Earthquake monitering by abhishek mahajan
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This document discusses earthquake monitoring and early warning technology. It provides details on how earthquakes are measured with seismometers and describes the magnitude and intensity scales. Examples of large historical earthquakes in the US are listed. The document outlines how earthquake early warning systems work, with sensors detecting waves and alerting centers notifying people. It profiles various hardware components used in these systems, including seismic recorders, programmable automation controllers, touch screen PLCs, and SCADA software. Examples of applications like high speed railway warning systems and factory emergency controls are described.
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Speaker recognition is the process of automatically identifying or verifying who is speaking based on information within speech signals. There are two types: speaker identification identifies whose voice is speaking from a list of speakers, while speaker verification accepts or rejects a speaker's claimed identity. The speaker recognizer system extracts features like MFCCs from speech signals, creates speaker models during training, and then classifies unknown speech for identification or verification. Tests of a Bangla speaker recognition system achieved over 90% accuracy on average for identifying 5 different speakers.
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An embedded system is a computer system designed to perform dedicated functions within a larger mechanical or electrical system. It consists of a microprocessor or microcontroller and custom hardware designed to perform specific tasks. Embedded systems are found in many devices from kitchen appliances to spacecraft. They are designed to perform specific tasks, have very limited resources like memory, and must operate reliably and efficiently within power and timing constraints. Embedded systems are classified based on their functionality into stand-alone systems, real-time systems, networked appliances, and mobile devices. Programming languages for embedded systems include assembly language, C, C++, and Java.
Satellite communication by abhishek mahajan
Satellite communication uses satellites in orbit above the Earth to relay analog and digital signals between ground stations. There are about 750 communication satellites currently in orbit. Satellites can provide wide area coverage of the Earth's surface and transmission costs are independent of distance. Satellites are classified based on their orbit, with geostationary orbits providing constant coverage of one location on Earth. Active satellites amplify and retransmit signals, replacing earlier passive satellites that only reflected signals.
Robotics by abhishek mahajan
This document provides an overview of robots, including definitions, history, types, and applications. It defines a robot as a re-programmable automatic machine that can perform tasks like sweeping or removing mines. The terms "robot" and "robotics" were coined in the 1920s and 1940s respectively. Common robot types include mobile, autonomous, virtual, and remote-controlled robots. The document also discusses robot components, benefits like improved productivity, and examples of industrial and other applications.
Optical computing by abhishek mahajan
The document discusses optical computing, which uses optics and related technologies to improve computing. Optical computing is needed to meet increasing network speeds and bandwidth demands. It has advantages over electronic circuits like higher speeds, parallel processing, and lack of heat dissipation. Various types of optical computers exist like analog, optoelectronic, parallel digital, and neural computers. Optical computing works via photonic circuits and uses light beams and interference. While still being developed, it has applications in communication, VLSI technology, and as an expander to overcome limits of conventional computers.
Embedded system by abhishek mahajan
An embedded system is a computer system designed to perform dedicated functions within a larger mechanical or electrical system. It consists of a microprocessor or microcontroller and custom hardware designed to perform specific tasks. Embedded systems are found in many devices from kitchen appliances to spacecraft. They are designed to perform specific predefined tasks, operate with limited resources, and require real-time responses in some cases. Embedded systems are classified based on their functionality and performance requirements.
Wireless sensor network by abhishek mahajan
This document discusses wireless sensor networks. It describes how sensor networks are composed of densely deployed sensor nodes that can cooperatively monitor various environmental conditions. It outlines several applications of sensor networks including military surveillance, environmental monitoring, healthcare, home automation, and inventory management. It also examines factors that influence sensor network design such as fault tolerance, scalability, costs, and power consumption. Finally, it outlines the communication architecture of sensor networks including layers for applications, transport, network, data link, and physical.
Wireless communication by abhishek mmahajan
This document provides an overview of wireless communication technologies. It discusses why wireless communication is useful by allowing freedom from wires and global coverage. It defines wireless communication as transmitting voice and data using electromagnetic waves. It then covers typical frequency ranges used, how communication takes place, types of wireless communication including radio transmission and infrared waves. Current wireless systems like cellular, wireless LANs, and satellite systems are described along with Bluetooth, NFC, Wi-Fi and Li-Fi technologies.
Teleconferncing by abhishek mahajan
Teleconferencing allows groups in different locations to communicate simultaneously through audio and visual means. It can be conducted via phone, computer, or dedicated videoconferencing equipment. There are several types including audio-only, computer-based, and video-based conferencing. Teleconferencing has benefits like reducing travel costs, improving access to training and communication, and allowing for real-time interaction between dispersed groups. However, technical issues can sometimes disrupt teleconferences.
Remote sensing by abhishek mahajan
Remote sensing involves gathering data about objects beyond the immediate vicinity using sensors to detect electromagnetic radiation. A key principle is the photoelectric effect, where photons striking a light-sensitive detector plate emit electrons proportional to light intensity. Remote sensing has numerous applications including monitoring Earth resources from satellites, medical imaging, and military intelligence gathering. New types of images can be produced through computer processing of spectral data to classify features and materials.
Radar by abhishek mahajan
The document discusses the fundamental principles and components of marine radar systems. It describes how radar works by transmitting electromagnetic pulses that bounce off objects and return to the radar antenna. It outlines the key components of a radar system including the antenna, transmitter, receiver, display, and discusses factors that influence radar performance such as wavelength, frequency, pulse length, and environmental conditions.
Optical fibre by abhishek mahajan
Optical fibers transmit light between two ends and are used for fiber optic communication. They are made of glass or plastic and have a core surrounded by cladding that reflects light down the core using total internal reflection. Optical fibers have advantages over metal wires for communication including higher bandwidth, less signal loss over long distances, and immunity to electromagnetic interference. Common uses include telecommunications, local area networks, cable TV, and sensors.
Nanotechnology by abhishek mahajan
Nanotechnology involves manipulating matter at the atomic and molecular scale. It has many applications in fields like electronics, materials science, medicine, and more. Some key points:
- It allows engineering of functional systems at the nanometer scale (1-100 nm) which is around the size of atoms and molecules.
- Tools like atomic force microscopes and scanning tunneling microscopes enabled the study and engineering of matter at the nanoscale.
- Nanotechnology is used in areas like drug delivery, cancer treatment, stain-resistant and antibacterial fabrics, flexible electronics, solar cells, and more powerful computers.
- India has initiatives like the Nano Science and Technology Initiative and Nanoscience and Technology Mission
Microwave communication by abhishek mahajan
This document discusses microwave communication and digital microwave communication systems. It defines microwave frequencies as ranging from 300 MHz to 300 GHz, but focusing on 3 GHz to 30 GHz for communication. Digital microwave communication modulates a digital baseband signal onto an intermediate frequency or directly onto a microwave carrier frequency using techniques like PSK and QAM. It describes the evolution of microwave systems from analog to digital and small to large capacities. It also outlines different types of digital microwave stations and relay stations.
micro electro mechnical system
MEMS is a technology that combines mechanical and electrical components on a chip using microfabrication. MEMS devices range in size from 1-100 micrometers and are made through deposition, patterning, and etching processes. They can be used as sensors, actuators, and components in applications like automotive systems, biomedical devices, military technologies, and consumer electronics.
Internet telephony by abhishek mahajan
Internet telephony allows users to make voice calls over the Internet. It works by digitizing voice data and transmitting it as packets over the Internet using IP protocols. As technology has advanced, internet telephony has improved in voice quality and compression techniques. It provides a low-cost alternative to traditional telephone networks and enables communication between computer users in real-time.
Eletrocardiograph by abhishek mahajan
The document discusses the electrocardiograph (ECG), which records the electrical activity of the heart in a graphic form called an electrocardiogram. It describes the ECG's medical applications in checking heart rhythm, axis, and muscle state. The major components and operating principle are also discussed. Advantages include being noninvasive, inexpensive, and useful for detecting latent cardiac conditions. Disadvantages include sometimes being normal despite serious problems. The document outlines current design improvements and how ECGs help detect heart issues earlier.
Display technology by abhishek mahajan
Screenless display technology allows for displaying or transmitting information without using a screen or projector. It is divided into three main concepts: visual image, retinal direct, and synaptic interface. Visual image uses lasers to generate holographic images in mid-air. Retinal direct projects images directly onto the retina, eliminating the need for glasses. Synaptic interface creates a pathway between the brain and an external device to transmit visual information directly to the brain. Screenless display technology has applications in mobile technology, holograms, and could lead to displays in open air. It promises a cost-effective and brighter future for information technology.
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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.
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Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
A SYSTEMATIC RISK ASSESSMENT APPROACH FOR SECURING THE SMART IRRIGATION SYSTEMS
The smart irrigation system represents an innovative approach to optimize water usage in agricultural and landscaping practices. The integration of cutting-edge technologies, including sensors, actuators, and data analysis, empowers this system to provide accurate monitoring and control of irrigation processes by leveraging real-time environmental conditions. The main objective of a smart irrigation system is to optimize water efficiency, minimize expenses, and foster the adoption of sustainable water management methods. This paper conducts a systematic risk assessment by exploring the key components/assets and their functionalities in the smart irrigation system. The crucial role of sensors in gathering data on soil moisture, weather patterns, and plant well-being is emphasized in this system. These sensors enable intelligent decision-making in irrigation scheduling and water distribution, leading to enhanced water efficiency and sustainable water management practices. Actuators enable automated control of irrigation devices, ensuring precise and targeted water delivery to plants. Additionally, the paper addresses the potential threat and vulnerabilities associated with smart irrigation systems. It discusses limitations of the system, such as power constraints and computational capabilities, and calculates the potential security risks. The paper suggests possible risk treatment methods for effective secure system operation. In conclusion, the paper emphasizes the significant benefits of implementing smart irrigation systems, including improved water conservation, increased crop yield, and reduced environmental impact. Additionally, based on the security analysis conducted, the paper recommends the implementation of countermeasures and security approaches to address vulnerabilities and ensure the integrity and reliability of the system. By incorporating these measures, smart irrigation technology can revolutionize water management practices in agriculture, promoting sustainability, resource efficiency, and safeguarding against potential security threats.
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Understanding Inductive Bias in Machine Learning
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.
ACEP Magazine edition 4th launched on 05.06.2024
This document provides information about the third edition of the magazine "Sthapatya" published by the Association of Civil Engineers (Practicing) Aurangabad. It includes messages from current and past presidents of ACEP, memories and photos from past ACEP events, information on life time achievement awards given by ACEP, and a technical article on concrete maintenance, repairs and strengthening. The document highlights activities of ACEP and provides a technical educational article for members.
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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Earthquake monitering by abhishek mahajan
- 1. SHREEJEE INSTITUTE OF TECHNOLOGY AND MANAGEMENT Earthquake Monitoring • Guided :- Mr. Prakash Singh Panwar • By :- Krishna Rathor • EC BRANCH 1ST YEAR
- 2. Earthquakes Releases of Energy Create Seismic Waves Sliding of Earthquake Faults Measured with Seismometers Severity described by Magnitude and Intensity % g = Acceleration of a falling object due to gravity
- 3. Destruction from Earthquakes Collapsed Bridges Damaged Roads
- 4. Large Earthquakes in the US • 7.9 Hawaii April 3, 1868 • 7.8 in San Francisco April 18, 1906 • 6.4 in Long Beach April 10, 1933 • 9.2 Alaska Earthquake & Tsunami March 27, 1964 • 5.9 in Whittier Narrows October 1, 1987 • 7.3 near Landers June 28, 1992
- 5. Earthquake Early Warning Technology
- 6. Cont.… 1. Earthquake sends out waves 2. Sensors receive Earthquake Information 3. Data is transmitted to Earthquake Alert Center 4. Notifications are sent out
- 7. SAR-713: Seismic Recorder & Switch
- 8. Cont.… • Supports DHCP • NTP Time Synchronization • Stores Earthquake Time, Maximum Intensity and Tri-axial Acceleration • Supports up to 10 Simultaneous Modbus Connections • Modbus Function Codes: 1, 2, 3, 6, 16 • Frequency Response: 0 – 40Hz
- 9. EEW Network Structure • a EEW Server 1 Industrial HMI RS-485Modbus RTU DO alert NTP Server Router Hub Modbus TCP Industrial HMI EEW Server 2 Internet Intensity 4 -10 seconds Intensity 4 -12 seconds Intensity 4 -11 seconds Intensity 5 -5 seconds Intensity 3 -15 seconds Intensity 3 -17 seconds Intensity 5 -5 seconds
- 10. VP-25W8-EN Touch Screen PAC • a
- 11. VP-25W8-EN Touch Screen PAC • Programmable Automation Controller • Runs Multiple Programs • Programmable in .NET Languages like C#, C++, VB.NET • IEC-61131-3 Ladder Logic, Structured Text, Instruction List • Win-GRAF Development Software • Soft-GRAF Studio HMI Suite
- 13. WP-8848 WinCE.NET PAC • Programmable in .NET Languages like C#, C++, VB.NET • Programmable in IEC-61131-3 Ladder Logic, Structured Text, Instruction List • Win-GRAF Development Software • Soft-GRAF Studio HMI Suite • VCEP
- 14. Touch Screen PLC’s • 2.8, 3.5, 4.3” Versions • Come with Free Development Software and Demo Programs • Programmable in Ladder Logic and C Language • Supports Modbus Protocols • RS-485, Ethernet, RS-232 Ports
- 15. HMI Works HMI & PLC Development
- 16. SCADA Control & Monitoring Software • InduSoft • A powerful HMI SCADA software platform that provides supervisory control and data acquisition applications.
- 17. InduSoft • Data Logging • Data Collection • Reports • Display Information • Send Alerts • Magnitude • Intensity • Trend Graphing • Database Storage
- 18. High Speed Railway Warning System • a Full speed running Fake signalEarthquake Slow Down Control Center RS-485 GT-540-3GWA SMS Message Mobile Phone RS-485 GPRS GSM GT-540 GT-540-3GWA SAR-713
- 19. Building Earthquake Warning System • a Ethernet DB I/O LINK WinPAC Server
- 20. Factory Emergency Control Systems SST-2450 Wireless RF Solution SST-2450 WP-8448 SCADA HMI Database Database
- 21. Bridge Real-Time Control & Monitoring RF Wireless GPRS/GSM solution GPRS Internet SCADA G-4500P RS-485 Learn More…