
Аuthors
JSC «TsENKI» – «NII PM», Moscow, Russia
e-mail: 8987nau@mail.ru
Abstract
Cutting time and structure simplification of the initial alignment algorithm for efficiency increasing of the inertial navigation systems (INS) in the instances requiring operative turn-on and execution of the carrier target task is an important problem. To this end, an optimization algorithm development for the initial alignment of the INS platform keeps on. As part of the previously obtained backlog, a refined functional diagram of the initial alignment and block diagram of the optimization problem solution algorithm were compiled.
Conceptual mathematical model of the three-axis platform alignment is being adduced for the first time jointly with the functional diagram clarifications. The form of the model record herewith allows its application for the equations of initial alignment description for leveling and gyro-compassing of both uniaxial and biaxial platforms. Logic elaboration of the initial alignment algorithm is possible with the two conceptual approaches with regard to readings anti-gradient d and method step λ. The first approach, widely adduced in the technical literature, is based on the classical interpretation consisting in employing objective function of the measurement model and its derivatives. The second one consists in direct application of the filtered primary readings of sensitive element for the anti-gradient computing. Scaling of the method steps λ for the algorithm speeding is feasible by adding the alignment speed regulation block.
To enhance modeling speed and computer resources assignment, modeling is being performed in multiprocessor mode and with the Python3 language libraries aid. A significant amount of parameters has to be varied while simulation, and Pareto optimal methods are being applied to search for the best results, namely the method of effective multi-criteria programming and the method of negative weighting according to the criteria of error of the alignment and overshoot. In the course of the simulation results filtering, a set of adjustment coefficients, which can be entered into the non-volatile memory of the INS, is being obtained.
To assess the impact of the errors in the initial alignment on the target problem solving accuracy, the task of a space rocket (SR) launching into a low Earth orbit is being modeled. The leading-out error is being regarded as a function of the initial platform alignment error without account for the atmospheric model errors, the errors of aerodynamic forces and thrust of the SR engine.
Keywords:
inertial navigation system, gyro platform, initial alignment optimization algorithm, gradient descent method, space rocket, accuracy of launching into the target orbitReferences
- Veremeenko KK, Zheltov SYu, Kim NV. et al. Sovremennye informatsionnye tekhnologii v zadachakh navigatsii i navedeniya bespilotnykh manevrennykh letatel'nykh apparatov (Modern information technologies in the tasks of navigation and guidance of unmanned maneuverable aircraft). Moscow: Fizmatlit; 2009. 552 p. (In Russ.).
- Aleshin BS, Tyuvin AV, Chernomorskii AI, Plekhanov VE. Proektirovanie besplatformennykh inertsial'nykh navigatsionnykh system (Design of inertial navigation systems). Moscow: MAI-PRINT; 2010. 378 p. (In Russ.).
- Espinoza Valles AS. Bench calibration technique for microelectromechanical gyroscopes based on a robot manipulator. Aerospace MAI Journal. 2023;30(1);190-197. (In Russ.). DOI: 10.34759/vst-2023-1-190-197
- Aleshin BS, Maximov VN, Chernomorskii AI, Plekhanov VE. Integrated measurement navigation system for uniaxial wheeled module Aerospace MAI Journal. 2012;19(4):120–128. (In Russ.). URL: https://vestnikmai.ru/eng/publications.php?ID=34525
- Klyuchnikov AI, Makov SA. Analiz nekotorykh sposobov vystavki inertsial'nykh navigatsionnykh system. Evraziiskii Soyuz Uchenykh (ESU). 2018;(7):13-16. (In Russ.).
- Balabaev OS, Prokhortsov AV. Comparative analysis of the initial sins exhibition methods on a moving object. Izvestiya TulGU. Tekhnicheskie nauki. 2020;(11):389-395. (In Russ.).
- Konstantinov MS, Shevchenko VV. Project-and-Ballistic Analysis of a Spacecraft Insertion into the Heliocentric Orbit with Thirty Degrees Inclination to the Solar Equator Plane. Aerospace MAI Journal. 2024;31(2):144-154. (In Russ.). URL: https://vestnikmai.ru/publications.php?ID=180657
- Chou X, Ishkov SA, Filippov GA. Optimal control of spacecraft relative motion by the response rate criterion on near-circular orbits. Aerospace MAI Journal. 2023;30(3);163-173. (In Russ.).
- Lipton AH. Alignment of inertial systems on a moving base. Washington: National aeronautics and space administration; 1967. 168 p.
- Yang J, Zhang G, Huang Z. et al. Research on position and orientation measurement method for roadheader based on vision/INS. International Conference on Optical Instruments and Technology: Optoelectronic Measurement Technology and Systems. 2018:1062105. DOI: 10.1117/12.2288670
- Liu HY, Tsai S, Tsai ML. et al. An initial alignment method of inertial navigation system for the static state. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences - ISPRS Archives. 2022;43(B1):227-233. DOI:10.5194/isprs-arch ives-XLIII-B1-2022-227-2022
- Lu J, Ye L, Dong J. Applied singular value decomposition method in transfer alignment and bias calibration. IET Radar, Sonar & Navigation. 2020;14(5):700-706. DOI: 10.1049/iet-rsn.2019.0397
- Veremeenko KK, Zharkov MV, Kuznetsov IM, Pron'kin AN. Strapdown inertial navigation system transfer alignment: algorithmic features and simulation performance analysis. Izvestiya vysshikh uchebnykh zavedenii. Aviatsionnaya tekhnika. 2020;(4):57-64. (In Russ.).
- Naumchenko VP, Ilyushin PA, Pikunov DG. et al. The noises influence estimation of inertial sensors on the accuracy of the gyroscopic platform exhibition. Vestnik natsional'nogo issledovatel'skogo yadernogo universiteta “MIFI”. 2022;11(6):425-441. (In Russ.). DOI: 10.26583/vestnik.2022.16
- Naumchenko VP, Ilyushin PA, Pikunov DG, Solovyov AV. Optimization approach to the platform inertial system alignment under the impact of noise. Aerospace MAI Journal. 2023;30(2):158-168. (In Russ.). DOI: 10.34759/vst-2023-2-158-168
- Naumchenko VP, Ilyushin PA, Pikunov DG. A method for determining the initial orientation angles of inertial measuring units. In: Materialy ХXIV konferentsii molodykh uchenykh “Navigatsiya i upravlenie dvizheniem” (March 15-18, 2022; St. Petersburg). St. Petersburg: Kontsern “TsNII “Elektropribor”; 2022. p. 281-283. (In Russ.).
- Vasil'ev FP. Metody optimizatsii: v 2 kn (Optimization methods. In 2 books). Moscow: MTsNMO; 2011. Book 1. 620 p. (In Russ.).
- Dvurechensky P, Staudigl M, Shtern S. First-Order Methods for Convex Optimization. Optimization and Control. 2021;9:100015. DOI: 10.48550/arXiv.2101.00935
- Romanova IK. Application of analytical methods to the study of Pareto optimal control systems. Nauka i obrazovanie: nauchnoe izdanie MGTU im. N.E. Baumana. 2014;(4):238-266. (In Russ.). DOI: 10.7463/0414.0704897
- Pieume C, Marcotte P, Fotso LP, Siarry P. Generating Efficient Solutions in Bilevel Multi-Objective Programming Problems. American Journal of Operations Research. 2013;3(2):289-298. DOI: 10.4236/ajor.2013.32026
- Sadeghi H, Moslemi F. A multiple objective programming approach to linear bilevel multi-follower programming. AIMS Mathematics. 2019;4(3):763-778. DOI: 10.3934/math.2019.3.763
- Marler RT, Arora JS. The weighted sum method for multi-objective optimization: New insights. Structural and Multidisciplinary Optimization. 2010;41(6):853-862. DOI: 10.1007/s00158-009-0460-7
- Sikharulidze YG. Ballistika i navedenie letatel'nykh apparatov (Ballistics and guidance of aircraft). 4th ed. Moscow: Laboratoriya znanii; 2020. 410 p. (In Russ.).
mai.ru — informational site of MAI Copyright © 1994-2025 by MAI |