3.5.17 · HinglishGuidance, Navigation & Control (GNC)

INS error propagation — error state equations

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3.5.17 · Physics › Guidance, Navigation & Control (GNC)


1. "Error state" kya hota hai?

KYA HAI? INS ek computed body-to-nav rotation rakhta hai. Agar yeh thoda galat ho, toh computed nav frame, true nav frame se ek small rotation vector ke barabar tilt hota hai. Yahi crucial coupling variable hai.


2. First principles se error equations derive karna

Hum local navigation frame (North-East-Down) mein kaam karte hain. Exact INS mechanization hai:

jahan accelerometers se measured specific force hai, body-to-nav rotation hai, aur gravity hai.

2.1 Position error

KAISE: Position rate bilkul velocity hai. , perturb karo:

Yeh step kyun? pehle se hi linear hai, isliye perturbation exact hai — koi approximation ki zaroorat nahi.

2.2 Velocity error

KAISE: Computed acceleration computed attitude use karta hai. Kyunki frame se tilt hai:

Kyun? Ek small rotation ek matrix ko (skew-symmetric matrix of ) ke zariye map karta hai. mein substitute karo aur true equation subtract karo. Accelerometer mein bhi error hai (bias + noise). First order rakhte hue:

likhte hue (nav frame mein specific force):

term kyun? Ek tilt INS ko (bade) specific force ko galat resolve karwata hai — yahi dominant coupling hai: attitude error, velocity error mein jaata hai.

2.3 Attitude error

KAISE: Computed frame rotation rate mein gyro error hota hai. Tilt definition differentiate karo aur first order rakhte huo:

jahan nav-frame rotation rate hai aur gyro error hai (drift + noise).

Yeh form kyun? Tilt vector transport rate ke saath rotate karta hai (pehla term) aur continuously gyro drift se corrupt hota hai (doosra term). Gyro drift hi long-term navigation error ki jad hai.


3. Errors KYUN BADHTE HAIN — key insight

Figure — INS error propagation — error state equations

4. Worked examples


5. Common mistakes


6. Flashcards

9-state INS error vector ke teen blocks kya hain?
Position error , velocity error , attitude (tilt) error .
INS error dynamics ko linearize kyun karte hain?
Errors chhote hain, isliye first-order expansion ek linear deta hai jo Kalman filter ke liye suitable hai.
Kaun sa term attitude error ko velocity error mein couple karta hai?
— ek tilt specific force ko galat resolve karta hai.
Constant accelerometer bias se position error ka time-growth?
Quadratic, .
Constant gyro drift se position error ka time-growth?
Cubic, .
Attitude error equation ko kya drive karta hai?
Transport-rate coupling aur gyro error .
Schuler period kya hai aur yeh kyun appear karta hai?
≈84 min; horizontal errors ka gravity-coupling unhe diverge karne ki bajaye oscillate karata hai.
kiske barabar hai, aur yeh exact kyun hai?
; relation pehle se hi linear hai.

Recall Feynman: 12-saal ke bachche ko samjhao

Socho tum aankhein band karke chal rahe ho, apne steps count karke pata karo kahan ho. Agar tum sochte ho ki north ki taraf face kar rahe ho lekin thoda tilt ho, toh har step tumhe galat direction mein le jaata hai — aur galti jitni der chalo utni badi hoti jaati hai. Ek INS bilkul yahi kaam karta hai tiny motion sensors ke saath. "Error equations" ek cheat-sheet hain jo kehti hain: ek choti tilt ek choti speed galti banati hai, ek choti speed galti ek badhti position galti banati hai. Yeh jaankar, computer drift guess karke undo kar sakta hai.

Connections

  • Kalman Filter for INS-GPS Integration — is ko state-transition model ke roop mein use karta hai
  • Strapdown INS Mechanization Equations — woh nonlinear system jise humne perturb kiya
  • Schuler Tuning and Oscillation — horizontal errors kyun bound hote hain
  • Gyro and Accelerometer Error Models ke sources
  • Direction Cosine Matrix and Small-Angle Rotations ki origin

Concept Map

causes

modeled by

form

expand small errors

defines

contains

contains

contains

rate equals

tilts frame, couples into

drives

feeds

INS integrates sensors

Errors accumulate

Error state equations

dx = F dx + G w linear

Nonlinear INS mechanization

Error state dx

Position error dr

Velocity error dv

Attitude error psi

Accelerometer error df

Kalman filter estimates and corrects