In this diploma work, a study was conducted on the impact of augmented data on the efficiency of a convolutional neural network by adding a small volume of augmented data to the training set. The addition of 10, 20, and 30 percent of augmented data relative to the quantity of the initial sample data was considered.
    Three augmentation methods were applied: mirroring; magnification; rotation.
    The data used included three types of road surface defects: a network of cracks; potholes; linear crack.
    Studies were conducted on the MobileNet architecture using the transfer learning approach.

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The diploma project consists of an annotation, introduction, analytical review, analysis of parameters, calculation of control system elements, calculation of equipment parameters and conclusions.
The total volume of the explanatory note is 73 pages, includes: 22 illustrations, 10 tables, 5 drawings, 41 references and 33 formulas.
The topic of the diploma project is related to the study of the automated control system (ACS) of the operation of laser machines and the calculation of the elements of the control system and the parameters of the laser machine equipment. The automated machine control system combines a set of specialized devices, methods and tools necessary for the implementation of an automated control system (ACS). The ASK system is mainly characterized by cycle programming, processing modes and trajectories of movement of the machine's working bodies. At the same time, all the necessary information is provided in the form of a sequence of letters and numbers printed in a coded form (alphanumeric code) on the software carrier.

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The diploma project contains an introduction, three sections, conclusions and a list of references. The diploma includes 64 pages, including 14 figures, a list of references.
The goal of the diploma project is the development of a contact measuring head for a coordinate measuring machine.
  To achieve the goal, the following tasks were performed: the geometric parameters of the products and their control are examined in detail, the analysis of the common types of CVM and on which sensors they work; the method of operation of various types of sensors was analyzed.
  Projected drawings of dipstick, spring, sensor. Calculations of the strength of the probe, calculation of the spring were carried out. Development and analysis of the structural diagram of the automatic transformation of a linear or angular parameter.

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A system of automated eddy current control (AVK) of the thickness of the aluminum layer during the production of mirrors has been developed. The eddy current method uses a non-contact method of measurement, which makes it possible to ensure the necessary reliability and effectiveness of the control process. The AVK system consists of a matrix eddy current converter, a coordinate scanning device, a signal processing system, and a personal computer with software. It provides reliable and automated monitoring of the thickness of the aluminum layer in the technological process of its application to the surface of the mirror. The measurement results are processed by the system, which allows the operator to receive real-time information about the quality of the reflective layer and to make timely decisions regarding the adjustment of the technological process of manufacturing mirrors. Application of the AVK system allows you to improve the quality of mirror production, reduce deviations from specified parameters and improve the efficiency of the production process. This system can be useful for mirror manufacturers, where the exact thickness of the aluminum layer is critical to the quality and functionality of the products.

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The issue of the diploma project is research and improvement of automated systems of stabilization of weapons of light armored vehicles in order to increase their accuracy and efficiency. The researched stabilization systems are based on a precision sensitive element that uses piezoelectric properties according to its operating principle. A piezoelectric accelerometer is a device that will become a fundamental element of the studied stabilization systems.
In the course of the implementation, an overview of the existing automated stabilization systems, an overview of the principle of operation of sensitive piezoelectric elements, their main types of construction and installation, as well as an overview of the properties of the main known piezoelectric materials was carried out.
On the basis of the considered material, the design of the own version of the accelerometer was carried out, its three-dimensional model was modeled and the study of external influences to which it could be subjected in the Solidworks CAD software environment was carried out.

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  1. Mykhailenko Y. Eddy Current Automated Inspection System for Dielectric Protective Coatings of Aircraft Fuselage Elements
  2. Biehov A. Dual-channel capacitive MEMS sensitive element of an automated stabilization system
  3. Prybylskyi A. Automated system for monitoring vehicle overloads in motion
  4. Piven N. Automated portable radiometer

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АСНК КПІ ім. Ігоря Сікорського, 2021