S. Jakovlev, Mindaugas Jusis, Tomas Eglynas, M. Voznák, J. Továrek, P. Partila
{"title":"Application of a Mobile LoRaWAN System in a Container Terminal to Collect Sensory Data","authors":"S. Jakovlev, Mindaugas Jusis, Tomas Eglynas, M. Voznák, J. Továrek, P. Partila","doi":"10.1109/ICUMT54235.2021.9631683","DOIUrl":"https://doi.org/10.1109/ICUMT54235.2021.9631683","url":null,"abstract":"In this paper, we analyze the possibilities to apply LoRaWAN in a container terminal to collect sensory information. We detect the quality of the communication links from the moving entity in the port - namely the port diesel truck with the node placed on the roof. We tested the application complexity of the system device, measuring the strength of the signals (RSSI) throughout the terminal. The truck moved in specific patterns in the port area, thus we collected mean RSSI values which can be used in future research dedicated to making applicable solutions for this port. Research results indicate that LoRa can be efficient to be used in the harsh port environment.","PeriodicalId":336141,"journal":{"name":"2021 13th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128755971","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Aleksey Slepnev, E. Karelin, I. Luksha, R. Kirichek, Alina Zadorozhnyaya, Eugene Makarov
{"title":"Virtualization of Control Systems in IoT using Neural Networks","authors":"Aleksey Slepnev, E. Karelin, I. Luksha, R. Kirichek, Alina Zadorozhnyaya, Eugene Makarov","doi":"10.1109/ICUMT54235.2021.9631626","DOIUrl":"https://doi.org/10.1109/ICUMT54235.2021.9631626","url":null,"abstract":"In the last few years, there has been a huge leap in the development of the Internet and data transmission networks in general. The number of Internet of Things devices is increasing every year, and by 2030 their estimated number will reach 125 billion. In accordance with this, the issue of traffic optimization and the transition to a new network architecture is becoming more and more relevant. Here is a method for optimization industrial traffic using a software and hardware complex for aggregation and prediction of commands by a neural network in this paper. Training based on artificially simulated data shows the result of at least 90% of the predictions of the entire chain of commands from the server to the client.","PeriodicalId":336141,"journal":{"name":"2021 13th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134439181","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
A. Berezkin, Alina Zadorozhnyaya, D. Kukunin, D. Matveev, E. Kraeva
{"title":"Models and Methods for Decoding of Error-Correcting Codes based on a Neural Network","authors":"A. Berezkin, Alina Zadorozhnyaya, D. Kukunin, D. Matveev, E. Kraeva","doi":"10.1109/ICUMT54235.2021.9631588","DOIUrl":"https://doi.org/10.1109/ICUMT54235.2021.9631588","url":null,"abstract":"The modern stage of the development of telecommunication systems is characterized by the widespread development of wired and wireless data transmission networks. The growth in the number of users of such networks, the emergence of new multimedia services impose high demands on speed, reliability, and delay time in information processing. One of the most significant delays is associated with noise-immune coding and decoding of data. To reduce this factor, it is constantly necessary to solve the problems of improving existing and developing new methods of information processing.","PeriodicalId":336141,"journal":{"name":"2021 13th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)","volume":"51 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134619666","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Arnav Kumar, R. Joshi, M. Dutta, M. Jonák, Radim Burget
{"title":"Fruit-CNN: An Efficient Deep learning-based Fruit Classification and Quality Assessment for Precision Agriculture","authors":"Arnav Kumar, R. Joshi, M. Dutta, M. Jonák, Radim Burget","doi":"10.1109/ICUMT54235.2021.9631643","DOIUrl":"https://doi.org/10.1109/ICUMT54235.2021.9631643","url":null,"abstract":"Diseases of fruits and assessment of their quality are one of the key challenges in the farming sector and their automated recognition is very critical to save time and avoid financial loss. The process of manually looking at and identifying the fruit type in crops can be a cumbersome task, the time from which could be put to better use. In this paper, a novel deep learning-based architecture Fruit-CNN has been proposed to identify the type of fruit and their quality assessment of realworld images in multiple visual variations which achieves a test accuracy of 99.6%. The proposed architecture takes minimal time to train the large dataset and test fruit images in comparison with state-of-the-art deep learning models which proves its wide applicability in precision agriculture. More images belonging to various classes can also be trained with fewer parameters which result in fast training of models and less processing time.","PeriodicalId":336141,"journal":{"name":"2021 13th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130795845","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
A. E. Abejide, Carla Rodrigues, Sushma Pandey, Madhava Reddy Kota, M. Lima, A. Teixeira
{"title":"Analysis of signal extinction ratio and minimum mean launch power trade-off for type-A ONU 10G transmitter","authors":"A. E. Abejide, Carla Rodrigues, Sushma Pandey, Madhava Reddy Kota, M. Lima, A. Teixeira","doi":"10.1109/ICUMT54235.2021.9631584","DOIUrl":"https://doi.org/10.1109/ICUMT54235.2021.9631584","url":null,"abstract":"We have experimentally studied the static behaviour of an InP based generic and monolithic transmitter containing a distributed feedback laser (DFB), an electro-absorption modulator (EAM) and a semiconductor optical amplifier (SOA). The integrated device was further simulated to study the required length, driving condition and active components possible position within the transmitter to achieve the specification of type-A 10G optical network unit (ONU) transmitter as outlined in International Telecommunication Union Telecommunication (ITU-T) G.989.2, Amended-1. With this approach, we established the trade-off between minimum launch power (Pt) and signal extinction ratio (ER) with best combination of these two important parameters for improved transmitter behaviour. A type-A 10G-ONU with 3 dBm Pt and 8 dB ER improves over its counterpart with 9 dBm Pt and 4 dB ER respectively in our findings. The results obtained give further guidelines for optimizing the generation of 10 Gb/s signal, per wavelength in access networks.","PeriodicalId":336141,"journal":{"name":"2021 13th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)","volume":"99 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128787709","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Design and Development of FPGA-based Card for Data Acquisition and Processing for Use in Fiber Optics Perimeter Security Systems","authors":"Petr Dejdar, S. Valach, P. Munster","doi":"10.1109/ICUMT54235.2021.9631720","DOIUrl":"https://doi.org/10.1109/ICUMT54235.2021.9631720","url":null,"abstract":"The paper describes design and development of a multipurpose control card for control, management, data acquisition and processing for use in distributed fiber optical sensing systems. Both, design of the hardware platform and the implementation of the code for gate arrays are presented. In addition to the measurements on the test polygon, the system was also verified on a reference measurement. The evaluation consisted of measuring the signal while a person walk above a buried optical cable.","PeriodicalId":336141,"journal":{"name":"2021 13th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)","volume":"53 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123153360","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
D. Le, T. Dinh, V. Pham, R. Kirichek, Egor Filin, A. Shestakov
{"title":"A Combined Attack Scenario to Exploit the Join Procedure of LoRaWAN","authors":"D. Le, T. Dinh, V. Pham, R. Kirichek, Egor Filin, A. Shestakov","doi":"10.1109/ICUMT54235.2021.9631602","DOIUrl":"https://doi.org/10.1109/ICUMT54235.2021.9631602","url":null,"abstract":"In the LoRaWAN network, end devices must initiate the join operation by sending packets to the Network Server. This process contains several flaws that attackers can use to disrupt network functioning. We will study, analyze, and compare several techniques for exploiting vulnerabilities that are typically conducted during the join procedure in LoRaWAN. Additionally, we propose considering a possible attack scenario, which may occur when the attacker combines some attack techniques to exploit the join procedure.","PeriodicalId":336141,"journal":{"name":"2021 13th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)","volume":"60 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126352523","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Mobile Localization in Random NLOS Settings Using Improved Particle Filtering","authors":"Tan-Jan Ho, Meng-Hxien Wu, Wei-Chung Lin","doi":"10.1109/ICUMT54235.2021.9631716","DOIUrl":"https://doi.org/10.1109/ICUMT54235.2021.9631716","url":null,"abstract":"This paper presents a newly enhanced particle filtering method for locating an outdoor target using received range measurements contaminated with random non-line-of-sight (NLOS) errors. Owing to dense occurrences of large NLOS errors in urban areas, we incorporate a measurement limitation method into a particle filter (PF) as a robust PF (RPF) for mitigating adverse NLOS effects on received data. To enhance robust estimation, we next integrate the Huber M-estimation into a RPF as an improved RPF (IRPF). Simulations show that the proposed IRPF can robustly achieve satisfactory wireless positioning accuracy under various settings of random NLOS outliers.","PeriodicalId":336141,"journal":{"name":"2021 13th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122212998","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Kovtsur Maxim, Kistruga Anton, Mikhailova Anastasiya, Potemkin Pavel, Volkogonov Vladimir
{"title":"Research of wireless network traffic analysis using big data processing technology","authors":"Kovtsur Maxim, Kistruga Anton, Mikhailova Anastasiya, Potemkin Pavel, Volkogonov Vladimir","doi":"10.1109/ICUMT54235.2021.9631682","DOIUrl":"https://doi.org/10.1109/ICUMT54235.2021.9631682","url":null,"abstract":"The article presents an approach to analyzing wireless network traffic implemented using Python programming language tools, in particular the Pandas library. The main purpose of the work is to show the potential application of methods of the Pandas library for analyzing wireless network traffic, and to demonstrate possible optimization of WLAN traffic research applying big data technologies. To ensure the availability and fault tolerance of wireless networks, continuous monitoring is necessary, so the actual topic of this paper is to increase the performance of tracking anomalous events in traffic during its analysis. The main tool is the Python module stack, namely NumPy, Pandas, MatPlotLib and SciPy.","PeriodicalId":336141,"journal":{"name":"2021 13th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133563371","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"FGIC44 - Fully Controllable Immittance Converter: Chip Performance Evaluation","authors":"Jan Dvorak, D. Kubánek, J. Koton","doi":"10.1109/ICUMT54235.2021.9631676","DOIUrl":"https://doi.org/10.1109/ICUMT54235.2021.9631676","url":null,"abstract":"In signal processing and mainly frequency filter design the general immittance converter (GIC) is commonly seen as a circuit used to implement a synthetic inductor. As the fractional-order approach recently started to impact also the electrical engineering area, the idea of impedance conversion may be successfully broaden. In this paper we continue in our previous research achievements and present the performance and key parameters of the FGIC44 - the Fully controllable immittance converter that was designed at our workplace as custom integrated circuit using the $0.18 mumathrm{m}$ TSMC CMOS process. The experimentally determined properties of OTA amplifiers forming the core of the FGIC44 circuit are presented. The electronic controllability of the structure, its wide frequency range and also the possibility of compensation of parasitic internal conductances of the terminals are demonstrated.","PeriodicalId":336141,"journal":{"name":"2021 13th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134025048","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}