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Real-Time Sentiment Analysis Pipeline for Yelp Customer Feedback Using ChatGPT's LLM and distributed systems

Real-Time Sentiment Analysis Pipeline for Yelp Customer Feed...

引用

Mobile computing and Sustainable Informatics (ICMCSI), international conference on

作者： S. Revathy J. Shahid S.Mohammad Salih Computer science and Engineering St.Joseph's Institute of Technology Chennai Tamil Nadu India

ISBN: (数字)9798331522667

ISBN: (纸本)9798331522674

this work proposes a real-time sentiment analysis pipeline on customer feedback using Yelp and addresses the high-volume dynamic user-generated contents processing problem. the proposal integrates state-of-the-art machine learning models and distributed systems, making use of Large Language Models within a Docker container called ChatGPT for the real-time sentiments analysis. the system ingests live Yelp data streams through TCP/IP, processes them in a scalable Apache Spark cluster, and ensures that data flows seamlessly through Apache Kafka. Enriched feedback is indexed into Elasticsearch, providing powerful analytics and visualizations through tools like Kibana, Tableau, and Power BI. the low-latency design of the pipeline gives enterprises actionable insights for real-time decision-making, enabling enhanced customer sentiment analysis and business intelligence. Scalable and efficient, this architecture fits all large volume Enterprise Feedback Management (EFM) needs when looking to achieve insights fast from customer sentiment.

关键词： Sentiment analysis Analytical models Scalability Pipelines Decision making Chatbots Real-time systems Business intelligence Low latency communication Streams

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Filtering of Radio Source Movement Parameters at Integrated Use of Passive Location Methods Data Based on sensor Network 6

Filtering of Radio Source Movement Parameters at Integrated ...

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6th ieee international conference on Actual Problems of Unmanned Aerial Vehicles Development, APUAVD 2021

作者： Tovkach, Igor O. Vasyliev, Volodymyr M. Zhuk, Serhii Ya. Neuimin, Oleksandr S. National Technical University of Ukraine Igor Sikorsky Kyiv Polytechnic Institute Department of Radio Engineering Devices and Systems Kyiv Ukraine

ISBN: (纸本)9781665438223

With the mathematical device of the extended Kalman filter the algorithms for estimating the parameters of RS motion with the integrated use of sensor network data obtained on the basis of Angle of Arrival, Received Signal Strength and Time Difference of Arrival measurements developed. the Monte-Carlo method was used to calculate the mathematical expectations and standard deviations of the RMS errors in the estimates of the received signal trajectory of the radiation source at separate and joint use of Angle of Arrival, Received Signal Strength and Time Difference of Arrival measurements. the results of statistical modeling demonstrates that integrated use of different data processing method allows reducing the RMS error of received signal location estimation by 3-4 times, compared with independent processing based on Angle of Arrival, Received Signal Strength, and Time Difference of Arrival measurements. © 2021 ieee.

关键词： Wireless sensor networks

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Comprehensive Strategy for Power Quality Improvement of Inverter Based distributed Generation systems 6th

Comprehensive Strategy for Power Quality Improvement of Inve...

引用

6th international conference on Emerging Research in computing, Information, Communication and Applications, ERCICA 2020

作者： Kulkarni, Shreeram V. Gatade, Shruti Samanvita, N. Gaonkar, D.N. Nitte Meenakshi Institute of Technology Bengaluru India National Institute of Technology Surathkal India

ISBN: (纸本)9789811613418

In the present scenario, the continuously increasing demand for electrical energy and the ardent scarcity of renewable energy sources leads to the need for the distributed generation (DG) systems. the DGs with nonlinear and unbalanced loads on the output lead to the power quality issues. One of the main causes of harmonic distortion is the nonlinear loads, which can be harmful in the presence of unbalanced and harmonic power supplies, i.e., power electronic converters. In this study, the inverter-based DG sources for power quality improvement is studied. the paper aims at evaluating the impact of non-linear loads and also aims at improving the power quality using proposed unified power quality conditioner (UPQC) in inverter based DGs. the studied system model is simulated in the MATLAB/SIMULINK environment, and the simulation result shows the better performance under the power quality disturbances. © 2022, the Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.

关键词： Power quality

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IoT Enhanced Dual Battery Pack Management System: Ensuring Safety and Continuous Power in Electric Vehicles

IoT Enhanced Dual Battery Pack Management System: Ensuring S...

引用

Mobile computing and Sustainable Informatics (ICMCSI), international conference on

作者： S. Sujith S. Dharsan N. Ramakrishnan T. Rajavenkatesan K.S. Rangasamy College of Technology Tiruchengode Department of Electronics Engineering (VLSIDT) K.S. Rangasamy College of Technology Tiruchengode

ISBN: (数字)9798331522667

ISBN: (纸本)9798331522674

this research work proposes an innovative Battery Management System (BMS) aimed at enhancing the safety and efficiency of electric vehicles (EVs). the BMS incorporates two battery packs: a primary pack that supplies power during operation and a secondary backup pack that activates when the primary pack is depleted. the system utilizes dual voltage sensors to continuously monitor the voltage levels of both battery packs, ensuring optimal power balance and performance. A temperature sensor is integrated to measure battery temperature, triggering a cooling fan when temperatures exceed a predefined limit, thereby mitigating the risk of overheating. Furthermore, a flame detection sensor is included to identify potential fire hazards, automatically shutting down the EV and sounding an alarm when fire is detected. Real-time data on voltage and temperature is displayed on an LCD screen, while IoT connectivity facilitates remote monitoring and management. this BMS not only aims to prolong battery life through effective management but also prioritizes user safety through proactive fire detection and thermal management.

关键词： Temperature sensors Temperature measurement Temperature distribution Battery management systems Electric vehicles thermal management sensor systems Batteries sensors Remote monitoring

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Network Operations Scheduling for distributed Quantum computing

Network Operations Scheduling for Distributed Quantum Comput...

引用

ieee international conference on Trust, Privacy and Security in Intelligent systems and Applications (TPS-ISA)

作者： Nitish K. Chandra Eneet Kaur Kaushik P. Seshadreesan Department of Informatics & Networked Systems School of Computing & Information University of Pittsburgh Pittsburgh PA USA Cisco Quantum Lab Los Angeles CA USA

ISBN: (数字)9798350386745

ISBN: (纸本)9798350386752

Realizing distributed architectures for quantum computing is crucial to scaling up computational power. A key component of such architectures is a scheduler that coordinates operations over a short-range quantum network required to enable the necessary non-local entangling gates between quantum processing units (QPUs). It is desirable to determine schedules of minimum make span, which in the case of networks with constrained resources hinges on their efficient usage. Here we compare and contrast two approaches to solving the make span minimization problem, an approach based on the resource constrained project scheduling (RCPSP) framework, and another based on a greedy heuristic algorithm. the workflow considered is as follows. Firstly, the computational circuit is partitioned and assigned to different QPUs such that the number of nonlocal entangling gates acting across partitions is minimized while the qubit load is nearly uniform on the individual QPUs, which can be accomplished using, e.g., the METIS solver. Secondly, the nonlocal entangling gate requirements with respect to the partitions are identified, and mapped to network operation sequences that deliver the necessary entanglement between the QPUs. Finally, the network operations are scheduled such that the make span is minimized. As illustrative examples, we analyze the implementation of a small instance of the Quantum Fourier Transform algorithm over instances of a simple hub and spoke (star) network architecture comprised of a quantum switch as the hub and QPUs as spokes, each with a finite qubit resource budget. In one instance, our results show the RCPSP approach outperforming the greedy heuristic. In another instance, we find the two performing equally well. Our results thus illustrate the effectiveness of the RCPSP framework, while also underlining the relevance and usefulness of greedy heuristics.

关键词： Schedules Processor scheduling Qubit Stars Computer architecture Switches Logic gates Scheduling Partitioning algorithms Security

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Multimedia Security Using Blockchain and IoT-Based distributed System

Multimedia Security Using Blockchain and IoT-Based Distribut...

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international conference on Contemporary computing and Informatics (IC3I)

作者： Shalini Dhar Ashish Khare Department of Electronics and Communication University of Allahabad Prayagraj India

this article explores how IoT device systems handle multimedia data and presents a secure multimedia framework utilizing blockchain technology. the proposed framework high- lights how blockchain ensures the safety and transparency of multimedia records, document access, and shipping processes between owners and customers. To address these challenges, we introduce a decentralized peer-to-peer multimedia file-sharing platform based on the Inter Planetary File System (IPFS) built on blockchain technology. Additionally, we propose a multimedia file block approval consensus mechanism. Recently, blockchain has been recognized as a potential technology to enforce critical security requirements in IoT devices. It offers protection for IoT networks that require sharing multimedia data, including applications in smart cities, retail, energy, security surveillance, and healthcare.

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Development of the Design of the sensor and the Elements of Software Data Processing of the Dynamic Indentation Device 6

Development of the Design of the Sensor and the Elements of ...

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6th international Scientific conference on Information, Control, and Communication Technologies, ICCT 2022

作者： Kolganov, Oleg Egorov, Roman Ilyinsky, Alexander Khoshev, Alexander Kinzhagulov, Igor Fedorov, Alexey Itmo University Faculty of Control Systems and Robotics ST Petersburg Russia

ISBN: (数字)9781665493673

ISBN: (纸本)9781665493673

In this paper, the question of the possibility of using the magnetic induction method with differential inclusion of inductors for recording the motion parameters of a striker during dynamic indentation is considered. A prototype of the primary transducer is presented. A computer model has been developed for recording the movement of the striker during the flight and the sinusoidal movement of the magnet inside the coil. Experimental testing and comparative analysis of the results of computer simulation and experimental testing have been carried out © 2022 ieee.

关键词： Data handling

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Enabling Self-Service OLAP on NoSQL Data Lakes

Enabling Self-Service OLAP on NoSQL Data Lakes

引用

international conference on Pattern Analysis and Intelligent systems (PAIS)

作者： Doulkifli Boukraa Hamza Sellamna Yacine Chidekh LaRIA Faculty of Exact Sc. & Computing University of Jijel Jijel Algeria University of Jijel Jijel Algeria Faculty of Exact Sc. & Computing University of Jijel Jijel Algeria

ISBN: (数字)9798350350265

ISBN: (纸本)9798350350272

Online analytical processing plays a crucial role in data analysis by providing a powerful framework for efficiently exploring and understanding multidimensional data. With the increasing complexity and volume of data in modern organisations, the main challenge is to build OLAP cubes from distributed heterogeneous sources while considering attribute and relationship overlapping across the sources and to let analysts create their cubes on-demand to maximise their usefulness. We propose a self-service, metadata-driven approach for designing and generating OLAP cubes from heterogeneous NoSQL sources composing a data lake. We illustrate our approach through a realistic scenario where the data is scattered and overlaps across different sources. We present a proof-of-concept application that implements our proposed approach. An assessment of our proposal is conducted to highlight the efficacy and usefulness of the generated cubes for analytical purposes.

关键词： Data analysis distributed databases Metadata Lakes Big Data applications Proposals Pattern analysis

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A micro grid information architecture with open source components 6

A micro grid information architecture with open source compo...

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6th international conference on Fog and Mobile Edge computing(FMEC)

作者： Smith, Andrew Cyrus Mkhize, Buhle Mahlobo, Boitumelo Isaac, Sherrin John CSIR Pretoria South Africa

ISBN: (纸本)9781665458702

Presented is an information system architecture based on open source platforms to support the successful management of a micro grid. the paper justifies the use of open source platforms in the micro grid context. Also given are the benefits of a micro grid as it relates to distributed energy generation and subsequently the need explained for an information system that keeps a record of all devices and their interconnections, while simultaneously providing access to instantaneous data along various points in the micro grid. three examples of services made possible by the architecture are given.

关键词： Digital twin internet of things micro grid distributed power source open source

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Design of the Photoelectric Detection Circuit for a Multichannel Nutrient sensor in Seawater

Design of the Photoelectric Detection Circuit for a Multicha...

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6th international conference on Intelligent computing and Signal Processing (ICSP)

作者： Jiahao Zou Ning Wu Shuwei Zhang Haikuan Ma Dongzhi Chu Shandong Provincial Key Laboratory of Ocean Environmental Monitoring Technology Qilu University of Technology (Shandong Academy of Sciences) Qingdao China

ISBN: (数字)9798350376548

ISBN: (纸本)9798350376555

Existing nutrient sensors have shortcomings, such as their long measurement cycles (more than 1 h), low sensitivity, and infeasibility for use in vertical profiling systems. To deal with these drawbacks, in the current work, we devised a photoelectric detection scheme for a multichannel nutrient sensor in seawater[1]. the multi-channel detection method is adopted, that is, 5 independent light source driving circuits and 5 independent photoelectric detection circuits work at the same time, so as to realize the multi-channel simultaneous measurement of nutrient salts. the optical signals with stable wavelength and power emitted by 5 LEDs are irradiated to the corresponding circulation pool respectively, and the output optical signals are transmitted to the detection function module in the pressure resistant cabin through the optical water tight connector. All of the photoelectric signals are sent to a high-precision A/D (Analog-to-Digital Converter) unit for synchronous collection after I/V (Current to voltage conversion) and filtering. the concentration of nutrient salt corresponding to the absorbance is then obtained using the Beer-Lambert law. the obtained results indicate that the sensor based on the proposed scheme can reach a detection frequency of 1 Hz. this sensor is superior to the traditional nutrient sensor in terms of its operation in vertical profiling systems, allowing for decreases in sensing time of as much as 90% when compared with traditional instruments. the greatest advantage of the proposed sensor scheme is that it can be broadly used in vertical profiling systems for deep-sea investigation and research.

关键词： Optical filters Integrated optics Salt Stimulated emission Circuits Nutrients sensor systems Optical sensors Optical signal processing Intelligent sensors

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