Yu.I. Nechaev – Dr.Sc. (Eng.), Professor, Honored Scientist of RF, Academician of RANS, Leading Research Scientist, the Main Scientific Employee of Scientific Research Institute of the High Technology Computer Technologies of the St.-Petersburg National Research University Information Technologies, Mechanics and Optics. International Expert in the Field of High-performance Computing and Intelligence Systems
O.N. Petrov – Ph.D. (Eng.), Associate Professor, St.-Petersburg State Marine Technical University
The problem of neural network modeling of a nonlinear non-stationary system on the basis of the dynamic catastrophe theory is considered. Evolutionary dynamics of the system develops in the neighbourhood of the "potential well" under the influence of random perturbations. Behaviour patterns reflect the behaviour of the system under conditions of uncertainty and incompleteness of the initial information. The practical application of the developed conceptual solutions is discussed with reference to the interpretation of the interaction of a damaged ship in a continuously changing non-stationary dynamic environment. On the basis of the selected directions, principles and concepts, a mathematical apparatus for geometric and analytical interpretation of current situations has been developed in the complex use of the achievements of modern computer mathematics and high-performance computing tools.
- Bortovye intellektual'nye sistemy. CH. 1. Aviacionnye sistemy. M.: Radiotekhnika. 2005. 105 s.; CH. 2. Korabel'nye sistemy. M.: Radiotekhnika. 2006. 80 s.; CH. 3. Sistemy korabel'noj posadki letatel'nyh apparatov. M.: Radiotekhnika. 2008. 113 s.
- Nejrokomp'yutery v intellektual'nyh tekhnologiyah HKHI veka. M.: Radiotekhnika. 2011. 352 s.
- Nechaev YU.I. Teoriya katastrof: sovremennyj podhod pri prinyatii reshenij. SPb.: Art-EHkspress. 2011. 392 s.
- Nechaev YU.I. Nejronechetkaya sistema upravleniya vysokoproizvoditel'nymi vychisleniyami pri interpretacii dinamiki slozhnogo ob"ekta na osnove teorii katastrof v srede «oblachnoj» modeli // Nejrokomp'yutery: razrabotka, primenenie. 2012. № 11. S. 14–22.
- Nechaev YU.I., Petrov O.N. Nepotoplyaemost' sudov: podhod na osnove sovremennoj teorii katastrof. S.Pb.: Art-EHkspress. 2014. 368 s.
- Nechaev YU.I. Topologiya nelinejnyh nestacionarnyh sistem: teoriya i prilozheniya. S.Pb.: Art-EHkspress. 2015. 325 s.
- Nikolis Dzh. Dinamika ierarhicheskih sistem: ehvolyucionnoe predstavlenie. M.: Mir. 1989. 465 s.
- Novikov D.A., Petrakov S.N. Kurs teorii aktivnyh sistem. M.: SINEG. 1999. 104 s.
- Urgent Computing Workshop 2007 [EHlektronnyj resurs]. – Argonne National Lab, University of Chicago. April 25-26, 2007. Rezhim dostupa: http://spruce.teragrid.org/workshop/urgent07.php, svobodnyj. Zagl. s ehkrana (data obrashcheniya 01.05.2016).
- Zadeh L. Fuzzy logic, neural networks and soft computing // Commutation on the ASM-1994. V. 37. № 3. P. 77–84.