The complex systems

The outstanding Russian soil scientist N.M. Tulaykov lived and worked at the beginning of the twentieth century, and made a great contribution to the scientific basis of agriculture in southern Russia. Coming from the poorest peasant family, he received an excellent education and worked with other eminent scientists. In 1908-1910 he was sent on a scientific and practical trip to the USA, Germany and Britain. In 1910 he was appointed as a director of Bezenchukskaya agricultural experiment station. From 1915 he headed the Agricultural Chemical Laboratory in Petrograd; from 1918 he was a Chairman of the Agricultural Scientific Committee at the Russian Ministry of Agriculture. From 1920 to the end of his life he headed the field-growing department at Saratov experimental station and was a professor at Saratov Agricultural Institute. He developed and promoted the dry farming system to combat famine (including famine in the Volga region in 1921-1923). He was unjustly repressed and died tentatively in 1937-1938 in the Solovki or in prison in Saratov.

The paper considers a new method for finding patterns in a chaotic system and an algorithm implementing it that automatically computes geometric, physical, and other possible interactions based on preferences between objects in a chaotic system in a reasonable computational time, selecting the only possible solution from the whole population. The algorithm has P-class simplicity in solving NP-class problems, bringing machine intelligence as close as possible to human intelligence. Descriptions of original solutions to a number of technical and creative problems are presented.

Using the formation of the Solar System as an example, it is shown that the Solar System evolves from chaos caused by a Supernova explosion to an ordered, deterministic structure or from chaos to order. Since there are billions of such structures in our Metagalaxy, it is concluded that ordering processes are prevalent in the Universe, which contradicts the definition of entropy accepted in the literature, according to which increasing entropy occurs in the direction of increasing disorder. This is explained by the fact that in cosmic processes, other forms of energy take an essential part, along with thermal energy, such as gravitational, electromagnetic or chemical energy, to which total entropy there can be assigned, and the last is not a measure of disorder and chaos in a thermodynamic system. In other words, the increase of total entropy in cosmic processes is not connected with the increase of disorder; and on the contrary, the more probable states are more ordered.