autonomous_calibration_engine Namespace Reference

Classes
class	TemporalState
class	CalibrationRequest
class	AdaptivePriorEvolution
class	DriftDetector
class	ActiveLearningAgent
class	OnlineBayesianLearner
class	AutonomousCalibrationEngine

Variables
	logger = logging.getLogger(__name__)
	level
	INFO
	format
	engine = AutonomousCalibrationEngine(n_sensors=16, n_params=9)
int	sensor_id = i % 16
float	voltage = 2.5 + i * 0.5
	design_vector = np.array([1, voltage] + [0] * 7)
int	pressure = 200 * voltage + np.random.normal(0, 1)
	p
	u
	req
	status = engine.get_system_status()

Detailed Description

Autonomous Calibration Engine
Advanced self-learning calibration system that evolves priors based on system behavior.

Key Features:
- Online learning with recursive Bayesian updates
- Temporal evolution modeling with forgetting factors
- Active learning: System requests calibration when needed
- Drift detection and automatic adaptation
- Empirical Bayes for continuous prior improvement
- Confidence-based autonomous decision making
- Transfer learning across sensors and sessions

Variable Documentation

design_vector

autonomous_calibration_engine.design_vector = np.array([1, voltage] + [0] * 7)

Definition at line 730 of file autonomous_calibration_engine.py.

engine

autonomous_calibration_engine.engine = AutonomousCalibrationEngine(n_sensors=16, n_params=9)

Definition at line 724 of file autonomous_calibration_engine.py.

format

autonomous_calibration_engine.format

Definition at line 721 of file autonomous_calibration_engine.py.

INFO

autonomous_calibration_engine.INFO

Definition at line 721 of file autonomous_calibration_engine.py.

level

autonomous_calibration_engine.level

Definition at line 721 of file autonomous_calibration_engine.py.

logger

autonomous_calibration_engine.logger = logging.getLogger(__name__)

Definition at line 25 of file autonomous_calibration_engine.py.

p

autonomous_calibration_engine.p

Definition at line 739 of file autonomous_calibration_engine.py.

pressure

int autonomous_calibration_engine.pressure = 200 * voltage + np.random.normal(0, 1)

Definition at line 731 of file autonomous_calibration_engine.py.

req

autonomous_calibration_engine.req

Definition at line 739 of file autonomous_calibration_engine.py.

sensor_id

int autonomous_calibration_engine.sensor_id = i % 16

Definition at line 728 of file autonomous_calibration_engine.py.

status

autonomous_calibration_engine.status = engine.get_system_status()

Definition at line 747 of file autonomous_calibration_engine.py.

u

autonomous_calibration_engine.u

Definition at line 739 of file autonomous_calibration_engine.py.

voltage

float autonomous_calibration_engine.voltage = 2.5 + i * 0.5

Definition at line 729 of file autonomous_calibration_engine.py.