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Migration from Hybrid Memory Cube (HMC) to High-Bandwidth Memory (HBM)

Introduction:

Memory technology plays a vital role in providing effective data processing as the demand for high-performance computing keeps rising. The industry has recently seen a considerable migration from Hybrid Memory Cube (HMC) to High-Bandwidth Memory (HBM) because of HMB’s higher performance, durability, and scalability. This technical note talks about the causes behind the widespread adoption of HBM as well as the benefits it has over HMC.

HBM Overview:

HBM is a revolutionary memory technology that outperforms conventional memory technologies. HBM is a vertically stacked DRAM memory device interconnected to each other using through-silicon vias (TSVs). HBM DRAM die is further tightly connected to the host device using its distribution channels which are completely independent of one another. This architecture is used to achieve high-speed, low-power operation. HBM has a reduced form factor because it combines DRAM dies and logic dies in a single package, making it ideal for space-constrained applications. An interposer that is interconnected to the memory stacks, enables high-speed data transmission between memory and processor units. 

HMC Brief:

The Hybrid Memory Cube (HMC) comprises multiple stacked DRAM dies and a logic die, stacked together using through-silicon via (TSV) technology in a single-package 3D-stacked memory device. The HMC stack’s memory dies each include their memory banks as well as a logic die for memory access control. It was developed by Micron Technology and Samsung Electronics Co. Ltd. in 2011, and announced by Micron in September 2011.

When compared to traditional memory architectures such as DDR3, it enables faster data access and lower power consumption. Each memory in HMC is organized into a vault. Each vault in the logic die has a memory controller which manages memory operations. HMC is used in applications where speed, bandwidth, and sizes are more required. Micron discontinued the use of HMC in 2018 when it failed to become successful in the semiconductor industry.

Hybrid Memory Cube (HMC) and High-Bandwidth Memory (HBM) are two distinct memory technologies that have made significant contributions to high-performance computing. While both of these technologies aim to enhance memory bandwidth operation, there are many fundamental distinctions between HMC and HBM.

Power Consumption: HBM significantly has lower power consumption compared to HMC. HBM’s vertical stacking approach eliminates high-power consumption bus interfaces and reduces the distance for data transfer between DRAM dies, resulting in improved energy efficiency. This decreased power usage is especially beneficial in power-constrained environments like mobile devices or energy-efficient servers.

Memory Architecture: HMC uses a 3D-stacked memory device comprised of several DRAM dies and a logic die stacked together via through-silicon (TSV) technology. In addition to its memory banks, each memory die in the HMC stack contains a logic die for a memory access operation. HBM, on the other hand, is a 3D-stacked architecture that integrates base (logic) die and memory dies as well as a processor (GPU) on a single package that is coupled by TSVs to provide a tightly coupled high-speed processing unit. The memory management process is made easier by the shared memory space shared by the memory dies in an HBM stack.

Industry Adoption: When compared to HMC, HBM offers more memory density in a smaller physical footprint. HBM does this by vertically stacking memory dies on a single chip, resulting in increased memory capacity in a smaller form factor. HBM is well-suited for space-constrained applications such as graphics cards and mobile devices because of its density.

Memory Density: In comparison to HMC, HBM frequently utilizes less energy and power. The vertical stacking strategy used by HBM shortens the transfer of data distance and removes power-hungry bus connections, resulting in increased energy efficiency. This decreased power usage is especially beneficial in power-constrained contexts like mobile devices or energy-efficient servers.

Memory Bandwidth: Comparing HMC and HBM to conventional memory technologies, they both offer much better memory bandwidth. On the other hand, HBM often delivers higher bandwidth compared to HMC. By using a wider data channel and higher signaling rates, HBM accomplishes this, enabling faster data flow between the processor and the memory units.

In conclusion, HMC and HBM differ in terms of memory bandwidth, architecture, power consumption, density, and industry recognition. While HMC offers significantly better performance over conventional memory technologies, HBM has become the market leader due to its reduced form factor, higher performance, and efficiency, which has expedited the transition from HMC to HBM.

Advantages of HBM:

Power Consumption: HBM uses less energy and power for data transfer on the I/O interface than HMC, hence lowering energy efficiency. HBM improves energy efficiency by using vertical stacking technology to reduce data transfer distance and power-intensive bus interfaces.

Bandwidth: HBM provides excellent memory bandwidth, allowing the processor/controller to quickly access data to obtain greater speed. HBM has more memory channels and along with high-speed signaling than HMC, which allows for more bandwidth. This high bandwidth is critical for data-intensive applications such as AI, machine learning, and graphics.

Scalability: By enabling the connection of different memory stacks, HBM offers scalable memory configurations. Because of this flexibility, numerous memory and bandwidth options are available to meet the unique needs of various applications.

Density: With a reduced size, HBM’s vertical stacking technique makes greater memory densities possible. HBM memory is ideal for smaller devices such as mobile phones and graphics cards etc. Enhanced system performance is also made possible by higher memory density by lowering data access latency.

Signal Integrity: TSV-based interconnects in HBM provide superior signal integrity than wire-bonded techniques. The reduced data transmission failures and increased system dependability are both benefits of improved signal integrity.

Conclusion:

A significant development in memory technology is the change from HMC to HBM. The requirement for faster and more effective memory solutions has been spurred by the demand for high-performance computing, particularly in fields like AI, machine learning, and graphics. With its different benefits, HBM is broadly utilized in various ventures because of its high bandwidth, low power consumption, increased density, versatility, and improved signal integrity. HBM has become the standard option for high-performance memory needs, and its continuous development is expected to influence the direction of memory technologies in the market.

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Electronics

Wi-Fi Offloading: Boosting Connectivity, Saving Costs, and Easing Network Congestion

In an increasingly connected world, where our dependency on mobile devices and data use is rising, the demand for fast and dependable internet access is at an all-time high. But the study found that mobile networks frequently fail to keep up with increased demand, resulting in slower speeds, crowded networks, and disgruntled consumers.

To overcome this issue, WIFI offloading has emerged as a possible alternative. In this blog, we will look at the notion of WIFI offloading, its benefits, and how it works.

WIFI Offloading Understanding:

Wi-Fi offloading is the practice of using Wi-Fi hotspots to keep mobile devices connected. This can be done manually or by logging into a home or public Wi-Fi network. When a device moves from a cellular connection to Wi-Fi or small cell connectivity, such as when mobile traffic is offloaded to public hotspots.

WiFi offloading, or mobile data offloading, diverts cellular network traffic to WiFi networks, improving connectivity and reducing strain on mobile networks. This blog explores the benefits and mechanics of WiFi offloading.

Benefits of WiFi Offloading:

WiFi offloading offers several advantages.

  • It enhances connectivity by leveraging faster and more reliable WiFi networks, especially in areas with weak cellular signals.
  • It leads to cost savings by reducing mobile data consumption, as WiFi usage doesn’t count towards cellular data caps.
  • It reduces network congestion, improving overall network performance during peak usage. Finally, WiFi offloading can extend battery life on mobile devices, as transmitting data over WiFi is more energy-efficient.

How WiFi Offloading Works:

Mobile devices use network selection algorithms to determine the best connection when both cellular and WiFi options are available. Seamless handover ensures uninterrupted connectivity, as devices automatically switch from cellular to WiFi when a connection is available. Authentication protocols and security measures protect data while connected to WiFi networks.

If we speak in technical terms, WiFi offloading refers to a type of handover between a non-WiFi network and a WiFi network.

Mobile data offloading

Figure: 1. Mobile data offloading

Source: https://www.researchgate.net/figure/Description-of-Mobile-Data-Offloading_fig2_326030064

Let us look into Figure 1. This explains the offloading procedure, so assume that at time t, a mobile node (MN) seeks to initiate a data transfer session. While the cellular network is always presumed to be available, the WiFi network is only accessible when the MN is close enough to the WiFi coverage. The offloading technique employs a network selection algorithm based on Received Signal Strength (RSS).

Received Signal Strength: The Received Signal Strength (RSS) informs the receiver about the strength of the received signal, which represents the power of the signal at the receiving end.

Received Signal Strength (RSS) BLE Transmitter and Receiver

Source: https://pcng.medium.com/received-signal-strength-rss-8a306b12d520

Smartphone operating systems like Android, offer convenient access to the Received Signal Strength (RSS) value when the smartphone receives a Bluetooth Low Energy (BLE) packet. By utilizing the Android. Bluetooth SDK, we can retrieve this value through the RSSI variable.

The RSS values can provide valuable insights about the BLE transmitter. One practical application is estimating the distance between our smartphone and the BLE transmitter. We can collect the RSS values at various distances and employ curve-fitting methods to create a ranging model. Alternatively, a simple machine learning approach, such as linear regression, can be applied to learn the ranging model.

Conclusion:

WiFi offloading optimizes connectivity by diverting data traffic to WiFi networks. It offers benefits such as enhanced connectivity, cost savings, reduced network congestion, and improved battery life. As data demands increase, WiFi offloading proves valuable in providing seamless connectivity and addressing network limitations. WiFi offloading works by using network selection algorithms to determine the best connection and ensure seamless handover between cellular and WiFi networks. The Received Signal Strength (RSS) plays a crucial role in this process, providing information about the strength of the received signal.

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Computer Science Electronics

Augmented Reality (AR) vs. Virtual Reality (VR): The Future of Tech

Augmented Reality (AR)

Augmented Reality (AR) has developed as a transformational and compelling technology that blurs the boundaries between the digital and physical worlds in a world where technology is continually developing. The term “augmented reality” describes the creative blending of digital components with our physical surroundings to produce an immersive and interactive experience that improves our perception of reality. AR enhances our everyday experiences by superimposing computer-generated images, visuals, or information onto the real world we view and interact with, in contrast to Virtual Reality (VR), which immerses users in wholly computer-generated settings. Through the employment of advanced technology like computer vision, sensors, and potent processing powers, this fusion of digital and physical aspects is made possible.

Applications of Augmented Reality

AR keeps redefining how we interact with our environment and obtain information in this quickly developing industry. We can use it to interact with difficult concepts, learn about items before making a purchase, and even help with medical operations. With its impact on society, culture, and daily life projected to increase rapidly in the future years, augmented reality’s potential seems limitless.

The way we see and interact with the world will surely change as augmented reality (AR) technology develops and becomes more widely available, stimulating new spheres of creativity and improving our comprehension of the places we live in. Technology’s fascinating new frontier, augmented reality, has the potential to transform many facets of our lives and influence how people interact with computers in the future.

Applications of Augmented Reality

A wide range of useful and cutting-edge applications for augmented reality (AR) effortlessly incorporate virtual components into the actual environment. With Pokémon GO, players may hunt virtual creatures in their actual surroundings, AR delivers engaging experiences in the entertainment and gaming industries. With the help of AR, education may make hard subjects more approachable for pupils by offering dynamic and entertaining learning content, such as anatomy representations or historical reenactments. By enabling customers to visually try on clothes or picture furniture in their homes before making a purchase, augmented reality (AR) in retail improves the buying experience.

Additionally, as it can superimpose maps and current information on the user’s field of view, augmented reality (AR) has useful uses in navigation and wayfinding. AR streamlines operations and lowers errors in the industrial sector by providing personnel with step-by-step visual guidance during maintenance and repair tasks. Medical personnel’s accuracy and safety are improved through AR-assisted procedures and medical visualization. AR continues to spur innovation across industries due to its adaptability and promise to improve many parts of our lives, creating new opportunities for user experiences, productivity, and communication.

Virtual Reality (VR)

Innovative technology known as virtual reality (VR) immerses viewers in computer-generated settings for a realistic and engaging experience. The use of customized headsets or head-mounted displays (HMDs) transports people to interesting and surprisingly lifelike virtual worlds. Advanced tracking technologies are used in VR to precisely replicate the user’s movements and gestures so they can interact with the virtual environment. This technology has a wide range of uses, including immersive gaming, simulated training scenarios for many industries, educational simulations, and therapeutic uses. VR technology has the potential to alter entertainment, education, training, and many other industries as it develops and becomes more widely available. It does this by opening up a whole new world of experiences that push the limits of conventional computer and human connection.

Applications of Virtual Reality

VR takes people to dynamic, lifelike landscapes using cutting-edge headsets and motion-tracking technologies, sparking their imaginations and offering chances for exploration, education, and enjoyment. VR has a wide range of applications, from gaming and education to medicine and architecture, among others. VR hardware’s potential to change industries and improve human experiences is limitless as it develops and becomes more widely available. Virtual Reality is at the vanguard of a revolutionary era in computing and human-computer interaction thanks to its capacity to open up new vistas of possibilities and transform how people interact with technology.

Applications of Virtual Reality

Virtual reality (VR) offers a wide range of uses in a variety of sectors and professions. In the world of video games, virtual reality offers gamers completely immersive experiences that immerse them in fanciful settings where they can interact with fictional characters and environments. By allowing for interactive and engaging simulations, virtual reality (VR) in education and training revolutionizes learning by allowing students to engage in historical events, scientific ideas, and professional settings.

Healthcare uses VR for patient therapy, medical teaching, and pain management, while professionals in architecture and design use it to show off 3D models and provide virtual tours of structures. The entertainment sector is also enriched by VR thanks to the additional storytelling opportunities and virtual concerts it provides. Social VR platforms enable meaningful connections by bringing people together in common virtual worlds. Other applications include virtual tourism, real estate, engineering simulations, military training, retail experiences, and artistic creations. As VR technology continues to evolve, its impact will expand, transforming industries and redefining the way we experience and interact with the world.

Top Market Players in AR-VR and Top patent holders

Several well-known corporations with a global presence lead the AR and VR industry, including Google, Microsoft, LG, Samsung Electronics, Sony, Apple Inc., etc. Through both organic and inorganic growth tactics, such as product launches and innovations, partnerships, contracts, expansions, and acquisitions, these businesses have enhanced their market positions. The following graph displays the businesses with the greatest number of global patents in the AR/VR industry:

Top Market Players in AR-VR and Top patent holders

Apple (Vision Pro)

A ground-breaking spatial computer that seamlessly combines digital material with the real environment while enabling users to remain present and socially engaged has been presented by Apple as Apple Vision Pro.

Vision Pro develops an unlimited canvas for apps that expands beyond the limitations of a conventional display and adds a completely three-dimensional user interface that is managed by the most instinctive and natural inputs — a user’s eyes, hands, and voice — that are currently available. Vision Pro’s vision, the first spatial operating system in the world, enables users to engage with digital information in a way that makes it seem like it is actually in their area. The ground-breaking Vision Pro design includes a dual-chip dual-display ultra-high-resolution display system with 23 million pixels spread over two monitors.

Apple (Vision Pro)

The brand-new Apple Vision Pro App Store is open to users and contains thousands of popular iPhone and iPad applications that work smoothly and automatically with the new input method for Vision Pro. Apple’s developer community may go much further and produce entirely new app experiences as well as modify existing ones for spatial computing by harnessing the potent and distinctive capabilities of Vision Pro and visionOS. The visionOS three-dimensional interface gives digital content the appearance and experience of being physically present in the user’s surroundings. It helps the user understand scale and distance by casting shadows and dynamically responding to ambient light.

Apple Vision Pro presents a whole new input system that is managed by a person’s eyes, hands, and voice to enable user navigation and interaction with spatial information. Apps may be browsed through by merely looking at them, selecting with a tap, scrolling with a wrist flick, or speaking commands.

Microsoft HoloLens

Microsoft HoloLens is a cutting-edge mixed-reality gadget created by Microsoft. HoloLens provides an immersive computing experience by combining augmented reality and virtual reality. It is worn like a headset and allows users to interact with 3D holographic pictures while remaining linked to reality. The gadget integrates gesture and voice control, allowing for hands-free and easy virtual content navigation. HoloLens uses powerful sensors and cameras for spatial mapping, ensuring that virtual items are precisely integrated into the user’s environment.

This technology is used in a variety of areas, including education, healthcare, and entertainment, and allows for visualization, training, and collaboration. Microsoft offers a holographic development platform to developers, encouraging creativity and the creation of unique apps. The second-generation HoloLens improves on its predecessor with improved ergonomics and a broader field of view. Microsoft HoloLens is a big step forward in mixed reality technology, providing users with a seamless combination of digital and physical worlds and unleashing immense possibilities for future applications.

Microsoft HoloLens
Microsoft HoloLens

Microsoft HoloLens is a cutting-edge mixed-reality device that changes the way people interact with digital material. It combines the finest of augmented and virtual reality technology to provide a one-of-a-kind and immersive computing experience. Users may see and interact with holographic pictures that are perfectly blended into their real-world surroundings by wearing the headset.

This is made feasible through a network of sensors, cameras, and processors that work together to correctly map and interpret the physical environment. The technology enables easy and natural holographic interaction. Hand gestures and voice instructions can be used to handle and control virtual objects, allowing for hands-free and immersive engagement. This breakthrough offers up a slew of new opportunities in a variety of industries, making it a potent tool for education, design, training, remote cooperation, and entertainment

Microsoft’s dedication to cultivating a dynamic ecosystem resulted in the development of the HoloLens development platform. This platform enables developers to create their own mixed-reality apps, stimulating creativity and propelling the technology’s progress in a variety of sectors. Microsoft debuted HoloLens 2, the device’s second incarnation, in 2019. This version has substantial enhancements such as a more ergonomic design, a bigger field of view, and improved hand-tracking capabilities.

HoloLens 2 expands on its predecessor’s triumphs, fixing prior shortcomings and giving an even smoother and more exciting mixed reality experience. Microsoft HoloLens continues to push the frontiers of mixed reality with its innovative technology and transformational applications, defining the future of how we perceive, interact with, and integrate digital material into our lives.