Reference Architectures and Standards for the Internet of Things and Big Data in Smart Manufacturing

Reference Architectures and Standards for the Internet of Things and Big Data in Smart Manufacturing

Please find here the abstract and URL of the paper presented at FiCloud 2019 7th International Conference on Future Internet of Things and Cloud (FiCloud).

Read Story
Popular Plugins in Figma

Popular Plugins in Figma

Hello friends, in my previous articles, I told you about the issues I found important about Figma. Now I want to talk about a few plug-ins that will make your job easier when using Figma. The community section in Figma is nice and actively used. People help each other by actively sharing what they do here.

Read Story
What is Long-Short Term Memory (LSTM) and How Does It Work?

What is Long-Short Term Memory (LSTM) and How Does It Work?

In general, LSTM is a recurrent neural network (RNN) architecture that operates on time-ordered incoming data. Before we start analyzing LSTM networks, it is useful to understand the recurrent neural network (RNN) and how LSTM differs from the classical RNN. In a feed-forward neural network, information travels only in the forward direction, whereas in an RNN, information rotates through a loop.

Read Story
GRAPH CHOICES FOR DATA VISUALIZATION AND PANDAS PROFILING

GRAPH CHOICES FOR DATA VISUALIZATION AND PANDAS PROFILING

Data visualization, which is gaining importance every day with the complexity of trillions of data generated non-stop in the Big Data world, produces understandable and accessible solutions to analyze data and draw meaningful conclusions from data. The world of data visualization is a large and effective data visualization platform that provides charts, maps, graphs and graphs to find trends, outliers, missing values and trends in data.

Read Story
How to Create an LSTM Model with Practical Explanation?

How to Create an LSTM Model with Practical Explanation?

In my previous article, I gave information about the architecture of the LSTM network and how it works. In this article, I will explain how to create an LSTM model in practice. In addition, in this article, I will explain which parameters, which optimization algorithms are used when implementing an LSTM network.

Read Story
A Workflow for Synthetic Data Generation and Predictive Maintenance for Vibration Data

A Workflow for Synthetic Data Generation and Predictive Maintenance for Vibration Data

Digital twins, virtual representations of real-life physical objects or processes, are becoming widely used in many different industrial sectors. One of the main uses of digital twins is predictive maintenance, and these technologies are being adapted to

Read Story
A Comparison of Deep Transfer Learning Methods on Bearing Fault Detection

A Comparison of Deep Transfer Learning Methods on Bearing Fault Detection

In rotating machinery, bearings are widely used as universal components. Bearings are placed in critical positions, therefore, in predictive maintenance, it is crucial to diagnose bearing faults accurately and in a timely manner. 

Read Story
Performance Analysis of Machine Learning Models for Object Recognition in Underwater Video Images

Performance Analysis of Machine Learning Models for Object Recognition in Underwater Video Images

In this study, our primary aim is to detect different formations, objects on the images taken from various underwater videos. For this purpose, machine learning models such as SVM, multi-layer ...

Read Story
A Smart Winter Service Platform and Route Planning Algorithm

A Smart Winter Service Platform and Route Planning Algorithm

Winter service operations are one of many responsibilities of local authorities essential for public safety. Consisting of snow removal and spreading de-icing material, operations require the assignment of significant resources in terms of vehicles and personnel. For that reason ...

Read Story
Progress gained within the scope of digitization of the manufacturing industry with INDUSTRY 4.0

Progress gained within the scope of digitization of the manufacturing industry with INDUSTRY 4.0

In this paper, the concept of Industry 4.0 has been defined by describing the process of making information technologies accessible and their intended use in the manufacturing sector.

Read Story