Resistive RAMs are non-volatile RAMs and with the help of Nanomaterials we can make them faster in switching speed,smaller in size and store information in "Terabit" scale or more.In a nutshell "a revolution in the market of memory devices".
Complex Oxide Based Resistance RAM(RRAM)_Thesis Defense_2012Gurudatt Rao
PCMO is a p-type semiconducting while exhibiting para-magnetic insulator behavior at room temperature. In this work, PrxCa1-xMnO3(x=3) was investigated in the form of thin films to observe memristor characteristics for memristor behavior by forming MIM capacitors. Also, the of deposition parameters on film morphology and its correlation with overall device performance was ascertained.
you can watch this Presentation from
https://www.youtube.com/watch?v=1LO0QPSk-L4&feature=youtu.be
*Contents:
1-What is Memristor?
2-Basic Operation
3-Why Memristor?
4-Memristor Fabrication
5- Memristor Modeling & Emulating
6-Applications of Memristors in
a) Memories
b) Logic and FPGA
c) Neural Networks
d) Analog circuits
Resistive RAMs are non-volatile RAMs and with the help of Nanomaterials we can make them faster in switching speed,smaller in size and store information in "Terabit" scale or more.In a nutshell "a revolution in the market of memory devices".
Complex Oxide Based Resistance RAM(RRAM)_Thesis Defense_2012Gurudatt Rao
PCMO is a p-type semiconducting while exhibiting para-magnetic insulator behavior at room temperature. In this work, PrxCa1-xMnO3(x=3) was investigated in the form of thin films to observe memristor characteristics for memristor behavior by forming MIM capacitors. Also, the of deposition parameters on film morphology and its correlation with overall device performance was ascertained.
you can watch this Presentation from
https://www.youtube.com/watch?v=1LO0QPSk-L4&feature=youtu.be
*Contents:
1-What is Memristor?
2-Basic Operation
3-Why Memristor?
4-Memristor Fabrication
5- Memristor Modeling & Emulating
6-Applications of Memristors in
a) Memories
b) Logic and FPGA
c) Neural Networks
d) Analog circuits
Etching
In order to form a functional MEMS structure on a substrate, it is necessary to etch the thin films previously deposited and/or the substrate itself. In general, there are two classes of etching processes:
Wet etching where the material is dissolved when immersed in a chemical solution
Dry etching where the material is sputtered or dissolved using reactive ions or a vapour phase etchant
Memristors are basically a fourth class of electrical circuit, joining the resistor, the capacitor, and the inductor, that exhibit their unique properties primarily at the nanoscale. Theoretically, Memristors, a concatenation of “memory resistors”, are a type of passive circuit elements that maintain a relationship between the time integrals of current and voltage across
a two terminal element. Thus, a memristors resistance varies according to a devices memristance function, allowing, via tiny read charges, access to a “history” of applied voltage. The material implementation of memristive effects can be determined in part by the presence of hysteresis (an accelerating rate of change as an object moves from one state to another) which, like many other non-linear “anomalies” in contemporary circuit theory, turns out to be less an anomaly than a fundamental property of passive circuitry.
Etching
In order to form a functional MEMS structure on a substrate, it is necessary to etch the thin films previously deposited and/or the substrate itself. In general, there are two classes of etching processes:
Wet etching where the material is dissolved when immersed in a chemical solution
Dry etching where the material is sputtered or dissolved using reactive ions or a vapour phase etchant
Memristors are basically a fourth class of electrical circuit, joining the resistor, the capacitor, and the inductor, that exhibit their unique properties primarily at the nanoscale. Theoretically, Memristors, a concatenation of “memory resistors”, are a type of passive circuit elements that maintain a relationship between the time integrals of current and voltage across
a two terminal element. Thus, a memristors resistance varies according to a devices memristance function, allowing, via tiny read charges, access to a “history” of applied voltage. The material implementation of memristive effects can be determined in part by the presence of hysteresis (an accelerating rate of change as an object moves from one state to another) which, like many other non-linear “anomalies” in contemporary circuit theory, turns out to be less an anomaly than a fundamental property of passive circuitry.
STT MRAM for Artificial Intelligence ApplicationsDanny Sabour
The rise of artificial intelligence (AI) has been making a huge impact on our daily lives, especially in the fields of recommendation systems, image recognition, natural language processing, and autonomous driving. As the amount of input data, weight parameters and intermediate data in the machine learning process grows exponentially, memory becomes a critical bottleneck, which requires a high density, low power and high speed non-volatile memory (NVM) solution. Among emerging NVM technologies, spin-transfer torque magnetoresistive random access memory (STT-MRAM) based on perpendicular magnetic tunnel junctions (pMTJ) shows distinct advantages:
- High speed (comparable to DRAM and LLC), low standby power (vs eSRAM) and low active power deliver high tera operation per second (TOPS) per watt during the training and inference process.
- Practically unlimited endurance allows large amount of data to be intensively processed.
- High data retention allows weight parameters of neural network to be directly stored in NVM without extra power consumption (DRAM refreshing or SRAM leakage), especially for edge computing.
- Excellent scalability to advanced technology nodes (beyond 7 nm) allows ASIC design with high density (vs eSRAM) for specific AI applications.
for presenting students only:)
a clear concept and useful for 10 minute presentation.
images that helps you to discribe the slides.
have fun:) keep remember that this is basic concepts so i preffer it for MCA andCE students only. thank you.
Water scarcity is the lack of fresh water resources to meet the standard water demand. There are two type of water scarcity. One is physical. The other is economic water scarcity.
Explore the innovative world of trenchless pipe repair with our comprehensive guide, "The Benefits and Techniques of Trenchless Pipe Repair." This document delves into the modern methods of repairing underground pipes without the need for extensive excavation, highlighting the numerous advantages and the latest techniques used in the industry.
Learn about the cost savings, reduced environmental impact, and minimal disruption associated with trenchless technology. Discover detailed explanations of popular techniques such as pipe bursting, cured-in-place pipe (CIPP) lining, and directional drilling. Understand how these methods can be applied to various types of infrastructure, from residential plumbing to large-scale municipal systems.
Ideal for homeowners, contractors, engineers, and anyone interested in modern plumbing solutions, this guide provides valuable insights into why trenchless pipe repair is becoming the preferred choice for pipe rehabilitation. Stay informed about the latest advancements and best practices in the field.
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
About
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Technical Specifications
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
Key Features
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface
• Compatible with MAFI CCR system
• Copatiable with IDM8000 CCR
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
Application
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Gen AI Study Jams _ For the GDSC Leads in India.pdf
RRAM Status and Opportunities
1. Resistive RAM:
Technology Status and Future Opportunities
Deepak C. Sekar
Rambus Labs
2014 Memory Symposium @ the IEEE Santa Clara Valley Electron Devices Society