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The assessment of process mining techniques using real-life data is often compromised by the lack of ground truth knowledge, the presence of non-essential outliers in system behavior and recording errors in event logs. Using synthetically…

数据库 · 计算机科学 2025-01-27 Dominique Sommers , Natalia Sidorova , Boudewijn van Dongen

Graph-based patterns are extensively employed and favored by practitioners within industrial companies due to their capacity to represent the behavioral attributes and topological relationships among users, thereby offering enhanced…

Graph Signal Processing deals with the problem of analyzing and processing signals defined on graphs. In this paper, we introduce a novel filtering method for graph-based signals by employing ideas from topological data analysis. We begin…

信号处理 · 电气工程与系统科学 2024-08-27 Matias de Jong van Lier , Sebastián Elías Graiff Zurita , Shizuo Kaji

Power system communication networks enable operators to remotely monitor and control field equipment. The sophistication of these networks is also increasing as operators continue the trend towards digitization, which is beneficial in…

系统与控制 · 电气工程与系统科学 2024-10-15 Xavier Weiss , Lars Nordström , Patrik Hilber , Emre Süren

In the analysis of coordinated network attacks on electric power cyber-physical system (CPS), it is difficult to restore the complete attack path, and the intent of the attack cannot be identified automatically. A method is therefore…

密码学与安全 · 计算机科学 2020-04-06 Lei Wang , Zhaoyang Qu , Yang Li , Kewei Hu , Jian Sun , Kai Xue , Mingshi Cui

Accurate network topology information is critical for secure operation of smart power distribution systems. Line outages can change the operational topology of a distribution network. As a result, topology identification by detecting…

系统与控制 · 电气工程与系统科学 2024-12-20 Ananth Narayan Samudrala , Hadi Amini M. , Soummya Kar , Rick Blum

Consider a processor having access only to meta-data consisting of the timings of data packets and acknowledgment (ACK) packets from all nodes in a network. The meta-data report the source node of each packet, but not the destination nodes…

信号处理 · 电气工程与系统科学 2022-10-12 Wenbo Du , Tao Tan , Haijun Zhang , Xianbin Cao , Gang Yan , Osvaldo Simeone

Unveiling feeder topologies from data is of paramount importance to advance situational awareness and proper utilization of smart resources in power distribution grids. This tutorial summarizes, contrasts, and establishes useful links…

最优化与控制 · 数学 2023-05-01 Deepjyoti Deka , Vassilis Kekatos , Guido Cavraro

In this paper, we consider the naive applications of process mining in network traffic comprehension, traffic anomaly detection, and intrusion detection. We standardise the procedure of transforming packet data into an event log. We mine…

密码学与安全 · 计算机科学 2022-06-22 Yinzheng Zhong , Alexei Lisitsa

Process mining is a research field focused on the analysis of event data with the aim of extracting insights in processes. Applying process mining techniques on data from smart home environments has the potential to provide valuable…

统计方法学 · 统计学 2016-09-13 Niek Tax , Emin Alasgarov , Natalia Sidorova , Reinder Haakma

In recent years, topological data analysis has been utilized for a wide range of problems to deal with high dimensional noisy data. While text representations are often high dimensional and noisy, there are only a few work on the…

机器学习 · 计算机科学 2020-04-21 Shafie Gholizadeh , Armin Seyeditabari , Wlodek Zadrozny

We introduce a novel geometry-oriented methodology, based on the emerging tools of topological data analysis, into the change point detection framework. The key rationale is that change points are likely to be associated with changes in…

机器学习 · 统计学 2019-10-30 Umar Islambekov , Monisha Yuvaraj , Yulia R. Gel

Process mining is a set of techniques that are used by organizations to understand and improve their operational processes. The first essential step in designing any process reengineering procedure is to find process improvement…

人工智能 · 计算机科学 2022-08-30 Christian Kohlschmidt , Mahnaz Sadat Qafari , Wil M. P. van der Aalst

Fault cause identification in automated manufacturing lines is challenging due to the system's complexity, frequent reconfigurations, and the limited reusability of existing Failure Mode and Effects Analysis (FMEA) knowledge. Although FMEA…

信息检索 · 计算机科学 2025-10-20 Sho Okazaki , Kohei Kaminishi , Takuma Fujiu , Yusheng Wang , Jun Ota

In this paper, we use topological data analysis techniques to construct a suitable neural network classifier for the task of learning sensor signals of entire power plants according to their reference designation system. We use…

机器学习 · 计算机科学 2026-03-24 Luciano Melodia , Richard Lenz

This paper proposes a novel approach for detecting the topology of distribution networks based on the analysis of time series measurements. The time-based analysis approach draws on data from high-precision phasor measurement units (PMUs or…

系统与控制 · 计算机科学 2015-04-23 Guido Cavraro , Reza Arghandeh , Alexandra von Meier

With the development of technology, the chemical production process is becoming increasingly complex and large-scale, making fault detection particularly important. However, current detective methods struggle to address the complexities of…

机器学习 · 计算机科学 2024-08-13 Ming Lu , Zhen Gao , Ying Zou , Zuguo Chen , Pei Li

The goal of this paper is to establish the fundamental tools to analyze signals defined over a topological space, i.e. a set of points along with a set of neighborhood relations. This setup does not require the definition of a metric and…

信号处理 · 电气工程与系统科学 2020-10-28 Sergio Barbarossa , Stefania Sardellitti

Process mining is a new emerging research trend over the last decade which focuses on analyzing the processes using event log and data. The raising integration of information systems for the operation of business processes provides the…

软件工程 · 计算机科学 2019-09-16 B. Kamala

An industrial process includes many devices, variables, and sub-processes that are physically or electronically interconnected. These interconnections imply some level of correlation between different process variables. Since most of the…

系统与控制 · 电气工程与系统科学 2021-10-05 Amir Hossein Kargaran , Amir Neshastegaran , Iman Izadi , Ehsan Yazdian