Reservoir-Flux Network¶
Core Idea¶
A reservoir-flux network decomposes a system into named reservoirs (stocks, compartments, pools) linked by fluxes (flows, transfer rates) under a conservation closure that holds the total content invariant except across a declared boundary. The closure is the discriminating feature — it is what separates the pattern from a bare graph and from a single isolated flow, and what makes mass-balance bookkeeping calculable.
How would you explain it like I'm…
Buckets and Pipes
Tanks That Never Leak
Stocks, Flows, and Conservation
Broad Use¶
- Biogeochemistry: the carbon cycle as atmosphere/ocean/biosphere/soil reservoirs linked by photosynthesis and respiration, total carbon conserved.
- Pharmacokinetics: compartmental PK/PD models with first-order rate constants and elimination, drug mass conserved minus clearance.
- Epidemiology: SIR/SEIR partition a population into Susceptible/Infected/Recovered reservoirs with conserved total.
- Macroeconomics: flow-of-funds and sectoral balances conserved by double-entry bookkeeping.
- System dynamics: the entire Forrester stock-and-flow discipline of stocks, rates, and equations.
- Ecology and hydrology: trophic energy budgets and watershed water balances under thermodynamic or hydrological closure.
Clarity¶
Separates a Flow (one directed channel), a Network (graph topology, silent on conservation), and a reservoir-flux network (graph plus stocks plus closure), and makes the closure boundary an explicit modelling choice whose misplacement a failed conservation check flags.
Manages Complexity¶
Compresses an arbitrarily complicated multi-substance system into a short specification — how many reservoirs, what fluxes, what rate laws, what total — from which steady states, residence times, and shock propagation follow, with conservation as an auditable identity.
Abstract Reasoning¶
The dynamics are coupled rate equations (each reservoir's change equals inflows minus outflows); steady states solve a linear system, perturbation response follows the Jacobian's eigenstructure, and looped topologies can oscillate where feed-forward ones relax monotonically.
Knowledge Transfer¶
- Pharmacokinetics → epidemiology: one- and two-compartment dosing solutions carry over to SIR-family models, both linear reservoir-flux networks.
- Macroeconomics → ecology: the sectoral-balance identity ("one sector's surplus is another's deficit") is the same closure that yields trophic energy budgets.
- System dynamics → climate/inventory: the "bathtub" result (a stock rises even as inflow levels off) transfers to atmospheric carbon and to backorders.
Example¶
The two-compartment PK model — central and peripheral compartments with rate constants k12, k21, and elimination k10 — makes the mass-balance identity numerically explicit: total drug equals both compartments plus what was eliminated, equal to the dose, and a failed balance points straight at a forgotten elimination flux.
Relationships to Other Abstractions¶
Current abstraction Reservoir-Flux Network Prime
Parents (1) — outgoing typed relations
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Reservoir-Flux Network presupposes Conservation Laws Prime
A Reservoir-Flux Network presupposes a conservation law that closes internal transfers over its declared boundary.
Children (5) — abstractions linked here by typed relations
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Biogeochemical Cycle Domain-specific is a kind of Reservoir-Flux Network
A biogeochemical cycle is the Earth-system specialization of a conserved reservoir-flux network, fixing the reservoirs and transformations to planetary bio-geo-chemical ones.
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Lake ecosystem Domain-specific is a kind of Reservoir-Flux Network
A lake ecosystem literally comprises named material and biotic stocks connected by water, nutrient, organic-matter, energy, and organism fluxes; What makes it its own entry: the coupled lentic basin–water-column–sediment ecological organization, not merely a body of water, a species list, one food chain, or the broad field of freshwater ecology.
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Lorenz Energy Cycle Domain-specific is a kind of Reservoir-Flux Network
The Lorenz Energy Cycle is a Reservoir–Flux Network whose named atmospheric energy stocks are linked by generation, conversion, exchange, and dissipation flows.
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WAFLEX Domain-specific is a kind of Reservoir-Flux Network
WAFLEX strictly specializes Reservoir-Flux Network.
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Source-Sink Role Prime presupposes Reservoir-Flux Network
Assigning a source or sink role requires a bounded stock-flow account linking the component to a reference reservoir.
Hierarchy path (1) — routes to 1 parentless root
- Reservoir-Flux Network → presupposes Conservation Laws → is a kind of Invariance
Not to Be Confused With¶
- Reservoir-Flux Network is not a bare Network because it adds stocks and a conservation closure that license mass-balance reasoning, whereas a bare network carries only connectivity.
- Reservoir-Flux Network is not Turnover because turnover (and residence time) is one derived rate read off the structure, whereas the prime is the whole conserved system.
- Reservoir-Flux Network is not Equilibrium because the prime is the structure whose dynamics may or may not reach a resting state, whereas equilibrium is that state itself.