On one solution of the numerical problem differentiation in calculation vertical speed of aircraft
Автор: Panferov V.I., Panferov S.V., Hayutin A.M., Trenin N.A.
Рубрика: Приборостроение, метрология и информационно-измерительные приборы и системы
Статья в выпуске: 2 т.21, 2021 года.
Бесплатный доступ
To ensure safety and improve the efficiency of flight missions, reliable information about the altitude and speed parameters of the aircraft (AC) is required. Therefore, improving the algorithm for calculating the vertical speed used as part of the algorithmic support for air signal systems (ASS) is a very urgent task. Purpose of the study. The problem of calculating the vertical speed of an aircraft in the ASS is considered. Materials and methods. The analysis of literature data on the use of numerical differentiation procedures to solve this problem is carried out, it is noted that the methods used are based on different ideas and approaches. It is indicated that two-point algorithms are significantly worse than multi-point algorithms in terms of the achieved accuracy, however, they are characterized by significant simplicity and speed. Various versions of multipoint algorithms are used, differing in complexity, the amount of information used, and the accuracy achieved. The features of the regularizing algorithms, which are essentially filters of a low-frequency useful signal, suppressing the high-frequency component of the error in measuring the altitude signal or, what is the same, atmospheric pressure, are noted. The data on systems with hardware differentiation of the height signal are given. Results. A fairly simple four-point algorithm for numerical differentiation is proposed and substantiated. Due to the averaging of both the measurement results themselves and the estimates of the derivatives, significant filtering of noise is realized, which is an important advantage of the algorithm. For greater accuracy in estimating the vertical speed, it is envisaged to include a preliminary filtering algorithm in the experimental data processing scheme. The filtering algorithm is found from the solution of the optimization problem; it is shown that this algorithm is structurally similar to the filtering algorithms constructed according to the well-known approaches of R. Kalman. The results of computational experiments on the study of the features and characteristics of the proposed algorithms are presented, illustrating their advantages, performance and the possibility of further use in ASS. It is shown that preliminary filtering significantly increases the accuracy of the vertical velocity estimation. Conclusion. The developed algorithms can be used to improve the algorithmic support of the ASS.
Vertical speed, aircraft, air signal system, numerical differentiation, altitude, atmospheric pressure, multi-point algorithms, preliminary filtering, estimation accuracy
Короткий адрес: https://sciup.org/147233815
IDR: 147233815 | DOI: 10.14529/ctcr210205
Список литературы On one solution of the numerical problem differentiation in calculation vertical speed of aircraft
- Panferov V.I., Trenin N.A., Hayutin A.M. Aviatsionnyye pribory i pilotazhno-navigatsionnyye kompleksy: uchebnoye posobiye: v 3 ch. Ch. I. [Aircraft instruments and flight-navigation complexes: A manual in 3 parts. Part I]. Chelyabinsk, Branch of VUZS VVS Air Force Publ., 2018. 145 p.
- Tikhonov A.N., Arsenin V.Ya. Metody resheniya nekorrektnykh zadach [Methods for solving ill-posed problems]. Moscow, Nauka Publ., 1979. 284 p.
- Tikhonov A.N., Goncharsky A.V., Stepanov V.V., Yagola A.G. Chislennyye metody resheniya nekorrektnykh zadach [Numerical methods for solving ill-posed problems]. Moscow, Nauka Publ., 1990.227 p.
- Vasin V.V. [Stable calculation of the derivative in space C (-», »)]. Computational mathematics and mathematical physics, 1973, vol. 13, no. 6, pp. 1383-1389. (in Russ.)
- Skorik G.G. Nailuchshiye otsenki v metodakh approksimatsii proizvodnykh funktsii, zadannoy s pogreshnost'yu. Avtoref. kand. diss. [The best estimates in methods of approximation of the derivatives of a function given with an error. Abstract of cand. diss.]. Ekaterinburg, 2006. 15 p.
- Glinchenko A.S. Tsifrovaya obrabotka signalov: uchebnoye posobiye: v 2 ch. Ch. 1. [Digital Signal Processing: Tutorial in 2 parts. Part 1]. Krasnoyarsk, KSTU Publishing House, 2001. 199 p.
- Maystrenko, A.V. Sintez, issledovaniye i primeneniye algoritmov tsifrovogo differentsirovaniya signalov v sistemakh avtomaticheskogo regulirovaniya protsessov. Avtoref. kand. diss. [Synthesis, research and application of algorithms for digital differentiation of signals in systems for automatic control of processes. Abstract of cand. diss.]. Tomsk, 2007. 21 p.
- Maystrenko A.V., Svetlakov A.A., Starovoitov N.V. [Digital differentiation of signals using multipoint methods in automatic control systems of processes]. Doklady TUSUR, 2009, no. 2 (20), pp. 83-88. (in Russ.)
- Fedotov Z.N., Kuvshinov S.I., Lebedev V.V. et al.; Dorofeyev S.S. (Ed.) Aviatsionnyye pribory: uchebnik [Aviation devices: Textbook]. Moscow, Voenizdat, 1992. 323 p.
- Cheng J., Jia X.Z., Wang Y.B. Numerical differentiation and applications. Inverse Problems in Science and Engineering, 2007, vol. 15, pp. 339-357.
- Bezuglov D.A., Krutov V.A., Shvachko O. V. [Method of signal differentiation using spline approximation]. Fundamental'nyye issledovaniya, 2017, no. 4, pp. 24-28. (in Russ.)
- Maystrenko A.V., Svetlakov A.A., Garganeyev A.G. [Digital differentiation of signals using Volterra integral equations and its application for modeling control and monitoring systems in power electronics]. Energosberezheniye, energetika, energoaudit, 2013, vol. 1, no. 8 (14), pp. 111-116. (in Russ.)
- Sozonova T.N. Razrabotka algoritmov chislennogo differentsirovaniya i interpolyatsii signalov na osnove chastotnykh predstavleniy. Avtoref. kand. diss. [Development of algorithms for numerical differentiation and interpolation of signals based on frequency representations. Abstract of cand. diss.]. Belgorod, 2008. 18 p.
- Garmaev B.Z., Boronoev V.V. [Numerical differentiation of biometric signals using wavelet transform]. Journal of Radio Electronics: electronic journal, 2017, no. 2, pp. 1-11. Available at: http://jre.cplire.ru/jre/feb17/9/text.pdf. (in Russ.)
- Efremova E.S. Informatsionno-izmeritel'naya sistema vozdushnykh signalov dozvukovogo letatel'nogo apparata na osnove vikhrevogo metoda. Dis. kand. tekhn. nauk. [Information-measuring system of air signals of a subsonic aircraft based on the vortex method. Cand. sci. diss.]. Kazan, 2020. 207 p.
- Martynov E.V., Potapov A.A., Kolchin A.V. Sposob opredeleniya vertikal'noy skorosti ob"yekta i ustroystvo dlya yego osushchestvleniya [Method for determining the vertical speed of an object and a device for its implementation]. Patent RF, no. 2059252 C1, 1996.
- Efimov I.P. Aviatsionnyye pribory: uchebnoye posobiye [Aviation devices: textbook]. Ulyanovsk, UlSTU Publ., 2018. 255 p.
- Kalman R.E., Koepcke R.W. Optimal syntbesis of linear sampling control systems using generalized performance indexes. Trans. ASME, 1958, vol. 80, pp. 1820-1826.
- Panferov V.I., Trenin N.A., Panferov S.V., Hayutin A.M., Cherepanov S.I. [To the solution of the problem of calculating the vertical speed of an aircraft in the air signal system]. Voyennyy nauchno-prakticheskiy vestnik, 2019, no. 1 (10), pp. 64-69. (in Russ.)
- Panferov S.V., Panferov V.I. Adaptive Identification of Parameters for Heating Systems in Buildings. Bulletin of the South Ural State University. Ser. Construction Engineering and Architecture, 2014, vol. 14, no. 2, pp. 33-38. (in Russ.)
- Panferov V.I., Nagornaya A.N., Kungurtseva Yu.V. Solution to the Problem of Dynamic Mathematical Model of Heating Appliances and Systems Development. Bulletin of the South Ural State University. Ser. Construction Engineering and Architecture, 2012, iss. 15, no. 38 (297), pp. 46-49. (in Russ.)
- Panferov S.V., Panferov V.I. [Adaptive identification of the mathematical model of the thermal regime of buildings]. Matematicheskoye i programmnoye obespecheniye sistem v promyshlennoy i sotsial'noy sferakh, 2013, no. 1, pp. 6-11. (in Russ.)
- Kalman R.E. Ocherki po matematicheskoy teorii sistem [Essays on the mathematical theory of systems]. Moscow, Mir Publ., 1971. 400 p.
- Kim D.P. Teoriya avtomaticheskogo upravleniya. T.1. Lineynyye sistemy. [Automatic control theory. Vol. 1. Linear systems]. Moscow, Fizmatlit, 2003. 288 p.