An operating system acts as an interface between the user and hardware. It executes processes, manages resources like the CPU and memory, and provides an environment for users to run programs conveniently and efficiently. There are different types of operating systems like batch, multiprogramming, multitasking, and time-sharing operating systems. A process is a program under execution represented by a process control block. The operating system performs process scheduling and uses algorithms like first come first serve, shortest job first, round robin, and priority scheduling. It also manages memory using techniques like paging, segmentation, and page replacement algorithms like first in first out.
The document discusses process management in operating systems. It covers control blocks, interrupts, process states, scheduling algorithms like FIFO, SJF, SRTF, Round Robin and priority scheduling. It also discusses queuing, multiprogramming vs time sharing and scheduling criteria like CPU utilization, throughput, turnaround time and waiting time. Scheduling can be long, medium or short term and algorithms include priority queues and multilevel feedback queues.
Embedded System,
Real Time Operating System Concept
Architecture of kernel
Task
Task States
Task scheduler
ISR
Semaphores
Mailbox
Message queues
Pipes
Events
Timers
Memory management
Introduction to Ucos II RTOS
Study of kernel structure of Ucos II
Synchronization in Ucos II
Inter-task communication in Ucos II
Memory management in Ucos II
Porting of RTOS.
Evolution, Strutcture and Operations.pptxssuser000e54
The document discusses the evolution of operating systems from serial processing in the 1940s-1950s to modern distributed systems. It covers early batch processing systems and the transition to time-sharing and parallel/distributed systems. It also summarizes key aspects of operating system structure like process management, memory management, storage management, and caching techniques.
In computing, scheduling is the action .nathansel1
In computing, scheduling is the action of assigning resources to perform tasks. The resources may be processors, network links or expansion cards. The tasks may be threads, processes or data flows. The scheduling activity is carried out by a process called scheduler.
Process management- This ppt contains all required information regarding oper...ApurvaLaddha
The document discusses processes and process management. It defines a process as an active program in execution. Processes fall into two categories - system processes started by the OS and user processes started by the user. Each process runs independently and has its own memory space. Process management allows controlling processes by starting, ending, and setting priorities. Processes pass through states like new, ready, running, wait, and termination. The OS performs operations on processes like creation, scheduling, execution, and deletion. Schedulers like long-term, short-term, and medium-term manage processes. A process control block tracks process information.
A process is the basic unit of execution in an operating system. It consists of a program in execution along with additional system resources and state. Key aspects of a process include its process control block (PCB) which stores process state and scheduling information, and the different states a process can be in such as running, ready, waiting, etc. Processes communicate and synchronize through interprocess communication which allows sharing data and coordinating work. The operating system performs process scheduling to allocate the CPU to processes and enable multitasking.
A process represents a program in execution. It progresses sequentially through different states from start to termination. A process has sections for stack, heap, text, and data in memory. Shortest Job First (SJF) scheduling allocates the CPU to the process with the shortest estimated run time remaining. It aims to minimize average waiting times but requires knowing future process durations. First Come First Served (FCFS) scheduling handles processes in the order they arrive without preemption, but is prone to the convoy effect where short jobs wait behind long ones.
The document discusses process management in operating systems. It covers control blocks, interrupts, process states, scheduling algorithms like FIFO, SJF, SRTF, Round Robin and priority scheduling. It also discusses queuing, multiprogramming vs time sharing and scheduling criteria like CPU utilization, throughput, turnaround time and waiting time. Scheduling can be long, medium or short term and algorithms include priority queues and multilevel feedback queues.
Embedded System,
Real Time Operating System Concept
Architecture of kernel
Task
Task States
Task scheduler
ISR
Semaphores
Mailbox
Message queues
Pipes
Events
Timers
Memory management
Introduction to Ucos II RTOS
Study of kernel structure of Ucos II
Synchronization in Ucos II
Inter-task communication in Ucos II
Memory management in Ucos II
Porting of RTOS.
Evolution, Strutcture and Operations.pptxssuser000e54
The document discusses the evolution of operating systems from serial processing in the 1940s-1950s to modern distributed systems. It covers early batch processing systems and the transition to time-sharing and parallel/distributed systems. It also summarizes key aspects of operating system structure like process management, memory management, storage management, and caching techniques.
In computing, scheduling is the action .nathansel1
In computing, scheduling is the action of assigning resources to perform tasks. The resources may be processors, network links or expansion cards. The tasks may be threads, processes or data flows. The scheduling activity is carried out by a process called scheduler.
Process management- This ppt contains all required information regarding oper...ApurvaLaddha
The document discusses processes and process management. It defines a process as an active program in execution. Processes fall into two categories - system processes started by the OS and user processes started by the user. Each process runs independently and has its own memory space. Process management allows controlling processes by starting, ending, and setting priorities. Processes pass through states like new, ready, running, wait, and termination. The OS performs operations on processes like creation, scheduling, execution, and deletion. Schedulers like long-term, short-term, and medium-term manage processes. A process control block tracks process information.
A process is the basic unit of execution in an operating system. It consists of a program in execution along with additional system resources and state. Key aspects of a process include its process control block (PCB) which stores process state and scheduling information, and the different states a process can be in such as running, ready, waiting, etc. Processes communicate and synchronize through interprocess communication which allows sharing data and coordinating work. The operating system performs process scheduling to allocate the CPU to processes and enable multitasking.
A process represents a program in execution. It progresses sequentially through different states from start to termination. A process has sections for stack, heap, text, and data in memory. Shortest Job First (SJF) scheduling allocates the CPU to the process with the shortest estimated run time remaining. It aims to minimize average waiting times but requires knowing future process durations. First Come First Served (FCFS) scheduling handles processes in the order they arrive without preemption, but is prone to the convoy effect where short jobs wait behind long ones.
The document discusses processes, process states, and process scheduling. It defines a process as a program in execution that contains the program counter, CPU registers, and other information. Processes go through various states like new, running, waiting, ready, and terminated. The OS tracks information about each process using a process control block (PCB). Process scheduling involves long-term, medium-term, and short-term scheduling to manage processes in memory and allocate CPU time. Context switching refers to saving and restoring a process's state when switching between processes. Inter-process communication allows processes to share resources and data. Threads are lightweight processes that can be used for parallelism and responsiveness.
opearating system notes mumbai university.pptxssuser3dfcef
This document provides information on real time operating systems and their key characteristics:
- A real time operating system (RTOS) ensures that critical processes receive the required system resources within strict time constraints. It prioritizes tasks based on their importance and timing needs.
- An RTOS has deterministic behavior to guarantee processes are completed on time. It aims to provide a response to external events within their deadline. This makes it suitable for applications like robotics and vehicle control systems that require timely processing.
- Key features of an RTOS include process prioritization, preemptive multitasking, small memory footprint, fast interrupt response, and deterministic scheduling algorithms.
The document discusses processes, CPU scheduling, and process synchronization. It covers:
- Process concepts including states like running, ready, waiting, and terminated.
- CPU scheduling algorithms like first come first serve, round robin, shortest job first, and priority scheduling. Scheduling objectives are maximizing CPU utilization and minimizing wait time.
- Process synchronization is needed when multiple processes access shared resources. The critical section problem arises when processes need exclusive access to a critical section of code. Solutions ensure mutual exclusion, progress, and bounded waiting.
This document discusses computer system architecture and operating system structures. It covers single and multiprocessor systems, including symmetric and asymmetric multiprocessing. It also discusses clustered systems, operating system operations like interrupts and dual mode, and system calls. Finally, it discusses user interfaces like command line and graphical user interfaces, and simple operating system structures.
The document provides an introduction to operating systems, including definitions, components, and roles. It discusses the four main components of a computer system, and the roles of an operating system from both the user and system viewpoints. It also summarizes the storage device hierarchy, including main memory and secondary storage. Finally, it outlines some key functions of operating systems, such as process management, memory management, storage management, file system management, mass storage management, I/O systems, and more.
The document discusses operating system interview questions and answers. It covers topics such as the definition of an operating system, basic functions of an OS, types of operating systems, kernel functions, process states, virtual memory, deadlocks, threads, synchronization, scheduling algorithms, and memory management. Some key points covered are that an OS acts as an intermediary between the user and hardware, the kernel provides basic services, processes can be in states like running, waiting, or ready, and virtual memory uses timesharing to simulate more memory than physically available.
This document discusses different types of mainframe systems, beginning with batch systems where users submit jobs offline and jobs are run sequentially in batches. It then describes multiprogrammed systems which allow multiple jobs to reside in memory simultaneously, improving CPU utilization. Finally, it covers time-sharing systems which enable interactive use by multiple users at once through very fast switching between programs, minimizing response time. The key difference between multiprogrammed and time-sharing systems is the prioritization of maximizing CPU usage versus minimizing response time respectively.
OPERATING SYSTEM BY DR .MUGABO MG MKAMAMugabo Mkama
The document discusses operating system concepts including process management, storage management, and I/O management. It describes key components of an operating system like the kernel, shell, and memory manager. It explains how the operating system allocates memory and storage, schedules processes using techniques like paging and swapping, and manages I/O. Process states like ready, running, waiting, and terminated are also defined.
This document provides an introduction to operating systems, including definitions, goals, and components. It describes different types of systems such as mainframe, time-sharing, desktop, parallel, distributed, and real-time systems. It also discusses processes, process scheduling, and interprocess communication.
An operating system manages computer hardware and provides an environment for application programs to run. It acts as an interface between the computer and user, providing graphical or command line interfaces. There are different types of operating systems like real-time, distributed, and embedded operating systems. Key components of an operating system include the kernel, which manages system resources, and processes, which the operating system schedules. Memory, storage, security, and input/output management are also important operating system functions. Popular operating systems include Linux, a free and open-source UNIX-like system, and Windows XP, designed by Microsoft.
An operating system (OS) is a fundamental software component that manages and controls computer hardware and provides a platform for running other software applications. It acts as an intermediary between the hardware and the user applications, ensuring that hardware resources are utilized efficiently and that users can interact with the computer in a user-friendly manner. Here are some of the key functions and components of an operating system:
Process Management: The OS manages processes, which are individual programs or tasks running on the computer. It allocates CPU time, memory, and other resources to these processes and ensures they run smoothly.
Memory Management: The OS controls the allocation and deallocation of memory resources, ensuring that each process gets the required amount of memory and that memory is efficiently used.
File System Management: It manages the storage and retrieval of data on storage devices, such as hard drives and solid-state drives. This includes file creation, deletion, and organization.
Device Management: The OS communicates with and manages hardware devices like keyboards, mice, printers, and network adapters. It provides drivers to enable these devices to work with the computer.
User Interface: The OS provides a user interface, which can be a command-line interface (CLI) or a graphical user interface (GUI), to enable users to interact with the computer and its applications.
Security and Access Control: Operating systems implement security mechanisms to protect data and resources. This includes user authentication, file permissions, and encryption.
Networking: The OS facilitates network communication, allowing computers to connect to the internet and interact with other devices on a network.
Error Handling: It monitors the system for errors and hardware failures and provides error messages or takes appropriate actions to prevent system crashes.
This document contains lecture notes on operating systems. It covers topics like the definition and goals of operating systems, system components, processes and process states, CPU scheduling algorithms, synchronization between processes, deadlocks, memory management, and virtual memory. The key points are:
- An operating system acts as an intermediary between the user and computer hardware to provide an environment for running programs and efficiently using computer resources.
- System components include process management, memory management, file management, I/O management, networking, and protection.
- CPU scheduling algorithms like FCFS, SJF, priority, round-robin, and multilevel queue aim to make efficient use of CPU time between processes.
The document discusses process management in operating systems. It covers topics like process concepts, process operations, CPU scheduling algorithms, threads, process synchronization, deadlocks, and inter-process communication. The session agenda includes process concepts, process operations and scheduling, CPU scheduling criteria and algorithms, multiple processor and real-time scheduling, threads overview and issues, process synchronization techniques, deadlock modeling, characteristics, prevention, detection and recovery.
This document provides an overview of the topics and slides covered in Unit 1 of the Operating Systems course. It includes:
1. An index listing the topics, corresponding lecture numbers, and slide numbers. Topics include an overview of operating systems, OS functions, protection and security, distributed systems, special purpose systems, OS structures and system calls, and OS generation.
2. Brief descriptions of what an operating system is, its goals, and definitions. It also describes basic computer system organization with CPUs, memory, and I/O devices.
3. An overview of operating system structures including multiprogramming, timesharing, multitasking, and virtual memory to enable efficient sharing of resources between processes.
OS | Functions of OS | Operations of OS | Operations of a process | Scheduling algorithms | FCFS scheduling | SJF scheduling | RR scheduling | Paging | File system implementation | Cryptography as a security tool
The document provides an overview of basic operating system concepts including:
1. The main goals of an OS are resource management, abstraction, and virtualization.
2. A system call allows programs to request OS services by initiating a mode switch from user to kernel mode.
3. Processes can be in various states like running, ready, blocked, and involve context switching between processes.
4. Memory management, processes/threads, scheduling, synchronization, and file I/O management are key OS functions.
This Tutorial will provide you information on working of operating system. Main topics are following and further sub-topics are discussed in detail.
1. Kernel Architecture.
2. Initialization of operating system.
3. Process of operating system.
4. Management in operating system.
5. File system.
6.Security in operating system.
7.Interface in operating System.
1. The document discusses different types of operating systems including batch, time-sharing, distributed, network, and real-time operating systems. It describes their key features and advantages and disadvantages.
2. Popular open source software like Android, Linux, Ubuntu, and Macintosh are also covered. Android is an open source mobile OS while Linux is a widely used open source desktop OS. Ubuntu and Macintosh also have their own features as open source and proprietary OS respectively.
3. The functions of an operating system including memory management, processor management, device management, file management, security and others are explained briefly. Memory management deals with allocation and deallocation of RAM while processor management schedules processes.
ACEP Magazine edition 4th launched on 05.06.2024Rahul
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.
Introduction- e - waste – definition - sources of e-waste– hazardous substances in e-waste - effects of e-waste on environment and human health- need for e-waste management– e-waste handling rules - waste minimization techniques for managing e-waste – recycling of e-waste - disposal treatment methods of e- waste – mechanism of extraction of precious metal from leaching solution-global Scenario of E-waste – E-waste in India- case studies.
The document discusses processes, process states, and process scheduling. It defines a process as a program in execution that contains the program counter, CPU registers, and other information. Processes go through various states like new, running, waiting, ready, and terminated. The OS tracks information about each process using a process control block (PCB). Process scheduling involves long-term, medium-term, and short-term scheduling to manage processes in memory and allocate CPU time. Context switching refers to saving and restoring a process's state when switching between processes. Inter-process communication allows processes to share resources and data. Threads are lightweight processes that can be used for parallelism and responsiveness.
opearating system notes mumbai university.pptxssuser3dfcef
This document provides information on real time operating systems and their key characteristics:
- A real time operating system (RTOS) ensures that critical processes receive the required system resources within strict time constraints. It prioritizes tasks based on their importance and timing needs.
- An RTOS has deterministic behavior to guarantee processes are completed on time. It aims to provide a response to external events within their deadline. This makes it suitable for applications like robotics and vehicle control systems that require timely processing.
- Key features of an RTOS include process prioritization, preemptive multitasking, small memory footprint, fast interrupt response, and deterministic scheduling algorithms.
The document discusses processes, CPU scheduling, and process synchronization. It covers:
- Process concepts including states like running, ready, waiting, and terminated.
- CPU scheduling algorithms like first come first serve, round robin, shortest job first, and priority scheduling. Scheduling objectives are maximizing CPU utilization and minimizing wait time.
- Process synchronization is needed when multiple processes access shared resources. The critical section problem arises when processes need exclusive access to a critical section of code. Solutions ensure mutual exclusion, progress, and bounded waiting.
This document discusses computer system architecture and operating system structures. It covers single and multiprocessor systems, including symmetric and asymmetric multiprocessing. It also discusses clustered systems, operating system operations like interrupts and dual mode, and system calls. Finally, it discusses user interfaces like command line and graphical user interfaces, and simple operating system structures.
The document provides an introduction to operating systems, including definitions, components, and roles. It discusses the four main components of a computer system, and the roles of an operating system from both the user and system viewpoints. It also summarizes the storage device hierarchy, including main memory and secondary storage. Finally, it outlines some key functions of operating systems, such as process management, memory management, storage management, file system management, mass storage management, I/O systems, and more.
The document discusses operating system interview questions and answers. It covers topics such as the definition of an operating system, basic functions of an OS, types of operating systems, kernel functions, process states, virtual memory, deadlocks, threads, synchronization, scheduling algorithms, and memory management. Some key points covered are that an OS acts as an intermediary between the user and hardware, the kernel provides basic services, processes can be in states like running, waiting, or ready, and virtual memory uses timesharing to simulate more memory than physically available.
This document discusses different types of mainframe systems, beginning with batch systems where users submit jobs offline and jobs are run sequentially in batches. It then describes multiprogrammed systems which allow multiple jobs to reside in memory simultaneously, improving CPU utilization. Finally, it covers time-sharing systems which enable interactive use by multiple users at once through very fast switching between programs, minimizing response time. The key difference between multiprogrammed and time-sharing systems is the prioritization of maximizing CPU usage versus minimizing response time respectively.
OPERATING SYSTEM BY DR .MUGABO MG MKAMAMugabo Mkama
The document discusses operating system concepts including process management, storage management, and I/O management. It describes key components of an operating system like the kernel, shell, and memory manager. It explains how the operating system allocates memory and storage, schedules processes using techniques like paging and swapping, and manages I/O. Process states like ready, running, waiting, and terminated are also defined.
This document provides an introduction to operating systems, including definitions, goals, and components. It describes different types of systems such as mainframe, time-sharing, desktop, parallel, distributed, and real-time systems. It also discusses processes, process scheduling, and interprocess communication.
An operating system manages computer hardware and provides an environment for application programs to run. It acts as an interface between the computer and user, providing graphical or command line interfaces. There are different types of operating systems like real-time, distributed, and embedded operating systems. Key components of an operating system include the kernel, which manages system resources, and processes, which the operating system schedules. Memory, storage, security, and input/output management are also important operating system functions. Popular operating systems include Linux, a free and open-source UNIX-like system, and Windows XP, designed by Microsoft.
An operating system (OS) is a fundamental software component that manages and controls computer hardware and provides a platform for running other software applications. It acts as an intermediary between the hardware and the user applications, ensuring that hardware resources are utilized efficiently and that users can interact with the computer in a user-friendly manner. Here are some of the key functions and components of an operating system:
Process Management: The OS manages processes, which are individual programs or tasks running on the computer. It allocates CPU time, memory, and other resources to these processes and ensures they run smoothly.
Memory Management: The OS controls the allocation and deallocation of memory resources, ensuring that each process gets the required amount of memory and that memory is efficiently used.
File System Management: It manages the storage and retrieval of data on storage devices, such as hard drives and solid-state drives. This includes file creation, deletion, and organization.
Device Management: The OS communicates with and manages hardware devices like keyboards, mice, printers, and network adapters. It provides drivers to enable these devices to work with the computer.
User Interface: The OS provides a user interface, which can be a command-line interface (CLI) or a graphical user interface (GUI), to enable users to interact with the computer and its applications.
Security and Access Control: Operating systems implement security mechanisms to protect data and resources. This includes user authentication, file permissions, and encryption.
Networking: The OS facilitates network communication, allowing computers to connect to the internet and interact with other devices on a network.
Error Handling: It monitors the system for errors and hardware failures and provides error messages or takes appropriate actions to prevent system crashes.
This document contains lecture notes on operating systems. It covers topics like the definition and goals of operating systems, system components, processes and process states, CPU scheduling algorithms, synchronization between processes, deadlocks, memory management, and virtual memory. The key points are:
- An operating system acts as an intermediary between the user and computer hardware to provide an environment for running programs and efficiently using computer resources.
- System components include process management, memory management, file management, I/O management, networking, and protection.
- CPU scheduling algorithms like FCFS, SJF, priority, round-robin, and multilevel queue aim to make efficient use of CPU time between processes.
The document discusses process management in operating systems. It covers topics like process concepts, process operations, CPU scheduling algorithms, threads, process synchronization, deadlocks, and inter-process communication. The session agenda includes process concepts, process operations and scheduling, CPU scheduling criteria and algorithms, multiple processor and real-time scheduling, threads overview and issues, process synchronization techniques, deadlock modeling, characteristics, prevention, detection and recovery.
This document provides an overview of the topics and slides covered in Unit 1 of the Operating Systems course. It includes:
1. An index listing the topics, corresponding lecture numbers, and slide numbers. Topics include an overview of operating systems, OS functions, protection and security, distributed systems, special purpose systems, OS structures and system calls, and OS generation.
2. Brief descriptions of what an operating system is, its goals, and definitions. It also describes basic computer system organization with CPUs, memory, and I/O devices.
3. An overview of operating system structures including multiprogramming, timesharing, multitasking, and virtual memory to enable efficient sharing of resources between processes.
OS | Functions of OS | Operations of OS | Operations of a process | Scheduling algorithms | FCFS scheduling | SJF scheduling | RR scheduling | Paging | File system implementation | Cryptography as a security tool
The document provides an overview of basic operating system concepts including:
1. The main goals of an OS are resource management, abstraction, and virtualization.
2. A system call allows programs to request OS services by initiating a mode switch from user to kernel mode.
3. Processes can be in various states like running, ready, blocked, and involve context switching between processes.
4. Memory management, processes/threads, scheduling, synchronization, and file I/O management are key OS functions.
This Tutorial will provide you information on working of operating system. Main topics are following and further sub-topics are discussed in detail.
1. Kernel Architecture.
2. Initialization of operating system.
3. Process of operating system.
4. Management in operating system.
5. File system.
6.Security in operating system.
7.Interface in operating System.
1. The document discusses different types of operating systems including batch, time-sharing, distributed, network, and real-time operating systems. It describes their key features and advantages and disadvantages.
2. Popular open source software like Android, Linux, Ubuntu, and Macintosh are also covered. Android is an open source mobile OS while Linux is a widely used open source desktop OS. Ubuntu and Macintosh also have their own features as open source and proprietary OS respectively.
3. The functions of an operating system including memory management, processor management, device management, file management, security and others are explained briefly. Memory management deals with allocation and deallocation of RAM while processor management schedules processes.
ACEP Magazine edition 4th launched on 05.06.2024Rahul
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.
Introduction- e - waste – definition - sources of e-waste– hazardous substances in e-waste - effects of e-waste on environment and human health- need for e-waste management– e-waste handling rules - waste minimization techniques for managing e-waste – recycling of e-waste - disposal treatment methods of e- waste – mechanism of extraction of precious metal from leaching solution-global Scenario of E-waste – E-waste in India- case studies.
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODELgerogepatton
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%.
Understanding Inductive Bias in Machine LearningSUTEJAS
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.
Comparative analysis between traditional aquaponics and reconstructed aquapon...bijceesjournal
The aquaponic system of planting is a method that does not require soil usage. It is a method that only needs water, fish, lava rocks (a substitute for soil), and plants. Aquaponic systems are sustainable and environmentally friendly. Its use not only helps to plant in small spaces but also helps reduce artificial chemical use and minimizes excess water use, as aquaponics consumes 90% less water than soil-based gardening. The study applied a descriptive and experimental design to assess and compare conventional and reconstructed aquaponic methods for reproducing tomatoes. The researchers created an observation checklist to determine the significant factors of the study. The study aims to determine the significant difference between traditional aquaponics and reconstructed aquaponics systems propagating tomatoes in terms of height, weight, girth, and number of fruits. The reconstructed aquaponics system’s higher growth yield results in a much more nourished crop than the traditional aquaponics system. It is superior in its number of fruits, height, weight, and girth measurement. Moreover, the reconstructed aquaponics system is proven to eliminate all the hindrances present in the traditional aquaponics system, which are overcrowding of fish, algae growth, pest problems, contaminated water, and dead fish.
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024Sinan KOZAK
Sinan from the Delivery Hero mobile infrastructure engineering team shares a deep dive into performance acceleration with Gradle build cache optimizations. Sinan shares their journey into solving complex build-cache problems that affect Gradle builds. By understanding the challenges and solutions found in our journey, we aim to demonstrate the possibilities for faster builds. The case study reveals how overlapping outputs and cache misconfigurations led to significant increases in build times, especially as the project scaled up with numerous modules using Paparazzi tests. The journey from diagnosing to defeating cache issues offers invaluable lessons on maintaining cache integrity without sacrificing functionality.
Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.
Advanced control scheme of doubly fed induction generator for wind turbine us...IJECEIAES
This paper describes a speed control device for generating electrical energy on an electricity network based on the doubly fed induction generator (DFIG) used for wind power conversion systems. At first, a double-fed induction generator model was constructed. A control law is formulated to govern the flow of energy between the stator of a DFIG and the energy network using three types of controllers: proportional integral (PI), sliding mode controller (SMC) and second order sliding mode controller (SOSMC). Their different results in terms of power reference tracking, reaction to unexpected speed fluctuations, sensitivity to perturbations, and resilience against machine parameter alterations are compared. MATLAB/Simulink was used to conduct the simulations for the preceding study. Multiple simulations have shown very satisfying results, and the investigations demonstrate the efficacy and power-enhancing capabilities of the suggested control system.
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECTjpsjournal1
The rivalry between prominent international actors for dominance over Central Asia's hydrocarbon
reserves and the ancient silk trade route, along with China's diplomatic endeavours in the area, has been
referred to as the "New Great Game." This research centres on the power struggle, considering
geopolitical, geostrategic, and geoeconomic variables. Topics including trade, political hegemony, oil
politics, and conventional and nontraditional security are all explored and explained by the researcher.
Using Mackinder's Heartland, Spykman Rimland, and Hegemonic Stability theories, examines China's role
in Central Asia. This study adheres to the empirical epistemological method and has taken care of
objectivity. This study analyze primary and secondary research documents critically to elaborate role of
china’s geo economic outreach in central Asian countries and its future prospect. China is thriving in trade,
pipeline politics, and winning states, according to this study, thanks to important instruments like the
Shanghai Cooperation Organisation and the Belt and Road Economic Initiative. According to this study,
China is seeing significant success in commerce, pipeline politics, and gaining influence on other
governments. This success may be attributed to the effective utilisation of key tools such as the Shanghai
Cooperation Organisation and the Belt and Road Economic Initiative.
1. Operating Systems
● An Operating System can be defined as an interface between user and hardware. It
is responsible for the execution of all the processes, Resource Allocation, CPU
management, File Management and many other tasks. The purpose of an operating
system is to provide an environment in which a user can execute programs in a
convenient and efficient manner.
● Types of Operating Systems :
1. Batch OS – A set of similar jobs are stored in the main memory for execution. A job gets
assigned to the CPU, only when the execution of the previous job completes.
2. Multiprogramming OS – The main memory consists of jobs waiting for CPU time. The
OS selects one of the processes and assigns it to the CPU. Whenever the executing
process needs to wait for any other operation (like I/O), the OS selects another process
from the job queue and assigns it to the CPU. This way, the CPU is never kept idle
and the user gets the flavor of getting multiple tasks done at once.
3. Multitasking OS – Multitasking OS combines the benefits of Multiprogramming OS
and CPU scheduling to perform quick switches between jobs. The switch is so quick
that the user can interact with each program as it runs.
4. Time Sharing OS – Time-sharing systems require interaction with the user to instruct
the OS to perform various tasks. The OS responds with an output. The instructions are
usually given through an input device like the keyboard.
5. Real Time OS – Real-Time OS are usually built for dedicated systems to accomplish a
specific set of tasks within deadlines.
● Process : A process is a program under execution. The value of the program counter
(PC) indicates the address of the next instruction of the process being executed.
Each process is represented by a Process Control Block (PCB).
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2. ● Process Scheduling:
1. Arrival Time – Time at which the process arrives in the ready queue.
2. Completion Time – Time at which process completes its execution.
3. Burst Time – Time required by a process for CPU execution.
4. Turn Around Time – Time Difference between completion time and arrival time.
Turn Around Time = Completion Time - Arrival Time
5. Waiting Time (WT) – Time Difference between turn around time and burst time.
Waiting Time = Turnaround Time - Burst Time
● Thread (Important) : A thread is a lightweight process and forms the basic unit of
CPU utilization. A process can perform more than one task at the same time by including
multiple threads.
● A thread has its own program counter, register set, and stack
● A thread shares resources with other threads of the same process: the code section,
the data section, files and signals.
Note : A new thread, or a child process of a given process, can be introduced by using
the fork() system call. A process with n fork() system call generates 2^n – 1 child
processes.
There are two types of threads:
● User threads (User threads are implemented by users)
● Kernel threads (Kernel threads are implemented by OS)
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3. ● Scheduling Algorithms :
1. First Come First Serve (FCFS) : Simplest scheduling algorithm that
schedules according to arrival times of processes.
2. Shortest Job First (SJF): Processes which have the shortest burst time are
scheduled first.
3. Shortest Remaining Time First (SRTF): It is a preemptive mode of SJF
algorithm in which jobs are scheduled according to the shortest remaining
time.
4. Round Robin (RR) Scheduling: Each process is assigned a fixed time, in a
cyclic way.
5. Priority Based scheduling (Non Preemptive): In this scheduling, processes
are scheduled according to their priorities, i.e., highest priority process is
scheduled first. If priorities of two processes match, then scheduling is
according to the arrival time.
6. Highest Response Ratio Next (HRRN): In this scheduling, processes with
the highest response ratio are scheduled. This algorithm avoids starvation.
Response Ratio = (Waiting Time + Burst time) / Burst time
7. Multilevel Queue Scheduling (MLQ): According to the priority of the
process, processes are placed in the different queues. Generally high priority
processes are placed in the top level queue. Only after completion of
processes from the top level queue, lower level queued processes are
scheduled.
8. Multilevel Feedback Queue (MLFQ) Scheduling: It allows the process to
move in between queues. The idea is to separate processes according to the
characteristics of their CPU bursts. If a process uses too much CPU time, it is
moved to a lower-priority queue.
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4. ● The Critical Section Problem:
1. Critical Section – The portion of the code in the program where shared variables
are accessed and/or updated.
2. Remainder Section – The remaining portion of the program excluding the Critical
Section.
3. Race around Condition – The final output of the code depends on the order in
which the variables are accessed. This is termed as the race around condition.
A solution for the critical section problem must satisfy the following three conditions:
1. Mutual Exclusion – If a process Pi is executing in its critical section, then no other
process is allowed to enter into the critical section.
2. Progress – If no process is executing in the critical section, then the decision of a
process to enter a critical section cannot be made by any other process that is
executing in its remainder section. The selection of the process cannot be postponed
indefinitely.
3. Bounded Waiting – There exists a bound on the number of times other processes
can enter into the critical section after a process has made a request to access the
critical section and before the request is granted.
● Synchronization Tools:
1. Semaphore : Semaphore is a protected variable or abstract data type that is
used to lock the resource being used. The value of the semaphore indicates the
status of a common resource.
There are two types of semaphores:
Binary semaphores (Binary semaphores take only 0 and 1 as value and are used
to implement mutual exclusion and synchronize concurrent processes.)
Counting semaphores (A counting semaphore is an integer variable whose value
can range over an unrestricted domain.)
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5. Mutex (A mutex provides mutual exclusion, either producer or consumer can
have the key (mutex) and proceed with their work. As long as the buffer is filled
by the producer, the consumer needs to wait, and vice versa.
At any point of time, only one thread can work with the entire buffer. The concept
can be generalized using semaphore.)
● Deadlocks (Important):
A situation where a set of processes are blocked because each process is holding a
resource and waiting for another resource acquired by some other process. Deadlock
can arise if following four conditions hold simultaneously (Necessary Conditions):
1. Mutual Exclusion – One or more than one resource is non-sharable (Only one
process can use at a time).
2. Hold and Wait – A process is holding at least one resource and waiting for
resources.
3. No Preemption – A resource cannot be taken from a process unless the process
releases the resource.
4. Circular Wait – A set of processes are waiting for each other in circular form.
● Methods for handling deadlock: There are three ways to handle deadlock
1. Deadlock prevention or avoidance : The idea is to not let the system into a
deadlock state.
2. Deadlock detection and recovery : Let deadlock occur, then do preemption to
handle it once occurred.
3. Ignore the problem all together : If deadlock is very rare, then let it happen and
reboot the system. This is the approach that both Windows and UNIX take.
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6. ● Banker's algorithm is used to avoid deadlock. It is one of the deadlock-avoidance
methods. It is named as Banker's algorithm on the banking system where a bank
never allocates available cash in such a manner that it can no longer satisfy the
requirements of all of its customers.
● Memory Management: These techniques allow the memory to be shared among
multiple processes.
● Overlays – The memory should contain only those instructions and data that are
required at a given time.
● Swapping – In multiprogramming, the instructions that have used the time slice are
swapped out from the memory.
● Techniques :
(a) Single Partition Allocation Schemes – The memory is divided into two parts. One
part is kept to be used by the OS and the other is kept to be used by the users.
(b) Multiple Partition Schemes –
1. Fixed Partition – The memory is divided into fixed size partitions.
2. Variable Partition – The memory is divided into variable sized partitions.
Note : Variable partition allocation schemes:
1. First Fit – The arriving process is allotted the first hole of memory in which it fits
completely.
2. Best Fit – The arriving process is allotted the hole of memory in which it fits the best
by leaving the minimum memory empty.
3. Worst Fit – The arriving process is allotted the hole of memory in which it leaves the
maximum gap.
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7. Note:
● Best fit does not necessarily give the best results for memory allocation.
● The cause of external fragmentation is the condition in Fixed partitioning and
Variable partitioning saying that the entire process should be allocated in a
contiguous memory location.Therefore Paging is used.
1. Paging – The physical memory is divided into equal sized frames. The main memory
is divided into fixed size pages. The size of a physical memory frame is equal to the
size of a virtual memory frame.
2. Segmentation – Segmentation is implemented to give users a view of memory. The
logical address space is a collection of segments. Segmentation can be implemented
with or without the use of paging.
● Page Fault:
A page fault is a type of interrupt, raised by the hardware when a running program accesses a
memory page that is mapped into the virtual address space, but not loaded in physical memory.
Page Replacement Algorithms (Important):
1. First In First Out (FIFO) –
This is the simplest page replacement algorithm. In this algorithm, the operating
system keeps track of all pages in the memory in a queue, the oldest page is in the
front of the queue. When a page needs to be replaced, the page in the front of the
queue is selected for removal.
For example, consider page reference string 1, 3, 0, 3, 5, 6 and 3 page slots. Initially,
all slots are empty, so when 1, 3, 0 come they are allocated to the empty slots —> 3
Page Faults. When 3 comes, it is already in memory so —> 0 Page Faults. Then 5
comes, it is not available in memory so it replaces the oldest page slot i.e 1. —> 1
Page Fault. Finally, 6 comes, it is also not available in memory so it replaces the
oldest page slot i.e 3 —> 1 Page Fault.
Belady’s anomaly:
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8. Belady’s anomaly proves that it is possible to have more page faults when increasing
the number of page frames while using the First in First Out (FIFO) page
replacement algorithm. For example, if we consider reference string ( 3 2 1 0
3 2 4 3 2 1 0 4 ) and 3 slots, we get 9 total page faults, but if we
increase slots to 4, we get 10 page faults.
2. Optimal Page replacement –
In this algorithm, pages are replaced which are not used for the longest duration of
time in the future.
Let us consider page reference string 7 0 1 2 0 3 0 4 2 3 0 3 2 and 4 page slots.
Initially, all slots are empty, so when 7 0 1 2 are allocated to the empty slots —> 4
Page faults. 0 is already there so —> 0 Page fault. When 3 came it will take the
place of 7 because it is not used for the longest duration of time in the future.—> 1
Page fault. 0 is already there so —> 0 Page fault. 4 will takes place of 1 —> 1 Page
Fault. Now for the further page reference string —> 0 Page fault because they are
already available in the memory.
Optimal page replacement is perfect, but not possible in practice as an operating
system cannot know future requests. The use of Optimal Page replacement is to set
up a benchmark so that other replacement algorithms can be analyzed against it.
3. Least Recently Used (LRU) –
In this algorithm, the page will be replaced with the one which is least recently used.
Let say the page reference string 7 0 1 2 0 3 0 4 2 3 0 3 2 . Initially, we had 4-page
slots empty. Initially, all slots are empty, so when 7 0 1 2 are allocated to the empty
slots —> 4 Page faults. 0 is already there so —> 0 Page fault. When 3 comes it will
take the place of 7 because it is least recently used —> 1 Page fault. 0 is already in
memory so —> 0 Page fault. 4 will take place of 1 —> 1 Page Fault. Now for the
further page reference string —> 0 Page fault because they are already available in
the memory.
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9. ● Disk Scheduling: Disk scheduling is done by operating systems to schedule I/O
requests arriving for disk. Disk scheduling is also known as I/O scheduling.
1. Seek Time: Seek time is the time taken to locate the disk arm to a specified track
where the data is to be read or written.
2. Rotational Latency: Rotational Latency is the time taken by the desired sector of
disk to rotate into a position so that it can access the read/write heads.
3. Transfer Time: Transfer time is the time to transfer the data. It depends on the
rotating speed of the disk and number of bytes to be transferred.
4. Disk Access Time: Seek Time + Rotational Latency + Transfer Time
5. Disk Response Time: Response Time is the average of time spent by a request
waiting to perform its I/O operation. Average Response time is the response time of
all requests.
● Disk Scheduling Algorithms (Important):
1. FCFS: FCFS is the simplest of all the Disk Scheduling Algorithms. In FCFS, the
requests are addressed in the order they arrive in the disk queue.
2. SSTF: In SSTF (Shortest Seek Time First), requests having the shortest seek time
are executed first. So, the seek time of every request is calculated in advance in a
queue and then they are scheduled according to their calculated seek time. As a
result, the request near the disk arm will get executed first.
3. SCAN: In SCAN algorithm the disk arm moves into a particular direction and
services the requests coming in its path and after reaching the end of the disk, it
reverses its direction and again services the request arriving in its path. So, this
algorithm works like an elevator and hence is also known as elevator algorithm.
4. CSCAN: In SCAN algorithm, the disk arm again scans the path that has been
scanned, after reversing its direction. So, it may be possible that too many requests
are waiting at the other end or there may be zero or few requests pending at the
scanned area.
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10. 5. LOOK: It is similar to the SCAN disk scheduling algorithm except for the difference
that the disk arm in spite of going to the end of the disk goes only to the last request
to be serviced in front of the head and then reverses its direction from there only.
Thus it prevents the extra delay which occurred due to unnecessary traversal to the
end of the disk.
6. CLOOK: As LOOK is similar to SCAN algorithm, CLOOK is similar to CSCAN disk
scheduling algorithm. In CLOOK, the disk arm in spite of going to the end goes only
to the last request to be serviced in front of the head and then from there goes to the
other end’s last request. Thus, it also prevents the extra delay which occurred due to
unnecessary traversal to the end of the disk.
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11. Key Terms
● Real-time system is used in the case when rigid-time requirements have been
placed on the operation of a processor. It contains well defined and fixed time
constraints.
● A monolithic kernel is a kernel which includes all operating system code in a
single executable image.
● Micro kernel: Microkernel is the kernel which runs minimal performance
affecting services for the operating system. In the microkernel operating system
all other operations are performed by the processor.
Macro Kernel: Macro Kernel is a combination of micro and monolithic kernel.
● Re-entrancy : It is a very useful memory saving technique that is used for
multi-programmed time sharing systems. It provides functionality that multiple
users can share a single copy of a program during the same period. It has two
key aspects:The program code cannot modify itself and the local data for each
user process must be stored separately.
● Demand paging specifies that if an area of memory is not currently being used,
it is swapped to disk to make room for an application's need.
● Virtual memory (Imp) is a very useful memory management technique which
enables processes to execute outside of memory. This technique is especially
used when an executing program cannot fit in the physical memory.
● RAID stands for Redundant Array of Independent Disks. It is used to store the
same data redundantly to improve the overall performance. There are 7 RAID
levels.
● Logical address space specifies the address that is generated by the CPU. On
the other hand, physical address space specifies the address that is seen by
the memory unit.
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12. ● Fragmentation is a phenomenon of memory wastage. It reduces the capacity
and performance because space is used inefficiently.
1. Internal fragmentation: It occurs when we deal with the systems that
have fixed size allocation units.
2. External fragmentation: It occurs when we deal with systems that have
variable-size allocation units.
● Spooling is a process in which data is temporarily gathered to be used and
executed by a device, program or the system. It is associated with printing. When
different applications send output to the printer at the same time, spooling keeps
these all jobs into a disk file and queues them accordingly to the printer.
● Starvation is Resource management problem. In this problem, a waiting process
does not get the resources it needs for a long time because the resources are
being allocated to other processes.
● Aging is a technique used to avoid starvation in the resource scheduling system.
● Advantages of multithreaded programming:
1. Enhance the responsiveness to the users.
2. Resource sharing within the process.
3. Economical
4. Completely utilize the multiprocessing architecture.
● Thrashing is a phenomenon in virtual memory schemes when the processor
spends most of its time in swapping pages, rather than executing instructions.
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