2021.

This dataset contains detailed parameters and data of the integrated energy system and container Logistics system in a port.

A sample of the dataset available at IEEE data port [30].

the assumption of the constant

The single-port PSE controller market is experiencing robust growth, driven by the increasing adoption of Power over Ethernet (PoE) technology across various sectors. The market, estimated at $500 million in 2025, is projected to witness a Compound Annual Growth Rate (CAGR) of 15% between 2025 and 2033, reaching approximately $1.5 billion by 2033. This expansion is fueled by several key factors, including the proliferation of IoT devices requiring power and data transmission, the rising demand for high-bandwidth network infrastructure in commercial buildings and industrial settings, and the ongoing advancements in PoE standards like PoE++ and IEEE 802.3bt, which support higher power delivery. Key players like Skyworks, Linear Technology, Texas Instruments (TI), Analog Devices, and Maxim Integrated are actively shaping the market landscape through innovation and strategic partnerships. Growth is further bolstered by the increasing need for simplified network deployments and reduced cabling costs associated with PoE. However, challenges remain, including concerns about power efficiency, compatibility issues across different PoE standards, and the potential for security vulnerabilities in PoE-powered networks. Market segmentation is primarily driven by application (e.g., security cameras, access points, industrial automation) and geographic region, with North America and Europe currently holding significant market shares. Over the forecast period, the Asia-Pacific region is anticipated to show the most significant growth potential due to rapid infrastructure development and expanding IoT deployments. The market's future hinges on overcoming technical limitations, improving security protocols, and fostering greater interoperability among different vendor solutions.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

including electrified and hydrogen-powered container logistics

The dataset contains the processed snap shots from several news channels with commercial L bands and I bands that comes during the broadcasting of news and this dataset particularly focuses on the TV commercials and advertisements in L shped form. This dataset is useful for further analysis on this domain

The Indian Power over Ethernet (PoE) Interface Controller market is poised for significant growth, driven by the increasing adoption of IoT devices, smart city initiatives, and the expansion of industrial automation across various sectors. Between 2019 and 2024, the market likely experienced robust expansion, fueled by the early stages of digital transformation and infrastructure development. Assuming a conservative Compound Annual Growth Rate (CAGR) of 15% during this period, and a market size of approximately $50 million in 2024, we can project substantial growth in the coming years. This growth is expected to continue through 2029, driven by factors such as the government's push for digitalization, the increasing demand for high-bandwidth applications in sectors like manufacturing, healthcare, and transportation, and the rising need for reliable and efficient power delivery solutions for connected devices. The demand for energy-efficient solutions and the simplification of network infrastructure are also contributing to this market expansion. Looking ahead to 2029, the market is predicted to reach a considerably larger scale, potentially exceeding $150 million, based on sustained CAGR of 15%. However, challenges remain, including the need for standardized PoE protocols and the potential for security vulnerabilities in expanding IoT networks. Successful navigation of these hurdles will be crucial for sustained market growth. Furthermore, increasing competition among established and emerging players will intensify, driving innovation in technology and pricing strategies. The market segmentation, potentially categorized by PoE standard (IEEE 802.3af/at/bt), application (industrial automation, security, networking), and controller type (single-port, multi-port), will also influence market dynamics, creating opportunities for specialized players.

A summary of the related work.

Sample tweets after removing usernames and links.

Port scanning attack is popular method to map a remote network or identify operating systems and applications. It allows the attackers to discover and exploit the vulnerabilities in the network.

The parameter settings of five machine learning models.

The TextBlob performance on original data.

Models performance for SS2 using BoW.

Model accuracy performance comparison on SS2 with GloVe, CNN-LSTM, DNN and concatenated features.

Models performance for SS1 using TF-IDF.

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