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    What is a high-speed converter

     

    As the gateway between the "real world" analog domain and the digital world composed of 1s and 0s, data converters are one of the key elements in modern signal processing. In the past 30 years, a large number of innovative technologies have emerged in the field of data conversion. These technologies have not only boosted performance improvements and architectural advancements in various fields, from medical imaging to cellular communications, to consumer audio and video, but also played a role in the realization of new applications. Important role.
       The continuous expansion of broadband communications and high-performance imaging applications highlights the special importance of high-speed data conversion: The converter must be able to handle signals with a bandwidth ranging from 10 MHz to 1 GHz. People achieve these higher speeds through a variety of converter architectures, each with its own advantages. Switching back and forth between the analog and digital domains at high speeds also poses some special challenges to signal integrity—not only analog signals, but also clock and data signals. Understanding these issues is not only important for component selection, but also affects the overall system architecture choice.

    1. Faster
      In many technical fields, we are accustomed to associating technological progress with higher speeds: From Ethernet to wireless local area networks to cellular mobile networks, the essence of data communication is to continuously increase the data transmission rate. Through advances in clock rates, microprocessors, digital signal processors, and FPGAs have developed rapidly. These devices mainly benefit from the shrinking size of the etching process, resulting in faster switching speeds, smaller size (and lower power consumption) transistors. These advancements have created an environment where processing power and data bandwidth have grown exponentially. These powerful digital engines have brought the same exponential growth in signal and data processing requirements: from static images to video, to bandwidth and spectrum, whether wired or wireless. A processor running at a clock rate of 100 MHz may be able to effectively process signals with a bandwidth of 1 MHz to 10 MHz: a processor running at a clock rate of several GHz can process signals with a bandwidth of hundreds of MHz.
    Naturally, stronger processing power and higher processing rate will lead to faster data conversion: wideband signals expand their bandwidth (often reaching the limits of the spectrum set by physical or regulatory agencies), and imaging systems seek to increase the processing capacity of pixels per second To process higher resolution images faster. The system architecture has been innovated to take advantage of this extremely high processing performance, and there has also been a trend of parallel processing, which may mean the need for multi-channel data converters.
       Another important change in the architecture is the trend toward multi-carrier/multi-channel, and even software-defined systems. Traditional analog-intensive systems complete a lot of signal conditioning work (filtering, amplification, frequency conversion) in the analog domain; after adequate preparation, the signal is digitized. An example is FM broadcasting: the channel width of a given station is usually 200 kHz, and the FM band ranges from 88 MHz to 108 MHz. The traditional receiver converts the frequency of the target station into an intermediate frequency of 10.7 MHz, filters out all other channels, and amplifies the signal to the best demodulation amplitude. The multi-carrier architecture digitizes the entire 20 MHz FM frequency band and uses digital processing technology to select and restore target stations. Although the multi-carrier scheme requires a much more complicated circuit, it has great system advantages: the system can recover multiple stations at the same time, including sideband stations. If properly designed, multi-carrier systems can even be reconfigured through software to support new standards (for example, new high-definition radio stations allocated in radio sidebands). The ultimate goal of this approach is to use a broadband digitizer that can accommodate all frequency bands and a powerful processor that can recover any signal: this is the so-called software-defined radio. There are equivalent architectures in other fields-software-defined instrumentation, software-defined camera, etc. We can think of these as virtualized signal processing equivalents. What makes flexible architectures like this possible is powerful digital processing technology and high-speed, high-performance data conversion technology.
     

    2. Bandwidth and dynamic range
       Whether it is analog or digital signal processing, its basic dimensions are bandwidth and dynamic range-these two factors determine the amount of information that the system can actually process. In the field of communication, Claude Shannon's theory uses these two dimensions to describe the basic theoretical limits of the amount of information that a communication channel can carry, but its principles are applicable to many fields. For imaging systems, the bandwidth determines the number of pixels that can be processed at a given time, and the dynamic range determines the intensity or color range between the darkest perceptible light source and the saturation point of the pixel.

    The usable bandwidth of the data converter has a basic theoretical limit set by the Nyquist sampling theory-in order to represent or process a signal with a bandwidth of F, we need to use a data converter with an operating sampling rate of at least 2 F (please note , This rule applies to any sampling data system-both analog and digital). For actual systems, a certain amount of oversampling can greatly simplify system design, so a more typical value is 2.5 to 3 times the signal bandwidth. As mentioned earlier, increasing processing power can improve the system's ability to handle higher bandwidths, and systems such as cellular phones, cable systems, wired and wireless local area networks, image processing, and instrumentation are all moving towards higher bandwidth systems. This continuous increase in bandwidth requirements requires data converters with higher sampling rates.
       If the bandwidth dimension is intuitive and easy to understand, then the dynamic range dimension may be slightly obscure. In signal processing, the dynamic range represents the distribution range between the largest signal that the system can handle without saturation or clipping and the smallest signal that the system can effectively capture. We can consider two types of dynamic range: the configurable dynamic range can be achieved by placing a programmable gain amplifier (PGA) before the low-resolution analog-to-digital converter (ADC) (assuming that for a 12-bit configurable dynamic range, in a Place a 4-bit PGA before the 8-bit converter): When the gain is set to a low value, this configuration can capture large signals without exceeding the range of the converter. When the signal is too small, the PGA can be set to high gain to amplify the signal above the noise floor of the converter. The signal may be a strong or weak station, or it may be a bright or dim pixel in the imaging system. For traditional signal processing architectures that only try to recover one signal at a time, this configurable dynamic range may be very effective.
    The instantaneous dynamic range is more powerful: In this configuration, the system has sufficient dynamic range to capture large signals at the same time without clipping, while also recovering small signals-now, we may need a 14-bit converter . This principle is suitable for many applications-restore strong or weak radio signals, restore cell phone signals, or restore super bright and super dark parts of an image. While the system tends to use more complex signal processing algorithms, the demand for dynamic range is also going to rise. In this case, the system can process more signals-if all signals have the same strength and need to process twice as much signal, you need to increase the dynamic range by 3 dB (under all other conditions being equal). Perhaps more importantly, as mentioned earlier, if the system needs to handle both strong and weak signals at the same time, the incremental requirements for dynamic range may be much larger.


    3. Different measures of dynamic range
       In digital signal processing, the key parameter of dynamic range is the number of bits in the signal representation, or word length: the dynamic range of a 32-bit processor is more than that of a 16-bit processor. Signals that are too large will be clipped-this is a highly non-linear operation that will destroy the integrity of most signals. Signals that are too small—less than 1 LSB in amplitude—will become undetectable and lost. This limited resolution is often called quantization error, or quantization noise, and may be an important factor in establishing the lower limit of detectability.
      Quantization noise is also a factor in a mixed signal system, but there are multiple factors that determine the usable dynamic range of the data converter, and each factor has its own dynamic range
      Signal-to-noise ratio (SNR)——The ratio of the converter's full scale to the total noise of the frequency band. This noise may come from quantization noise (as described above), thermal noise (present in all real systems), or other error terms (such as jitter).
    Static non-linearity-differential non-linearity (DNL) and integral non-linearity (INL)-a measure of the non-ideal degree of the DC transfer function from the input to the output of the data converter (DNL usually determines the dynamics of the imaging system range).
       total harmonic distortion-static and dynamic nonlinearity will produce harmonics, which may effectively shield other signals. THD usually limits the effective dynamic range of an audio system.
       Spurious Free Dynamic Range (SFDR)—Considering the highest spectral spurs relative to the input signal, whether it is the second or third harmonic clock feedthrough, or even 60 Hz “humming” noise. Since spectrum tones or spurs may shield small signals, SFDR is a good indicator of the available dynamic range in many communication systems.
      There are other technical specifications-in fact, each application may have its own effective dynamic range description method. At the beginning, the resolution of the data converter is a good proxy for its dynamic range, but it is very important to choose the correct technical specifications when making a real decision. The key principle is that more is better. Although many systems can immediately realize the need for higher signal processing bandwidth, the need for dynamic range may not be so intuitive, even if the requirements are more demanding.
    It’s worth noting that although bandwidth and dynamic range are the two main dimensions of signal processing, it is necessary to consider the third dimension, efficiency: This helps us answer the question: "In order to achieve additional performance, I need How much does it cost?" We can look at the cost from the purchase price, but for data converters and other electronic signal processing applications, a purer technical measure of cost is power consumption. Higher-performance systems-greater bandwidth or dynamic range-tend to consume more power. With the advancement of technology, we are all trying to reduce power consumption while increasing bandwidth and dynamic range.

    4. Main application
       As mentioned earlier, each application has different requirements in terms of basic signal dimensions, and in a given application, there may be many different performances. For example, a 1 million pixel camera and a 10 million pixel camera. Figure 4 shows the bandwidth and dynamic range usually required for some different applications. The upper part of the figure is generally referred to as high-speed-converters with a sampling rate of 25 MHz and above can effectively handle bandwidths of 10 MHz or above.

    It should be noted that the application diagram is not static. Existing applications may use new, higher-performance technologies to enhance their functions-for example, high-definition cameras or higher-resolution 3D ultrasound equipment. In addition, new applications will emerge every year-a large part of the new applications will be at the outer edge of the performance boundary: thanks to the new combination of high speed and high resolution. As a result, the edge of converter performance continues to expand, just like ripples in a pond.
    It should also be remembered that most applications need to pay attention to power consumption: for portable/battery-powered applications, power consumption may be the main technical limitation, but even for line-powered systems, we are beginning to find that signal processing components (analog Whether it is digital or not) power consumption will eventually limit the performance of the system in a given physical area

    5. Technological development trends and innovations-how to achieve...
       Given that these applications continue to increase the performance requirements of high-speed data converters, the industry has responded to this with continuous technological advancement. Technology pushes advanced high-speed data converters from the following factors:
       Process technology: Moore's Law and data converters-The semiconductor industry's continuous advancement of digital processing performance is obvious to all. The main driving factor is the huge progress made in wafer processing technology towards finer pitch lithography processes. The switching rate of deep submicron CMOS transistors far exceeds that of their predecessors, bringing the operating clock rates of controllers, digital processors, and FPGAs to several GHz steps. Mixed-signal circuits like data converters can also take advantage of these advances in the etching process to reach higher speeds by the wind of "Moore's Law"-but for mixed-signal circuits, this comes at a price: more advanced The working power supply voltage of the etching process has a tendency to decrease continuously. This means that the signal swing of the analog circuit is shrinking, increasing the difficulty of maintaining the analog signal above the thermal noise floor: higher speeds are obtained at the expense of reduced dynamic range.
    Advanced architecture (this is not the data converter of the primitive age)-While the semiconductor process is developing in great strides, in the past 20 years, there has also been a wave of digital wave innovation in the field of high-speed data converter architecture, in order to achieve higher efficiency with amazing efficiency The bandwidth and the greater dynamic range have made a great contribution. Traditionally, there are a variety of architectures for high-speed analog-to-digital converters, including fully parallel architecture (ash), folding architecture (folding), interleaved architecture (interleaved), and pipeline architecture (pipeline), which are still very popular today. Later, architectures traditionally used for low-speed applications were also added to the high-speed application camp, including successive approximation registers (SAR) and -. These architectures were specifically modified for high-speed applications. Each architecture has its own advantages and disadvantages: some applications generally determine the best architecture based on these trade-offs. For high-speed DACs, the preferred architecture is generally a switched current mode structure, but there are many variations of this type of structure; the speed of the switched capacitor structure is steadily increasing, and it is still very popular in some embedded high-speed applications.
      Digital auxiliary method-Over the years, in addition to craftsmanship and architecture, high-speed data converter circuit technology has also made brilliant innovations. The calibration method has a history of decades and plays a vital role in compensating the mismatch of integrated circuit components and improving the dynamic range of the circuit. Calibration has gone beyond the scope of static error correction, and is increasingly used to compensate for dynamic nonlinearity, including setup errors and harmonic distortion.
       In short, innovations in these fields have greatly promoted the development of high-speed data conversion.

    6. Realize
       The realization of broadband mixed-signal systems requires more than just choosing the right data converter-these systems may have stringent requirements on other parts of the signal chain. Similarly, the challenge is to achieve excellent dynamic range in a wider bandwidth range-to get more signals in and out of the digital domain, making full use of the processing power of the digital domain.
      —In the traditional single-carrier system, signal conditioning is to eliminate unnecessary signals as soon as possible, and then amplify the target signal. This often involves selective filtering and narrow-band systems fine-tuned for the target signal. These fine-tuned circuits can be very effective in achieving gain, and in some cases, frequency planning techniques can be used to ensure that harmonics or other spurs are excluded from the band. Broadband systems cannot use these narrowband technologies, and achieving wideband amplification in these systems may face huge challenges.
      —The traditional CMOS interface does not support data rates much greater than 100 MHz—and the low-voltage differential swing (LVDS) data interface runs at 800 MHz to 1 GHz. For larger data rates, we can use multiple bus interfaces, or use the SERDES interface. Modern data converters use a SERDES interface with a maximum rate of 12.5 GSPS (see JESD204B standard for specifications)-multiple data channels can be used to support different combinations of resolution and rate in the converter interface. The interfaces themselves can be very complicated.
      —As far as the quality of the clock used in the system is concerned, the processing of high-speed signals may also be very difficult. The jitter/error in the time domain is converted into noise or error in the signal, as shown in Figure 5. When processing signals with a rate greater than 100 MHz, clock jitter or phase noise can become a limiting factor in the available dynamic range of the converter. Digital-level clocks may not be adequate for this type of system, and high-performance clocks may be required.

    The pace toward wider bandwidth signals and software-defined systems is accelerating, and the industry continues to innovate, and innovative methods for building better and faster data converters are emerging, pushing the three dimensions of bandwidth, dynamic range, and power efficiency to a new level.

     

     

     

     

     

     

     

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