
Ivana SenkUniversity of Novi Sad · Faculty of Technical Sciences
Ivana Senk
PhD in Mechatronics
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27
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Introduction
Additional affiliations
November 2018 - October 2019
October 2016 - present
October 2008 - September 2016
Education
December 2008 - May 2016
October 2003 - September 2008
Publications
Publications (27)
This paper presents a deep neural network (DNN) approach designed to estimate the milk yield of Holstein-Friesian cattle. The DNN comprised stacked dense (fully connected) layers, each hidden layer followed by a dropout layer. Various configurations of the DNN were tested, incorporating 2 and 3 hidden layers containing 8 to 54 neurons. The experime...
Automating machine learning model development and deployment improves speed, efficiency, reproducibility, scalability, reliability, and cost efficiency. It enables organizations to iterate quickly, scale effectively, reduce errors, and stay competitive in the rapidly evolving field of machine learning. The aim of machine learning operations (MLOps)...
In recent years, there is a growing trend of developing diverse Industrial Internet of Things (IIoT) devices and systems to support the advancements in industrial systems known as the Industry 4.0. New devices and systems are often developed with connectivity capabilities, however there are many already functioning devices and systems that are init...
This paper proposes a conceptual solution for the smart production and processing of food products. Smart factories are the basis of the proposed concept. This proposed solution enables factories to produce and process food products to optimize production based on feedback from end users to reduce food losses. Reducing food losses would indirectly...
States of emergency that occur as a consequence of epidemic and pandemic spread of the disease (influenza, Covid-19) negatively affect all human activities. In states of emergency, various measures can be applied in order to reduce the potential risks to human health and life to a minimum. The most common measures refer to the interdiction on the w...
Upisom prve generacije 2002. godine, počelo je studiranje na studijskom programu Mehatronika na fakultetu tehničkih nauka u Novom Sadu (FTN). Uvođenjem ovog studijskog programa, FTN je postao prvi fakultet U Srbiji i regionu jugoistočne Evrope koji je studentima koji su izučavali gradivo iz oblasti Mehatronike i uspešno uradili sve predviđene obave...
Recent advances in industrial automation linked to the development and pervasive implementation of Industrial Internet of Things (IIoT) bring greater networking and communication possibilities, as well as higher volumes of available data about the systems and processes. Modern Supervisory Control and Data Acquisition (SCADA) systems follow these ad...
Considering the great importance of groundwater quality for water supply, in the last decade, significant scientific attention has been devoted to nitrate reduction transformation pathways and nitrogen conservation in groundwaters in the form of ammonium. To evaluate and assess the ability of machine learning models to predict the ammonium concentr...
Industry 4.0 is a paradigm that enhances industrial automation systems with the recent advances in the domain of the Internet of Things (IoT), gaining new possibilities and providing new services. Traditional industrial machines do not have IoT capabilities, and in order to integrate such a machine into Industry 4.0, there is a need for an intermed...
The application of didactic setups is one of the commonly used teaching methods at schools and universities nowadays. By using the didactic setups, students are introduced to real components and real processes that take place in the industry. However, the students often need to use the didactic setups outside of regular teaching activities and at t...
This paper describes the course Systems for Supervision and Process Visualization that is conducted at the undergraduate studies of Mechatronics at University of Novi Sad, the scope, tasks, labs and hands on activities. In addition, it presents the student evaluation of the course that provided valuable feedback for further improvements.
According to the LEAN philosophy, one of seven major losses incurred in the production process are errors in the quality. Any error in the products quality as a consequence has losses in the entire production process. Quick detection of the source of errors and causes of their occurrence are of vital importance for the management of production proc...
Food product traceability from harvesting, through food processing to the final food product and through the retailer to the end consumer is a significant process that has to ensure food quality and safety. The traceability enables the end consumer to get information from all previous stages of the food product, leading back to the food origin. In...
Dairy cows identification and monitoring on small cattle farms are usually based on the utilization of barcode technology. This kind of identification technology is unsuitable for dairy cows milking and feeding process automation. Radio Frequency Identification (RFID) technology is a better solution in this case. This paper describes the research a...
One of the most difficult and most important engineering tasks is the integration of a robot-manipulator into material handling, assembly, and production processes, offering the possibility of supervision and control. The knowledge and skills required for these kinds of tasks are purely mechatronic and, thus, multidisciplinary. This paper describes...
In home automation there is often a need for control of devices that have a built-in receiver for infrared communication with a remote controller. When trying to integrate such devices in a single control system, it is possible to substitute the remote controller with another infrared transmitter which automatically controls the device. This paper...
The collaborative design process supports the development of successful systems and products with a many participating engineers from a variety of disciplines. This kind of working environment lays stress on obtaining such multidisciplinary knowledge. Such efforts became an important element of capstone projects for students from different departme...
In home automation there is often a need for control of devices that have a built-in receiver for infrared communication with a remote controller. When trying to integrate such devices in a single control system, it is possible to substitute the remote controller with another infrared transmitter which automatically controls the device. This paper...
Food monitoring from its creation to its arrival to the consumer is a very important process, ensures food quality, consumers' health, and lowers expenses for each participant in the process. In the developed countries there are already systems for food monitoring through the entire logistics chain, i.e. food quality during transport, storage and s...