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The Longest Remaining Time First (LRTF) scheduling algorithm schedules the process with the longest remaining burst time first. It works by first scheduling the process with the earliest arrival time. Then, it schedules either the next arriving process or the current process depending on which has the longer remaining burst time. This continues until all processes have been executed. While simple to implement, LRTF can result in higher average waiting times and turnaround times compared to the Shortest Remaining Time First algorithm.
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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.
Literature Review Basics and Understanding Reference Management.pptx
Three-day training on academic research focuses on analytical tools at United Technical College, supported by the University Grant Commission, Nepal. 24-26 May 2024
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represents a multi-tiered application layer protocol extensively utilized in Supervisory Control and Data
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Robust Intrusion Detection Systems (IDS) are necessary for early threat detection and mitigation because
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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%.
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
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The Python for beginners. This is an advance computer language.
Python language is very important language at this time. we can easily understand this language by these notes.
Eric Nizeyimana's document 2006 from gicumbi to ttc nyamata handball play
this notes have been created
by Eric36 at nyamata ttc
after readings
pe book for y2sme .
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Climate change's impact on the planet forced the United Nations and governments to promote green energies and electric transportation. The deployments of photovoltaic (PV) and electric vehicle (EV) systems gained stronger momentum due to their numerous advantages over fossil fuel types. The advantages go beyond sustainability to reach financial support and stability. The work in this paper introduces the hybrid system between PV and EV to support industrial and commercial plants. This paper covers the theoretical framework of the proposed hybrid system including the required equation to complete the cost analysis when PV and EV are present. In addition, the proposed design diagram which sets the priorities and requirements of the system is presented. The proposed approach allows setup to advance their power stability, especially during power outages. The presented information supports researchers and plant owners to complete the necessary analysis while promoting the deployment of clean energy. The result of a case study that represents a dairy milk farmer supports the theoretical works and highlights its advanced benefits to existing plants. The short return on investment of the proposed approach supports the paper's novelty approach for the sustainable electrical system. In addition, the proposed system allows for an isolated power setup without the need for a transmission line which enhances the safety of the electrical network
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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.
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.
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LRTF.pptx
- 1. Longest Remaining Time First Scheduling Algorithm (LRTF)
- 2. Introduction Longest Remaining Time First is a preemptive scheduling algorithm. It is the converse of Shortest Remaining Time First (SRTF) scheduling algorithm . In this algorithm those processes schedules first which have the longest burst time according to others.
- 3. Working procedure • Step-1: Choose the process having least arrival time and schedule it until next process’s arrives starts. • Step-2: First check if the burst time of the next process is greater then the first one then schedule the next process otherwise schedule the first one. • Step-3: Repeat the above both steps until execute all the processes.
- 4. Example Consider the following example: Process Arrival-time (AT) Burst-time(BT) P1 0 7 P2 1 3 P3 3 4
- 5. Gantt chart: Summary: Average waiting time = 7.33. Average Turnaround time = 11.6 Process AT BT CT TAT WT P1 0 7 12 12 5 P2 1 3 13 12 9 P3 3 4 14 11 8
- 6. Explanation: • At the 0th unit of the CPU, there is only one process that is P1, so P1 gets executed for the 1 time unit. • At the 1st unit of the CPU, Process P2 arrives. Now, the P1 needs 6 more units more to be executed, and the P2 needs only 3 units. So, P1 is executed first by preempting P2. • At the 3rd unit of time, the process P3 arrives, and the burst time of P3 is 4 units which is more than the P2 but equal to P1 so P1 executes first. • Now at time unit 4 the burst time of P3 is 4 units that means it longest so P3 got executed. • At time unit 5 all the process need 3 unit for completion but P1 arrives first So again, P1 is sent for execution, then P2 and then P3 and so on the whole process continues until all process got executed.
- 7. Advantages • LRTF algorithm is simple and easy to implement. • Almost all the processes complete by the time the longest job reaches its completion. • Starvation-free as all processes get fair share of CPU.
- 8. Disadvantages • The context switch consumes CPU’s valuable time which can be utilized for executing processes. • Smaller processes need to wait for CPU to finish larger burst size processes. • The average waiting time and average turn-around time are much high even with much less burst time of each process.
- 9. Comparison with SRTF scheduler: Gantt charts: LRTF: SRTF:
- 11. CONTINUES… LRTF: Average waiting time = 7.33. Average Turnaround time = 11.6. SRTF: Average waiting time = 2.66. Average Turnaround time = 7.33.