adaptability

ADAPTIVE OBJECT RECOGNITION THROUGH A META-LEARNING APPROACH FOR DYNAMIC ENVIRONMENTS

Object recognition systems often struggle to maintain accuracy in dynamic environments due to challenges such as lighting variations, occlusions, and limited training data. Traditional convolutional neural networks (CNNs) require extensive labeled datasets and lack adaptability when exposed to new conditions. This study aims to develop an adaptive object recognition framework that enhances model generalization and rapid adaptation in changing environments.

THEORETICAL FOUNDATIONS OF THE DUAL CONTROL ALGORITHM FOR MULTI-AGENT INFORMATION-MEASURING SYSTEMS

This article examines the theoretical foundations of the dual control algorithm in the context of machine learning, focusing on its application for intelligent agents in multi-agent information-measuring systems. A proposed algorithm combines anomaly detection in data with telemetry-based sensor calibration, opening new possibilities for improving the accuracy and reliability of data in complex and dynamic environments. The advantages of the algorithm are analyzed concerning adaptability, forecasting, and data integration, comparing it with other machine learning algorithms.

Принципи створення електронних підручників для вищих навчальних закладів на прикладі електронного підручника “Економіка підприємства”

There are the basic principles to construct a modern electronic textbook for high school and requirements for it in the work. Examples of their implementation are demonstrated in the electronic textbook “Economy of enterprise” of N. V. Afanasyev and O. B. Plokha, that was created according to the methodology of V. M. Anokhin. Electronic textbook should combine an interactive and a multimedia electronic publication in it, be available to users from different aspects, has properties of adaptability and to meet the general requirements of the textbooks.

INNOVATIVE CONTENT FOR ORGANIZING PRODUCTION ACTIVITIES OF INDUSTRIAL ENTERPRISES

The synthesis and coverage of foreign experience in the organization of production at industrial enterprises has a diverse focus and encompasses methods that increase the productivity of their productive activities in various ways. In this context, the Japanese experience of organizing production deserves special attention. The advantages of its application are demonstrated by Japanese companies that are world leaders in terms of achieved product quality, productivity, stock optimization, in-house and other costs.