import { type Vec2 } from '../../math';
import { type DataSeries } from './types';
export type InvalidValueMode = `remove` | `propagate` | `interpolate`;
export type TruncationMode = `hard_cut` | `mark_unstable`;
export interface PhysicalBounds {
    min?: number | ((x: number) => number);
    max?: number | ((x: number) => number);
    mode?: `clamp` | `filter` | `null`;
}
export interface OscillationWeights {
    derivative_variance?: number;
    amplitude_growth?: number;
    sign_changes?: number;
}
export type SmoothingConfig = {
    type: `moving_avg`;
    window: number;
} | {
    type: `savgol`;
    window: number;
    polynomial_order?: number;
} | {
    type: `gaussian`;
    sigma: number;
};
export interface LocalOutlierConfig {
    window_half?: number;
    mad_threshold?: number;
    max_iterations?: number;
}
export interface InstabilityResult {
    detected: boolean;
    onset_index: number;
    onset_x: number;
    combined_score: number;
    method_scores: {
        derivative_variance: number;
        amplitude_growth: number;
        sign_changes: number;
    };
}
export interface CleaningConfig {
    oscillation_threshold?: number;
    oscillation_weights?: OscillationWeights;
    window_size?: number;
    invalid_values?: InvalidValueMode;
    bounds?: PhysicalBounds;
    smooth?: SmoothingConfig;
    local_outliers?: LocalOutlierConfig;
    truncation_mode?: TruncationMode;
    in_place?: boolean;
}
export interface CleaningQuality {
    points_removed: number;
    invalid_values_found: number;
    oscillation_detected: boolean;
    oscillation_score?: number;
    bounds_violations: number;
    outliers_removed?: number;
    stable_range?: Vec2;
    truncated_at_x?: number;
}
export interface CleaningResult<T = DataSeries> {
    series: T;
    quality: CleaningQuality;
}
export declare function detect_instability(x_values: readonly number[], y_values: readonly number[], config?: Pick<CleaningConfig, `oscillation_weights` | `oscillation_threshold` | `window_size`>): InstabilityResult;
export declare function smooth_moving_average(values: readonly number[], window: number): number[];
export declare function clean_series<T extends DataSeries>(series: T, config?: CleaningConfig): CleaningResult<T>;
export declare function clean_multi_series(x_values: readonly number[], y_arrays: number[][], config?: CleaningConfig): {
    x: number[];
    cleaned_y: number[][];
    quality: CleaningQuality[];
};
export declare function clean_xyz(x_values: readonly number[], y_values: readonly number[], z_values: readonly number[], config?: CleaningConfig & {
    primary_axis?: `x` | `y` | `z`;
}): {
    x: number[];
    y: number[];
    z: number[];
    quality: CleaningQuality;
};