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This document discusses the basic elements and types of letters. It begins by defining a letter and listing the basic elements which include the heading, salutation, body, closing, signature, and recipient's address. It then describes the general letter layout and style. The main types of letters covered are formal, business, demi-official, and informal letters. For each type, the document provides examples and discusses the appropriate layout and content. It concludes by providing some tips for writing effective letters such as having a clear purpose, using the proper format, focusing on the reader, and checking spelling and grammar.
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8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
Embedded machine learning-based road conditions and driving behavior monitoring
Car accident rates have increased in recent years, resulting in losses in human lives, properties, and other financial costs. An embedded machine learning-based system is developed to address this critical issue. The system can monitor road conditions, detect driving patterns, and identify aggressive driving behaviors. The system is based on neural networks trained on a comprehensive dataset of driving events, driving styles, and road conditions. The system effectively detects potential risks and helps mitigate the frequency and impact of accidents. The primary goal is to ensure the safety of drivers and vehicles. Collecting data involved gathering information on three key road events: normal street and normal drive, speed bumps, circular yellow speed bumps, and three aggressive driving actions: sudden start, sudden stop, and sudden entry. The gathered data is processed and analyzed using a machine learning system designed for limited power and memory devices. The developed system resulted in 91.9% accuracy, 93.6% precision, and 92% recall. The achieved inference time on an Arduino Nano 33 BLE Sense with a 32-bit CPU running at 64 MHz is 34 ms and requires 2.6 kB peak RAM and 139.9 kB program flash memory, making it suitable for resource-constrained embedded systems.
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODEL
As digital technology becomes more deeply embedded in power systems, protecting the communication
networks of Smart Grids (SG) has emerged as a critical concern. Distributed Network Protocol 3 (DNP3)
represents a multi-tiered application layer protocol extensively utilized in Supervisory Control and Data
Acquisition (SCADA)-based smart grids to facilitate real-time data gathering and control functionalities.
Robust Intrusion Detection Systems (IDS) are necessary for early threat detection and mitigation because
of the interconnection of these networks, which makes them vulnerable to a variety of cyberattacks. To
solve this issue, this paper develops a hybrid Deep Learning (DL) model specifically designed for intrusion
detection in smart grids. The proposed approach is a combination of the Convolutional Neural Network
(CNN) and the Long-Short-Term Memory algorithms (LSTM). We employed a recent intrusion detection
dataset (DNP3), which focuses on unauthorized commands and Denial of Service (DoS) cyberattacks, to
train and test our model. The results of our experiments show that our CNN-LSTM method is much better
at finding smart grid intrusions than other deep learning algorithms used for classification. In addition,
our proposed approach improves accuracy, precision, recall, and F1 score, achieving a high detection
accuracy rate of 99.50%.
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This document serves as a comprehensive step-by-step guide on how to effectively use PyCharm for remote debugging of the Windows Subsystem for Linux (WSL) on a local Windows machine. It meticulously outlines several critical steps in the process, starting with the crucial task of enabling permissions, followed by the installation and configuration of WSL.
The guide then proceeds to explain how to set up the SSH service within the WSL environment, an integral part of the process. Alongside this, it also provides detailed instructions on how to modify the inbound rules of the Windows firewall to facilitate the process, ensuring that there are no connectivity issues that could potentially hinder the debugging process.
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It also offers an in-depth guide on how to configure the WSL interpreter and files within the PyCharm environment. This is essential for ensuring that the debugging process is set up correctly and that the program can be run effectively within the WSL terminal.
Additionally, the document provides guidance on how to set up breakpoints for debugging, a fundamental aspect of the debugging process which allows the developer to stop the execution of their code at certain points and inspect their program at those stages.
Finally, the document concludes by providing a link to a reference blog. This blog offers additional information and guidance on configuring the remote Python interpreter in PyCharm, providing the reader with a well-rounded understanding of the process.
Hematology Analyzer Machine - Complete Blood Count
The CBC machine is a common diagnostic tool used by doctors to measure a patient's red blood cell count, white blood cell count and platelet count. The machine uses a small sample of the patient's blood, which is then placed into special tubes and analyzed. The results of the analysis are then displayed on a screen for the doctor to review. The CBC machine is an important tool for diagnosing various conditions, such as anemia, infection and leukemia. It can also help to monitor a patient's response to treatment.
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UNLOCKING HEALTHCARE 4.0: NAVIGATING CRITICAL SUCCESS FACTORS FOR EFFECTIVE I...
The Fourth Industrial Revolution is transforming industries, including healthcare, by integrating digital,
physical, and biological technologies. This study examines the integration of 4.0 technologies into
healthcare, identifying success factors and challenges through interviews with 70 stakeholders from 33
countries. Healthcare is evolving significantly, with varied objectives across nations aiming to improve
population health. The study explores stakeholders' perceptions on critical success factors, identifying
challenges such as insufficiently trained personnel, organizational silos, and structural barriers to data
exchange. Facilitators for integration include cost reduction initiatives and interoperability policies.
Technologies like IoT, Big Data, AI, Machine Learning, and robotics enhance diagnostics, treatment
precision, and real-time monitoring, reducing errors and optimizing resource utilization. Automation
improves employee satisfaction and patient care, while Blockchain and telemedicine drive cost reductions.
Successful integration requires skilled professionals and supportive policies, promising efficient resource
use, lower error rates, and accelerated processes, leading to optimized global healthcare outcomes.
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Presentation8
- 1. LETTER WRITTING SREELAKSHMI T Collage of engineering cherthala
- 2. What is letter..??? • “A written or printed communication directed to a person or organization”
- 3. BASIC ELEMTS OF A LETTER: • Heading • Salutation/greeting • Body • Closing • Signature • Address of the recipient
- 6. INFORMAL LETTERS • Written to those who close to us • They are usually chatty and informal
- 7. LAYOUT YOUR NAME AND ADDRESS NAME AND ADDRESS OF RECIVER SALUTATION 1’st paragraph 2’nd paragraph and 3’rd paragraph 4’th paragraph DATE PLACE GREEETING YOUR NAME AND SIGNTURE
- 9. FORMAL LETTERS • Correspond with people or organizations that are not familiar • Eg: Enquiries Request Complaints
- 10. LAYOUT YOUR NAME AND ADDRESS NAME AND ADDRESS OF RECIVER SALUTATION(sir and madam) 1’st paragraph 2’nd paragraph and 3’rd paragraph 4’th paragraph DATE PLACE YOUR NAME GREEETING AND SIGNTURE SUBJECT
- 12. BUSINESS LETTERS • A special class of formal letter • It is a letter deal strictly with a business matter • eg: a letter of congratulation from the principal to a student who has high marks
- 13. Types of business letter Order letters Sales letters Adjustm ent letters Inquiries letters Termina tion letters Resignati on letters
- 15. DEMI-OFFICIAL LETTERS • Used for correspondence within an organization • Official in purpose but addressed to a person by name Eg: letter to our prime minister
- 17. TIPS TO WRITE A GOOD LETTER • Have a clear purpose for the letter in mind • Choose the correct format and layout • Focus on the reader • Stay on the topic • Provide a return address where relevant • Use proper forms of address • Check spelling and grammar • Stay consistent to the chosen style • Use correct punctuation