Files
Reactor-Sim/src/reactor_sim/failures.py
2025-11-22 20:04:04 +01:00

162 lines
6.0 KiB
Python

"""Wear and failure monitoring for reactor components."""
from __future__ import annotations
from dataclasses import dataclass, asdict
import logging
from typing import Dict, Iterable, List
from . import constants
from .state import PlantState
LOGGER = logging.getLogger(__name__)
@dataclass
class ComponentHealth:
name: str
integrity: float = 1.0
failed: bool = False
def degrade(self, amount: float) -> None:
if self.failed:
return
self.integrity = max(0.0, self.integrity - amount)
if self.integrity <= 0.0:
self.fail()
def fail(self) -> None:
if not self.failed:
self.failed = True
LOGGER.error("Component %s has failed", self.name)
def restore(self, amount: float) -> None:
if amount <= 0.0:
return
previous = self.integrity
self.integrity = min(1.0, self.integrity + amount)
if self.integrity > 0.05:
self.failed = False
LOGGER.info("Maintenance on %s: %.3f -> %.3f", self.name, previous, self.integrity)
def snapshot(self) -> dict:
return asdict(self)
@classmethod
def from_snapshot(cls, data: dict) -> "ComponentHealth":
return cls(**data)
class HealthMonitor:
"""Tracks component wear and signals failures."""
def __init__(self) -> None:
self.components: Dict[str, ComponentHealth] = {
"core": ComponentHealth("core"),
"primary_pump_1": ComponentHealth("primary_pump_1"),
"primary_pump_2": ComponentHealth("primary_pump_2"),
"secondary_pump_1": ComponentHealth("secondary_pump_1"),
"secondary_pump_2": ComponentHealth("secondary_pump_2"),
"generator_1": ComponentHealth("generator_1"),
"generator_2": ComponentHealth("generator_2"),
}
for idx in range(3):
name = f"turbine_{idx + 1}"
self.components[name] = ComponentHealth(name)
self.failure_log: list[str] = []
def component(self, name: str) -> ComponentHealth:
return self.components[name]
def evaluate(
self,
state: PlantState,
primary_units: Iterable[bool],
secondary_units: Iterable[bool],
turbine_active: Iterable[bool],
generator_states: Iterable,
dt: float,
) -> List[str]:
events: list[str] = []
turbine_flags = list(turbine_active)
core = self.component("core")
core_temp = state.core.fuel_temperature
temp_stress = max(0.0, (core_temp - 900.0) / max(1e-6, (constants.MAX_CORE_TEMPERATURE - 900.0)))
base_degrade = 0.0001 * dt
core.degrade(base_degrade + temp_stress * 0.01 * dt)
prim_units = list(primary_units)
sec_units = list(secondary_units)
prim_states = state.primary_pumps or []
sec_states = state.secondary_pumps or []
for idx, active in enumerate(prim_units):
comp = self.component(f"primary_pump_{idx + 1}")
if idx < len(prim_states) and active:
flow = prim_states[idx].flow_rate
flow_ratio = 0.0 if flow <= 0 else min(1.0, flow / 9_000.0)
comp.degrade((0.0002 + (1 - flow_ratio) * 0.005) * dt)
else:
comp.degrade(0.0)
for idx, active in enumerate(sec_units):
comp = self.component(f"secondary_pump_{idx + 1}")
if idx < len(sec_states) and active:
flow = sec_states[idx].flow_rate
flow_ratio = 0.0 if flow <= 0 else min(1.0, flow / 8_000.0)
comp.degrade((0.0002 + (1 - flow_ratio) * 0.004) * dt)
else:
comp.degrade(0.0)
for idx, gen_state in enumerate(generator_states):
comp = self.component(f"generator_{idx + 1}")
running = getattr(gen_state, "running", False) or getattr(gen_state, "starting", False)
if running:
comp.degrade(0.00015 * dt)
else:
comp.degrade(0.0)
turbines = state.turbines if hasattr(state, "turbines") else []
for idx, active in enumerate(turbine_flags):
name = f"turbine_{idx + 1}"
component = self.component(name)
if active and idx < len(turbines):
turbine_state = turbines[idx]
demand = turbine_state.load_demand_mw
supplied = turbine_state.load_supplied_mw
if demand <= 0:
load_ratio = 0.0
else:
load_ratio = min(1.0, supplied / max(1e-6, demand))
mismatch = abs(1 - load_ratio)
stress = 0.00005 + mismatch * 0.0006
else:
stress = 0.00002
component.degrade(stress * dt)
for name, component in self.components.items():
if component.failed and name not in self.failure_log:
events.append(name)
self.failure_log.append(name)
return events
def snapshot(self) -> dict:
return {name: comp.snapshot() for name, comp in self.components.items()}
def load_snapshot(self, data: dict) -> None:
for name, comp_data in data.items():
mapped = "turbine_1" if name == "turbine" else name
if mapped in self.components:
self.components[mapped] = ComponentHealth.from_snapshot(comp_data)
elif mapped == "primary_pump":
self.components["primary_pump_1"] = ComponentHealth.from_snapshot(comp_data)
self.components["primary_pump_2"] = ComponentHealth.from_snapshot(comp_data)
elif mapped == "secondary_pump":
self.components["secondary_pump_1"] = ComponentHealth.from_snapshot(comp_data)
def maintain(self, component: str, amount: float = 0.05) -> bool:
comp = self.components.get(component)
if not comp:
LOGGER.warning("Maintenance requested for unknown component %s", component)
return False
comp.restore(amount)
return True