
links:
- Ecological Resource Ontology
- Organic Matter Ontology
- Detritus Ontology
- Nutrient Pool Ontology
- Soil Habitat Ontology
- Forest Ecosystem Ontology
- Marine Habitat Ontology
- Wetland Ecosystem Ontology
- Biological Environment Ontology
end flow
Research note: This document is a human-readable Flow Algebra-style specification.
Execution requires a parser, type checker, inference engine and data bindings.