Fact-checked by Grok 2 weeks ago

Pulse-amplitude modulation

Pulse-amplitude modulation (PAM) is a modulation technique in which the amplitude of a series of regularly spaced pulses is varied in accordance with the instantaneous amplitude of an analog message signal, while the pulse width and position remain constant.^[1] This process involves sampling the continuous-time analog signal at discrete intervals—typically at a rate at least twice the highest frequency component of the signal to satisfy the Nyquist sampling theorem—and encoding each sample's amplitude onto the corresponding pulse in a pulse train.^[2] The fundamental principle of PAM relies on the multiplication of the analog signal by a periodic pulse train, resulting in narrow pulses whose heights reflect the signal's value at sampling instants; this can occur through natural sampling, where the pulse follows the signal's variation over its duration, or flat-top sampling, where the amplitude is held constant based on the value at a specific instant.^[1] At the receiver, the original signal is reconstructed by low-pass filtering the received pulse train to extract the baseband information, though challenges such as inter-symbol interference (ISI) arise if the channel bandwidth limits pulse separation, necessitating pulse shaping to meet Nyquist criteria for zero ISI.^[2] The spectrum of a PAM signal includes the original baseband spectrum plus replicas shifted to multiples of the pulse repetition frequency, with bandwidth requirements inversely proportional to pulse duration—practical systems often allocate bandwidth to capture about 96.6% of the signal energy.^[1] PAM serves as a foundational method in digital communications, commonly employed in applications like time-division multiplexing (TDM) for telephony signals (e.g., 300 Hz to 3.4 kHz bandwidth at 8 kHz sampling), and as an intermediate step in more complex schemes such as pulse-code modulation (PCM) for converting analog to digital formats.^[1] It underpins various modem standards, including those for transmission over telephone lines, cables, and wireless channels (e.g., ITU-T V.32), due to its simplicity and low implementation cost, though it is sensitive to noise and amplitude distortions in noisy environments.^[2]

Introduction

Definition and Principles

Pulse-amplitude modulation (PAM) is a form of pulse modulation in which the amplitude of a series of pulses is varied in accordance with the instantaneous amplitude of an analog message signal, while the pulse width, position, and repetition rate remain constant.^[2] In this scheme, the pulses serve as carriers for the information, which is encoded exclusively through these amplitude variations, enabling the transmission of the modulating signal's characteristics via a discrete pulse train.^[3] The basic principles of PAM involve sampling the continuous-time message signal at regular intervals to obtain discrete amplitude values, which then modulate the height of successive pulses in a train. This process transforms the analog input into a form suitable for further digital processing or transmission, with the pulse shape typically fixed to maintain simplicity in encoding and decoding. Unlike continuous-wave amplitude modulation (AM), which varies the amplitude of a sinusoidal carrier continuously over time, PAM employs discrete pulses, making it more compatible with digital systems and easier to synchronize.^[2] The general mathematical representation of a PAM signal is given by

s(t) = \sum_{k=-\infty}^{\infty} m(kT_s) \cdot p(t - kT_s),

where m(kT_s) represents the message signal sample at the k-th sampling instant with interval T_s, and p(t) is the pulse shape function.^[2] This formulation highlights how the continuous-time output s(t) is constructed from sampled amplitudes scaled by the pulse template, shifted in time. PAM plays a crucial role in analog-to-digital conversion as the initial stage of pulse-code modulation (PCM), where the amplitude-modulated pulses are subsequently quantized and encoded into binary form for digital transmission.^[4]

Historical Development

The foundations of pulse-amplitude modulation (PAM) trace back to early 20th-century signal processing, particularly Harry Nyquist's 1928 paper "Certain Topics in Telegraph Transmission Theory," which established that a signal bandwidth of W allows transmission of up to 2W independent pulses per second without distortion, laying the groundwork for sampling in pulse-based systems.^[5] This principle influenced subsequent pulse techniques in telephony during the 1930s, where engineers explored amplitude variations in pulses to represent analog signals more efficiently over limited bandwidths.^[6] A pivotal milestone occurred in 1937 when British engineer Alec Harley Reeves, working at International Telephone and Telegraph (ITT) in Paris, invented pulse-code modulation (PCM) to overcome limitations of earlier techniques like pulse-amplitude modulation (PAM) and pulse-position modulation (PPM). PAM, which encodes signal information directly in pulse amplitudes, served as a precursor to PCM.^[6] Reeves patented PCM (e.g., British Patent 535,860 and French Patent 352,183), aiming to improve noise immunity in transatlantic cable telephony amid bandwidth constraints.^[7] Following World War II, PAM saw adoption in radar systems for signal processing and early digital telephony experiments during the 1950s, where it facilitated time-division multiplexing in systems like Bell Labs' T1 carrier, which used PAM sampling at 8 kHz per voice channel before PCM encoding to support 24 simultaneous calls over twisted-pair lines.^[8] These advancements marked PAM's role in transitioning from analog to nascent digital frameworks, enhancing reliability in noisy environments like military radar and long-haul transmission.^[7] In the 1960s, the emergence of integrated circuits enabled the shift from analog PAM to digital variants, with semiconductor building blocks allowing compact sampling and multi-level amplitude encoding for higher data rates in communication systems.^[9] This era saw PAM integrated into early digital hierarchies, such as those standardized by the International Telecommunication Union (ITU) in recommendations like G.702 (1964), which defined PCM bit rates building on PAM principles for global telephony networks. By the 2000s, escalating bandwidth demands in data communications drove the evolution to multi-level PAM schemes, such as PAM-5 in 1000BASE-T Ethernet (standardized 1999 but widely deployed post-2000) and PAM-16 in 10GBASE-T (2006), enabling gigabit speeds over copper while minimizing crosstalk.^[10] In optical systems, multi-level PAM addressed high-speed serial transmission needs, influencing ITU-T G.709 optical transport network standards (updated 2001 onward) for efficient multi-terabit capacities in fiber infrastructure.^[11] In the 2020s, higher-order formats like PAM4 have become standard for terabit-scale optical and Ethernet links, as in IEEE 802.3ck (2022) for 800 Gbps, enabling data center interconnects up to 2025.^[12]

Technical Foundations

Sampling and Pulse Generation

In pulse-amplitude modulation (PAM), the sampling process begins with the conversion of a continuous-time analog message signal m(t), bandlimited to a maximum frequency f_m, into a discrete-time sequence of samples. According to the Nyquist-Shannon sampling theorem, the sampling frequency f_s must satisfy f_s \geq 2f_m to ensure accurate reconstruction of the original signal without loss of information, preventing spectral overlap in the frequency domain.^[13] This theorem, originally formulated by Harry Nyquist and later formalized by Claude Shannon, establishes the minimum sampling rate, known as the Nyquist rate, for bandlimited signals.^[14] Sampling can be uniform, where samples are taken at regular intervals T_s = 1/f_s, or non-uniform, which may be used in specialized applications but requires more complex reconstruction techniques to avoid distortion.^[15] The sampled values are then used to generate a pulse train, forming the foundational structure for PAM. Pulses can be created via natural sampling, where the message signal directly modulates the amplitude of a continuous pulse waveform, or flat-top sampling, which produces rectangular pulses with constant amplitude held over the pulse duration. In flat-top sampling, the pulse width \tau is typically much smaller than the sampling period T_s (i.e., \tau \ll T_s) to minimize inter-symbol interference (ISI), ensuring that adjacent pulses do not overlap significantly and distort amplitude information.^[16] Flat-top pulses are generated using hold circuits, such as sample-and-hold amplifiers, which capture the instantaneous signal value at the sampling instant and maintain it constant during \tau, effectively approximating an ideal sampler while providing a practical, finite-duration pulse for transmission.^[16] The mathematical representation of the flat-top sampled signal in PAM is given by

m_s(t) = \sum_{n=-\infty}^{\infty} m(nT_s) \cdot \rect\left(\frac{t - nT_s}{\tau}\right),

where \rect(\cdot) is the rectangular function that equals 1 for | \cdot | < 1/2 and 0 otherwise, centering each pulse at t = nT_s with width \tau.^[16] In practice, clock synchronization is critical for precise pulse timing, as misalignment can introduce timing jitter and degrade signal integrity in the pulse train.^[17] Undersampling, where f_s < 2f_m, leads to aliasing, causing higher-frequency components to appear as lower frequencies in the sampled signal, which complicates faithful recovery of m(t).^[18]

Amplitude Modulation Process

In pulse-amplitude modulation (PAM), the encoding mechanism assigns the amplitude of each pulse proportionally to the value of the corresponding sample from the input signal, thereby representing the instantaneous amplitude of the message signal at sampling instants. For analog PAM, this proportionality is continuous, allowing the pulse height to vary smoothly with the sample. In multi-level digital PAM, discrete amplitude levels are used, where the amplitude A_k for the k-th pulse is given by A_k = A_c + k \cdot \Delta A, with A_c as the base carrier amplitude and \Delta A as the step size between levels.^[19]^[20]^[16] A key requirement for accurate encoding is linearity, where the pulse amplitude must faithfully reproduce the message signal without clipping or nonlinear distortion, ensuring the modulated signal remains a precise replica of the sampled values. The dynamic range of the system is constrained by available headroom, which limits the maximum and minimum amplitudes to prevent saturation and maintain fidelity across the signal's excursion.^[21]^[20] Distortion in the amplitude modulation process can arise from several sources, particularly in digital PAM implementations. Quantization noise occurs when continuous sample values are approximated to finite discrete levels, introducing additive error with a power spectral density that is typically flat within the signal band. Aperture error results from the finite duration of the sampling aperture, during which the input signal may vary, leading to an amplitude inaccuracy proportional to the signal's slope and the aperture time.^[21]^[16]^[20] The resulting PAM waveform consists of a train of pulses with amplitudes that vary according to the encoded samples, forming a baseband signal suitable for transmission over channels that support such pulse sequences. This structure preserves the temporal information from sampling while embedding the message in the amplitude domain. The frequency spectrum of the PAM signal encompasses the original message bandwidth along with higher-frequency harmonics generated by the abrupt transitions at pulse edges, which broaden the overall occupancy. The minimum bandwidth required for transmission without aliasing is approximately f_s / 2, where f_s is the sampling frequency, aligning with the Nyquist criterion for the baseband content.^[16]^[21]^[22]

Types of PAM

Analog PAM

Analog pulse-amplitude modulation (PAM) is a modulation technique in which the amplitude of a series of regularly spaced pulses varies continuously in direct proportion to the instantaneous amplitude of a continuous analog message signal, without any quantization process, thereby preserving the infinite range of amplitude levels inherent to the original waveform.^[9]^[23] This approach ensures that each pulse encodes the exact value of the signal at the sampling instant, allowing for faithful representation of the analog input as long as the sampling rate meets or exceeds the Nyquist criterion of twice the highest frequency component in the signal.^[9] Analog PAM encompasses two primary subtypes based on the pulse shape during the sampling interval. In natural sampling, the amplitude of the pulse follows the shape of the message signal from the start of the pulse until its end, capturing the signal's variation over the sampling period.^[9]^[23] Conversely, flat-top sampling holds the pulse amplitude constant at the value sampled at the beginning of the pulse duration, typically achieved through a sample-and-hold mechanism that minimizes distortion from signal changes during the pulse.^[9]^[23] Generation of analog PAM signals commonly involves electronic switching circuits to sample the input signal at precise intervals. Diode switches or analog multiplexers are employed to gate the message signal onto a pulse train, with the switching controlled by a timing circuit such as a square-wave generator derived from an op-amp astable multivibrator.^[9]^[23] Amplitude control is further refined using analog multipliers, often in conjunction with an AND gate and pulse-shaping network, to modulate the carrier pulse amplitude directly by the input signal.^[23] In analog contexts, particularly low-speed applications, PAM offers advantages such as simpler circuitry compared to digital methods, requiring fewer components for modulation and demodulation, and providing a direct, unquantized representation of the original waveform that avoids the complexity of binary encoding.^[9]^[23] Historically, analog PAM found early application in telephony for multiplexing multiple voice channels, as demonstrated in Miner's 1903 patent using sampling rates around 3500–4320 per second to transmit signals over shared lines.^[9] It also played a role in radar systems for signal processing in instrumentation, enabling efficient handling of analog returns before the widespread adoption of digital techniques.^[9]^[23]

Digital PAM Variants

Digital pulse-amplitude modulation (PAM) variants employ discrete amplitude levels to encode digital data, contrasting with the continuous amplitudes of analog PAM by quantizing signals for serialized transmission. In these schemes, PAM-n utilizes n distinct amplitude levels to represent \log_2(n) bits per symbol, enabling higher data rates within the same bandwidth compared to binary modulation. For instance, PAM-4 employs four levels—typically normalized as 0, \frac{1}{3}, \frac{2}{3}, and 1 of the full scale—to encode 2 bits per symbol, allowing efficient mapping of binary data streams into multi-level pulses.^[24] Common digital PAM variants include PAM-2, which is equivalent to binary on-off keying or non-return-to-zero (NRZ) signaling with two levels (0 and 1); PAM-3 with three levels for approximately 1.58 bits per symbol; PAM-5 with five levels; PAM-8 with eight levels for 3 bits per symbol; and PAM-16 with sixteen levels for 4 bits per symbol. These variants are assessed for signal integrity using eye diagrams, which overlay multiple symbol transitions to visualize eye opening, jitter, and noise margins—critical for ensuring reliable detection in high-speed links where higher-level PAM signals exhibit narrower eyes due to reduced spacing between amplitudes.^[25]^[26]^[27] Data mapping in digital PAM employs Gray coding, where adjacent amplitude levels differ by only one bit, minimizing the impact of amplitude noise on bit error rates during detection. For example, in PAM-4, the levels might be mapped as 00, 01, 11, and 10 to ensure single-bit errors dominate over multi-bit failures. Additionally, pre-emphasis techniques compensate for channel losses by boosting high-frequency components in the transmitted signal, improving eye quality and extending reach in dispersive media without altering the core multi-level structure.^[28]^[29] Higher-order PAM variants enhance spectral efficiency by increasing bits per symbol, though at the cost of reduced noise margin; PAM-4, for instance, doubles the data rate over NRZ (PAM-2) at the same baud rate, achieving 2 bits per symbol versus 1 bit, which is essential for scaling serialized transmission beyond 100 Gb/s.^[26]^[30] This trade-off necessitates precise equalization to maintain performance, as the voltage spacing between levels shrinks quadratically with the number of levels. Standardization of basic digital PAM lines is outlined in ITU-T Recommendation G.703, which specifies physical and electrical characteristics for hierarchical digital interfaces, including amplitude and pulse shape requirements for binary PAM variants like alternate mark inversion to ensure interoperability in telecommunications networks.^[31]

Implementation

Modulation Techniques

Pulse-amplitude modulation (PAM) signals in the analog domain are typically generated through a sampler that captures the instantaneous amplitude of the input signal, followed by a pulse shaper to define the temporal characteristics of the pulses. The sampler often employs a sample-and-hold (S/H) circuit to acquire and retain the signal value during the sampling interval, ensuring accurate representation of the modulating waveform. Op-amp-based circuits are used for generating the pulse train in such implementations. Pulse shaping can then be achieved to produce fixed-width pulses and standardize pulse duration, reducing timing variations.^[23] In digital PAM implementations, amplitude levels are set by a digital-to-analog converter (DAC) that converts binary data into corresponding analog voltages or currents, enabling precise multi-level signaling. A serializer then maps serialized bit streams to these amplitude levels, often at high baud rates to support data-intensive links. For example, 7-bit DACs have been integrated in transmitters achieving 120 Gb/s PAM-8 operation by linearly scaling output currents based on input codes.^[32] To minimize intersymbol interference (ISI) caused by channel bandwidth limitations, finite impulse response (FIR) filters are commonly applied for pulse shaping, convolving the DAC output with a raised-cosine or similar kernel to control spectral occupancy and eye opening.^[33] Advanced techniques for multi-level PAM address channel distortions through precoding methods like Tomlinson-Harashima precoding (THP), which pre-compensates for post-cursor ISI by introducing controlled feedback at the transmitter, effectively inverting the channel response without amplifying noise. THP is particularly effective in PAM-4 and higher-order formats, achieving SNR gains of several dB in dispersive channels by modulo arithmetic to bound signal excursions.^[34] This nonlinear precoding reduces the need for complex receiver equalization while maintaining bit error rates below forward error correction thresholds in short-reach optical and electrical links.^[35] Circuit realizations for analog PAM often rely on discrete op-amp S/H stages, where a high-input-impedance buffer followed by a switching FET and storage capacitor provides fast acquisition times and low hold-mode errors. For high-speed digital PAM, field-programmable gate arrays (FPGAs) or application-specific integrated circuits (ASICs) integrate DACs, serializers, and FIR filters, enabling real-time operation at 100+ GBd; for instance, FPGA-based platforms have demonstrated 24.576 Gbit/s PAM-4 generation with adaptive precoding for fiber-optic links.^[36] Power efficiency in PAM transmitters is critical due to varying amplitude outputs, which can lead to inefficient linear operation in driver amplifiers. Techniques such as current-regulated drivers adjust bias dynamically to match amplitude levels, achieving efficiencies up to 2.83 pJ/bit in 70+ GHz bandwidth PAM-4 drivers by minimizing quiescent power dissipation.^[37] These considerations ensure scalable performance in power-constrained environments like data centers.^[37]

Demodulation Methods

Demodulation of pulse-amplitude modulation (PAM) signals aims to recover the original message signal from the modulated pulse train by extracting the amplitude information encoded in each pulse. In analog demodulation, an envelope detector, typically implemented using a diode rectifier, first rectifies the incoming PAM waveform to isolate the amplitude variations while suppressing the pulse carrier components. The rectified signal then passes through a low-pass filter to smooth out high-frequency remnants and reconstruct the original message signal, with the filter's cutoff frequency set above the message bandwidth but below the pulse rate to avoid aliasing.^[38] Digital demodulation, common in multi-level PAM variants such as PAM-4 used in high-speed links, involves sampling the received signal with an analog-to-digital converter (ADC) at the symbol rate to capture pulse amplitudes. Decision thresholds are applied to these samples to map them to discrete symbol levels; for instance, in PAM-4, three thresholds divide the voltage range into four equal intervals corresponding to the amplitude levels. For enhanced accuracy in noisy channels, maximum likelihood sequence estimation (MLSE) can be employed to detect symbols by considering inter-symbol interference (ISI) across sequences, often integrated with error correction decoding.^[39] Synchronization is essential for both analog and digital demodulation to align the receiver's timing with the transmitter's pulse positions. Clock recovery circuits, typically based on phase-locked loops (PLLs), extract the timing information from transitions in the PAM signal, generating a local clock that locks to the pulse rate for precise sampling. In double-polarity PAM, where pulses can be positive or negative, additional carrier recovery techniques may be needed to resolve phase ambiguities, often using PLL variants tuned to the signal's spectral lines.^[40] Errors in PAM demodulation primarily arise from noise causing threshold crossings and ISI distorting pulse amplitudes due to channel dispersion. Adaptive equalization mitigates these by employing feed-forward equalizers (FFEs) to pre-emphasize high-frequency components and decision-feedback equalizers (DFEs) to subtract post-cursor ISI based on prior decisions, with coefficients updated via algorithms like least mean squares.^[41] For the envelope detection method, the ideal reconstructed message signal can be approximated as:

m(t) \approx \text{low-pass}\{ |s(t)| \}

where s(t) is the received PAM signal and the low-pass filter removes pulse-rate harmonics.^[38]

Applications

Data Communications Standards

Pulse-amplitude modulation (PAM) has been integrated into various data communications standards to achieve higher data rates over existing physical media, primarily by encoding multiple bits per symbol without proportionally increasing clock frequencies. This evolution allows standards bodies to meet escalating bandwidth demands in networking and broadcasting while leveraging legacy cabling and interfaces. For instance, early adoption in Ethernet variants transitioned from binary signaling to multilevel PAM to double or quadruple effective throughput on twisted-pair copper.^[42] In Ethernet standards, PAM emerged prominently with Fast Ethernet's 100BASE-T4, defined in IEEE 802.3u, which employs 3-level PAM (PAM-3) over four twisted pairs to deliver 100 Mbps, using an 8B/6T encoding scheme that maps 8-bit data to 6 ternary symbols for transmission.^[43] Gigabit Ethernet's 1000BASE-T, specified in IEEE 802.3ab, utilizes 5-level PAM (PAM-5) across four pairs at a 125 MHz symbol rate, achieving 1 Gbps through 4D trellis-coded modulation that enhances noise immunity on Category 5 cabling.^[44] The 10GBASE-T standard (IEEE 802.3an) advances to 16-level PAM (PAM-16) combined with double-square 128-point constellation (DSQ128) precoding, enabling 10 Gbps over Category 6A cabling up to 100 meters by transmitting two PAM-16 symbols per DSQ128 point across four pairs at 800 MHz.^[45] More recent high-speed Ethernet variants, such as those in IEEE 802.3ck for 25G, 100G, and 200G per lane, incorporate 4-level PAM (PAM-4) signaling to support aggregate rates up to 200 Gbps or more, often with forward error correction (FEC) to mitigate the reduced signal-to-noise ratio inherent in multilevel formats. USB standards have also embraced PAM for ultra-high-speed links, contrasting with non-return-to-zero (NRZ) used in prior versions. USB4 Version 2.0, released by the USB Implementers Forum, introduces PAM-3 modulation to achieve symmetric 80 Gbps or asymmetric up to 120 Gbps (using three lanes at 40 Gbps upstream and one at 40 Gbps downstream), doubling the bandwidth of USB4's 40 Gbps NRZ while maintaining compatibility with USB Type-C connectors and passive cables up to 0.8 meters.^[46] This shift to PAM-3 encodes 1.58 bits per symbol, enabling higher throughput without elevating the symbol rate beyond 34 Gbaud per lane.^[47] In digital television broadcasting, the ATSC standard (A/53) employs 8-level vestigial sideband (8VSB) modulation, a form of 8-level PAM, to transmit an MPEG-2 transport stream at 19.39 Mbps within a 6 MHz terrestrial channel, utilizing eight discrete amplitude levels to encode 3 bits per symbol at a 10.76 Msymbols/s rate for robust over-the-air delivery.^[48] This PAM-based approach provides efficient spectral usage and resistance to multipath interference in North American DTV deployments.^[49] PCI Express (PCIe) 6.0, specified by PCI-SIG, adopts PAM-4 signaling at 64 GT/s per lane to deliver up to 128 GB/s bidirectional bandwidth in a x16 configuration, a doubling from PCIe 5.0's NRZ at 32 GT/s. Integrated low-latency FEC ensures post-correction bit error rates below 10^{-15}, compensating for PAM-4's halved eye height and requiring channel losses up to -32 dB at 16 GHz.^[50] This PAM adoption aligns with broader industry trends, allowing sustained clock rates around 32 GHz Nyquist while scaling data density for data center and AI workloads.^[51]

High-Speed Interfaces

Pulse-amplitude modulation (PAM) plays a critical role in high-speed interconnects within computing systems, enabling increased bandwidth in memory and expansion buses while leveraging existing copper infrastructure. In PCI Express (PCIe) 6.0, PAM-4 signaling is employed to achieve data rates of 64 GT/s per lane, doubling the bandwidth of previous generations without proportionally increasing power consumption or signal frequency.^[52] This specification incorporates continuous-time linear equalization (CTLE) and decision-feedback equalization (DFE) for signal conditioning, mitigating inter-symbol interference and ensuring reliable transmission over typical channel lengths.^[53] Graphics memory interfaces have similarly adopted PAM variants to meet the demands of high-performance GPUs. GDDR6X, introduced with NVIDIA's GeForce RTX 30-series in 2020, utilizes PAM-4 signaling to deliver up to 21 Gbps per pin, enhancing memory bandwidth for gaming and compute workloads.^[54] Building on this, GDDR7—standardized by JEDEC in 2024—employs PAM-3 signaling for speeds reaching 36 Gbps per pin, targeting next-generation GPUs with improved energy efficiency and reduced signaling complexity compared to higher-level PAM schemes.^[55] PAM's advantages in these interfaces include achieving higher data rates over copper traces by encoding multiple bits per symbol at lower Nyquist frequencies, which reduces channel loss and extends reach without requiring exotic materials.^[56] However, backward compatibility poses challenges, as integrating PAM-4 lanes with legacy NRZ-based PCIe generations demands careful design to avoid signal integrity issues in mixed configurations. Implementation typically involves differential signaling across twisted-pair traces to reject common-mode noise, with power scaling tied to the number of amplitude levels—PAM-4 requires finer voltage control but maintains comparable overall power profiles to NRZ by halving the baud rate.^[57] The PCIe 7.0 specification, released in June 2025, employs PAM-4 signaling at 128 GT/s per lane to deliver up to 512 GB/s bidirectional bandwidth in x16 configurations while preserving compatibility and efficiency for AI-driven applications.^[58]

Specialized Technologies

In photobiology, pulse-amplitude modulation (PAM) fluorometry serves as a non-invasive technique to assess photosynthetic efficiency in plants by modulating light pulses to induce and measure chlorophyll fluorescence. This method uses short, low-intensity light pulses—typically in the microsecond range—to excite photosystem II (PSII) without significantly perturbing the photosynthetic process, allowing calculation of parameters like the maximum quantum yield of PSII photochemistry (Fv/Fm) and effective quantum yield (ΦPSII). Developed in the 1980s and refined through the 1990s, PAM fluorometry has become essential for studying stress responses in terrestrial and aquatic plants.^[59]^[60] A notable example is the Water-PAM technique, introduced in the mid-1990s for underwater and water-adapted environments, which employs amplitude-modulated blue light pulses to probe chlorophyll fluorescence in algae and seagrasses while minimizing interference from ambient light. This approach enables in situ measurements of photosynthetic performance under varying environmental conditions, such as nutrient stress or light inhibition, by deriving electron transport rates (ETR) from fluorescence transients.^[61]^[62] In LED lighting drivers, PAM facilitates efficient dimming by varying the amplitude of the driving current to control brightness, offering reduced power loss compared to pulse-width modulation (PWM) methods that rely on rapid on-off switching. This amplitude-based control maintains consistent LED color temperature and avoids flicker-induced inefficiencies, achieving higher overall system efficiency in low-to-medium dimming ranges. PAM integration in such drivers also supports visible light communication (VLC) applications like Li-Fi, where modulated amplitudes encode data onto light signals, enabling transmission rates up to 18.75 Mbps with low bit error rates in indoor settings.^[63]^[64] Beyond broadcasting standards, PAM plays a role in digital television set-top decoders through processing of vestigial sideband (VSB) signals, particularly in 8-VSB modulation used for ATSC terrestrial transmission. In these decoders, PAM-like amplitude levels are extracted from the VSB waveform after equalization and trellis decoding, converting the multilevel signal into a digital transport stream for display. This enables robust reception of high-definition content in consumer devices with minimal additional hardware. PAM's low complexity makes it suitable for sensor applications, where simple amplitude variation allows straightforward signal generation and detection without intricate timing circuits, facilitating integration with microcontrollers for real-time monitoring. This ease of implementation supports compact, power-efficient designs in embedded systems.^[23]^[65] Case studies highlight PAM's utility in environmental monitoring via photobiology, such as using PAM fluorometry to track photosynthetic efficiency in perennial plants under field conditions, revealing stress-induced declines in PSII yield for ecosystem health assessments. In smart lighting for IoT, PAM-driven LED systems have been deployed in urban streetlights, reducing energy use by up to 33% through amplitude-based dimming responsive to occupancy and ambient light, enhancing sustainability in connected infrastructures.^[66]^[67]

Performance Characteristics

Advantages

Multi-level pulse-amplitude modulation (PAM) offers significant bandwidth efficiency by encoding multiple bits per symbol, allowing higher data rates without increasing the baud rate. For instance, PAM-4 achieves twice the throughput of non-return-to-zero (NRZ) signaling by utilizing four amplitude levels to represent 2 bits per symbol, thereby reducing the required symbol rate for a given data rate.^[68] This approach is particularly beneficial in band-limited channels, such as backplanes and copper interconnects, where maintaining lower baud rates minimizes signal attenuation and equalization complexity. The spectral efficiency of M-PAM reaches up to \log_2 M bits per symbol, providing a scalable means to enhance capacity in high-speed links.^[69] The simplicity of PAM stems from its direct mapping of data to amplitude levels, which avoids the phase synchronization and frequency synthesis required in phase-shift keying (PSK) or frequency-shift keying (FSK) schemes. This straightforward amplitude-based encoding facilitates easier implementation using standard analog-to-digital converters (ADCs) and digital-to-analog converters (DACs), as the modulation process primarily involves amplitude scaling rather than complex waveform generation. In digital systems, PAM's linear nature reduces processing overhead, making it suitable for integration into existing hardware without extensive redesign. Digital PAM variants also provide power savings through optimized transition patterns, where encoding techniques can minimize the number of amplitude changes between symbols, lowering switching activity and dynamic power dissipation. This results in lower average power consumption compared to modulation formats with more frequent transitions, rendering PAM appropriate for battery-powered devices in applications like wireless sensors. Furthermore, PAM maintains backward compatibility with binary signaling systems, such as NRZ, enabling seamless upgrades in standards like Ethernet without requiring complete infrastructure overhauls.^[70]

Limitations and Challenges

Pulse-amplitude modulation (PAM) is particularly susceptible to additive noise due to its reliance on amplitude levels to encode information, which directly degrades the signal-to-noise ratio (SNR). In higher-order formats like PAM-4, the reduced spacing between amplitude levels compared to binary PAM-2 (also known as NRZ) necessitates a greater noise margin, with PAM-4 requiring approximately 6 dB more SNR to achieve equivalent bit error rates (BER). This vulnerability arises because noise can cause level misdetection, especially in environments with Gaussian or impulsive interference, limiting the reliable transmission distance and rate without additional error correction.^[71]^[72] Implementation of PAM in high-speed links presents significant challenges, primarily stemming from the need for precise amplitude control at the transmitter and susceptibility to inter-symbol interference (ISI) caused by crosstalk and reflections. In multi-lane systems, near-end and far-end crosstalk between adjacent channels can introduce correlated noise that disproportionately affects the smaller eye openings in multi-level PAM signals, exacerbating ISI in bandwidth-limited channels with skin effect and dielectric losses. Reflections from impedance mismatches further distort the signal, requiring careful PCB design and component selection to maintain signal integrity at data rates exceeding 50 Gb/s per lane.^[73]^[74]^[75] Bandwidth trade-offs in PAM become more pronounced with higher modulation orders, as the spectrum broadens slightly due to the increased number of amplitude transitions, demanding wider filtering and equalization to suppress out-of-band emissions while preserving signal fidelity. In digital implementations, quantization noise from finite-resolution digital-to-analog converters (DACs) further degrades SNR, particularly for PAM-4 and beyond, where the effective number of bits should typically be at least 3-4 to achieve sufficient SNR and avoid floor effects in BER performance.^[76]^[77] This noise can limit the overall link budget, especially in short-reach optical or electrical interconnects where component bandwidths are constrained. As the number of amplitude levels increases, PAM's BER rises exponentially due to the compounded effects of noise and ISI, often exceeding 10^{-5} pre-correction in high-speed applications, necessitating forward error correction (FEC) to reach target error floors like 10^{-12} or lower. For instance, the PCIe 6.0 standard employs PAM-4 signaling at 64 GT/s with a Reed-Solomon-based FEC interleaved across three codewords to correct symbol errors and achieve post-FEC packet error rates around 10^{-5}, though this introduces latency and overhead of about 8%. Without such mechanisms, multi-level PAM would be impractical for reliable data communications.^[52]^[71] To address these limitations, several mitigation strategies are employed, including equalization techniques such as feed-forward equalizers (FFEs), continuous-time linear equalizers (CTLEs), and decision-feedback equalizers (DFEs) to counteract ISI and restore eye openings. Precoding methods like Tomlinson-Harashima precoding (THP) pre-distort the signal at the transmitter to eliminate post-cursor ISI without error propagation, while dithering in ADC-based receivers randomizes quantization noise to improve linearity and reduce harmonic distortion. Alternatives such as duobinary-coded PAM combine partial response signaling with PAM to halve the required bandwidth compared to standard PAM-4 at equivalent bit rates, albeit at the cost of slightly higher BER sensitivity that demands robust detection. These approaches collectively enable PAM's deployment in demanding standards like Ethernet and PCIe, balancing performance against complexity.^[73]^[78]^[79]

References

[1]
Pulse Amplitude Modulation - an overview | ScienceDirect Topics
Pulse amplitude modulation (PAM) is defined as a modulation technique where a continuous-time signal is multiplied by a periodic pulse train, resulting in a ...The Different Types Of... · Ii. 3.1 The Spectrum Of A... · Ii. 3.3 Modulation Of The...
[2]
[PDF] Pulse Amplitude Modulation (PAM), Quadrature Amplitude ...
Pulse Amplitude Modulation (PAM) underlies the operation of a wide variety of modems.Missing: applications | Show results with:applications
[3]
Mathematical Representation of Pulse-Amplitude Modulated Signals: A Systematic Approach
**Summary of Pulse-Amplitude Modulation (PAM) from https://ieeexplore.ieee.org/document/9790778:**
[4]
[PDF] 16.070 Introduction to Computers and Programming - MIT
Mar 22, 2025 · This is known as pulse amplitude modulation. (PAM), and is the first step in PCM. The amplitude of each PAM sample is then approximated by an ...
[5]
The Nyquist-Shannon Sampling Theorem, Published Nine Years ...
"The sampling theorem was implied by the work of Harry Nyquist Offsite Link in 1928 ('Certain topics in telegraph transmission theory'), in which he showed ...Missing: modulation | Show results with:modulation
[6]
https://ieeexplore.ieee.org/document/4668716
[7]
https://digital-library.theiet.org/content/journals/10.1049/piee.1979.0269
[8]
The T1 carrier system - NASA ADS
T1 carrier provides 24 voice channels by time division multiplexing and pulse code modulation (PCM). Each voice channel is sampled 8000 times a second and ...
[9]
[PDF] ANALOG-DIGITAL CONVERSION - 1. Data Converter History
In addition to the widespread proliferation of discrete transistor circuits in the 1960s, various integrated circuit building blocks became available which ...
[10]
PAM & Ethernet: A Perfect Match - EDN
May 6, 2016 · This article describes how various Ethernet speeds evolved through the utilization of various pulse amplitude modulation (PAM) schemes.Modulation · Ethernet Speed And Ieee 802... · Pam Encodings
[11]
Fifty Years of Fixed Optical Networks Evolution: A Survey of ... - MDPI
Our study follows the timeline of the five generations of fixed networks defined by the European Telecommunications Standards Institute (ETSI) F5G group and ...
[12]
Communication in the Presence of Noise | IEEE Journals & Magazine
Communication in the Presence of Noise. Abstract: A method is developed for representing any communication system geometrically. Messages and the corresponding ...
[13]
[PDF] Seminar on Claude Shannon's Theory of Communication - KSU Math
Pulse Code Modulation — ... We now come to the “Sampling Theorem,” which has been attributed to Claude. Shannon ...
[14]
[PDF] Sampling and the Discrete Fourier Transform - UTK-EECS
May 10, 2004 · The highest frequency present in a signal is called its Nyquist frequency. The minimum sampling rate is called the Nyquist rate which is twice ...
[15]
[PDF] Sampling PAM- Pulse Amplitude Modulation (continued)
PAM- Pulse Amplitude Modulation: – The pulse may take any real voltage ... Figure 3–5 PAM signal with flat-top sampling. Impulse sample and hold. Page 8 ...
[16]
[PDF] Software Receiver Design - Sethares
Jul 19, 2011 · basic pulse amplitude modulation (PAM) and quadrature amplitude modulation. (QAM) digital radios to incorporate code division multiplexing ...Missing: m_s( | Show results with:m_s(
[17]
[PDF] Sampling and Signal Processing - UTK-EECS
The sampling theorem says that it is possible to sample a bandlimited signal at a rate sufficient to exactly reconstruct the signal from the samples.
[18]
[PDF] Pulse Amplitude Modulation
Pulse Amplitude Modulation (PAM). - The digital PAM transmits during the k-th symbol period a constant amplitude mk., which could be one of the M=2n values ...Missing: multi- A_k = A_c + ΔA
[19]
[PDF] PULSE MODULATION - ACS College of Engineering
In the pulse amplitude modulation, the message signal is sampled at regular periodic or time intervals and this each sample is made proportional to the ...
[20]
[PDF] Chapter 3 Pulse Modulation
Pulse amplitude modulator, natural sampling. Page 12. Pulse Amplitude Modulation – ... each pulse is made directly proportional to the amplitude of the ...
[21]
[PDF] Copyright © 1976, by the author(s). All rights reserved. Permission to ...
May 17, 1976 · 2.2 Pulse Amplitude Modulation (PAM). 2.2.1 Sampling. 2.2.2 Aliasing. 2.2.3 Sampling of Periodic Signals. 2.3 Pulse Code Modulation (PCM). 2.3.1 ...
[22]
Pulse Amplitude Modulation (PAM) : Working, Types & Its Applications
Pulse amplitude modulation is a technique in which the amplitude of each pulse is controlled by the instantaneous amplitude of the modulation signal.
[23]
[PDF] AN 835: PAM4 Signaling Fundamentals - Intel
Jan 31, 2018 · This application note explains PAM4 theory and its operation. It describes NRZ and PAM4 fundamentals, standards using PAM4 coding schemes, ...
[24]
A Primer on Digital Pulse Amplitude Modulation - Technical Articles
Jan 22, 2023 · In digital PAM, a stream of digital data is encoded into a sequence of “pulses” by translating binary values into amplitude levels. This ...Missing: variants 16 multi-<|control11|><|separator|>
[25]
Optical Bandwidth Requirements for NRZ and PAM4 Signaling
Optical bandwidth is the frequency at half power. For NRZ, it's 0.75x bit rate; for PAM4, it's 0.5x baud rate, requiring calculation.<|control11|><|separator|>
[26]
https://www.tek.com/en/documents/whitepaper/optical-bandwidth-requirements-nrz-and-pam4-signaling
[27]
[PDF] Gray Coding for Multilevel Constellations in Gaussian Noise
This paper addresses the problem of selecting an optimal labeling with respect to minimizing the bit error probability. (BEP) in digital communication systems ...
[28]
[PDF] A 32/16 Gb/s 4/2-PAM Transmitter with PWM Pre-Emphasis and 1.2 ...
The capability to switch between 4-PAM and 2- PAM, adjustable pre-emphasis (50%–75% duty-cycle, or NRZ), and adjustable output amplitude makes it suitable for ...
[29]
Single channel 224 Gbit/s (56-GBaud) PAM-16 transmission using ...
With linear digital pre-distortion (DPD) and 8-bit digital to analogue converter (DAC), a single channel 224 Gbit/s (56-GBaud) 16-level pulse amplitude ...
[30]
G.703 : Physical/electrical characteristics of hierarchical digital ... - ITU
Mar 6, 2024 · G.703 (11/88), Physical/electrical characteristics of hierarchical digital interfaces, Superseded ; G.703 (04/91), Physical/electrical ...
[31]
A Driver-Current-Regulated 120-Gb/s PAM-8 7-bit DAC-Based ...
Oct 28, 2025 · This brief presents a 120-Gb/s eight-level pulse amplitude modulation (PAM-8) 7-bit digital-to-analog converter (DAC) based transmitter with ...
[32]
https://www.researchgate.net/publication/396963569_A_Driver-Current-Regulated_120-Gbs_PAM-8_7-bit_DAC-Based_Transmitter_in_28-nm_CMOS
[33]
https://ieeexplore.ieee.org/document/9537159
[34]
https://ieeexplore.ieee.org/document/9980733
[35]
FPGA Implementation for 24.576-Gbit/s Optical PAM4 Signal ...
Dec 9, 2024 · In this work, we implemented a short-reach real-time optical communication system using MLP for pre-distortion.Missing: ASIC | Show results with:ASIC
[36]
A Linear Modulator Driver With Over 70-GHz Bandwidth 21.8-dB ...
Dec 22, 2023 · The chip's total power consumption is 725 mW, resulting in a power efficiency of 2.83 pJ/bit. Overall, this is the first time an optical ...
[37]
[PDF] Software-Defined Radio for Engineers | Analog Devices
Mar 26, 2018 · Furthermore, demodulation of a PAM transmission is performed by detecting the amplitude level of the carrier at every symbol period. The most ...
[38]
[PDF] PulsAmplitudeMod_PAM -- Overview Objectives: Equipment: Theory:
Theory: Pulse Amplitude Modulation is a form of signal modulation where the message information is encoded in the amplitude of a series of signal pulses.
[39]
A PAM4 transceiver design scheme with threshold adaptive and tap ...
Jun 21, 2023 · Sampler threshold adaptive operation is introduced to address sampling errors caused by reduced eye height in the PAM4 signal [14]. At the same ...
[40]
[PDF] Fundamentals of Synchronization - John M. Cioffi
... clock extraction is necessary for timing recovery (recovery of the symbol ... An example considers a PLL attempting to track a 1 MHz clock with a local oscillator ...
[41]
[PDF] Equalization - John M. Cioffi
3.13.1 Controlled ISI with the DFE . ... EXAMPLE 3.6.1 [PAM - DFE] The pulse response of a channel used with binary PAM.
[42]
PAM2 vs. PAM4 Signaling: A Simple Guide | SI Fundamentals
Jan 7, 2025 · PAM4 a signaling is used in high-speed data communication to effectively double the serial data rate without requiring an increase in channel bandwidth.
[43]
[PDF] Addressing the Challenges of PAM-3 USB 4.0 - Design and Analysis
Multi-Level Transition (MLT-3) was used on 100Base-TX (802.3u) in 1995. ○. PAM3 (8b/6t) was adopted into 100BASE-T4 (100 Mbit/s over four-pair UTP cable) in ...
[44]
802.3ab - of IEEE Standards Working Groups
100BASE-TX signaling with 5-level. 1000BASE-T signaling. • Implemented as a two-step approach: - Convolutional Encoding to convert scrambled octet data to 9 ...
[45]
[PDF] 10 Gigabit Ethernet on Unshielded Twisted-Pair Cabling
10GBASE-T uses a PAM16 multilevel line code. It has two back-to-back PAM16 sym- bols and creates a synthetic two-dimensional 16 x 16 point constellation.
[46]
PAM-3 Tech Enhances USB4 v2 Implementation | Synopsys IP
Jan 16, 2023 · The USB4 version 2.0 standard allows a port or cable to transfer data at 80Gbps, which is double the existing USB4 data rate of USB 40Gbps.
[47]
USB 4 Version 2's Secret 120 Gbps Mode Has a Catch
Sep 5, 2022 · With USB 4 version 2, per lane data transfer rate is increased to 40 Gbps, and aggregated bandwidth increases to 80 Gbps with PAM-3 encodings (in both ...
[48]
https://ieeexplore.ieee.org/document/723392
[49]
[PDF] A/53: ATSC Digital Television Standard, Parts 1-6, 2007
The terrestrial broadcast mode (known as 8-VSB) delivers an MPEG-2 Transport Stream. (MPEG-2-TS) of up to 19.39 Mbps in a 6 MHz channel. Two optional modes use ...Missing: PAM | Show results with:PAM
[50]
PCI Express 6.0 Specification
PCIe 6.0 doubles PCIe 5.0's bandwidth, has a 64.0 GT/s raw data rate, uses PAM4 signaling, and has FEC/CRC for error correction.
[51]
Why Did the PCIe® 6.0 Specification Adopt PAM4? There Are Many ...
Feb 4, 2023 · PAM4 enables PCIe 6.0 specification to provide the bandwidth required for high data-rate applications such as Data Center, Artificial Intelligence/Machine ...
[52]
On its Sixth Generation, Third Decade and Still Going Strong - PCI-SIG
Jan 11, 2022 · PCI Express has evolved through six generations, doubling bandwidth each time, and is now at 64.0 GT/s, using PAM4 signaling.
[53]
[PDF] PCI Express® 6.0 Specification at 64.0 GT/s with PAM-4 signaling
PCIe technology doubles the data rate every generation with full backward compatibility every 3 years. • Ubiquitous I/O across the compute continuum: PC,.
[54]
Micron Reveals GDDR6X Details: The Future of Memory, or a ...
Sep 6, 2020 · Micron's GDDR6X is the industry's first mass-produced memory that uses four-level pulse amplitude modulation signaling, or PAM4.
[55]
Samsung GDDR7 memory to offer 36 Gbps bandwidth, uses PAM3 ...
Dec 5, 2022 · Samsung confirms that GDDR7 is now projected to support bandwidth up to 36 Gbps, so twice as fast as the current 18 Gbps chips used by most Radeon RX 6000 GPUs.
[56]
Why Did PCIe 6.0 Adopt PAM4? There Are Many Reasons.
Jan 30, 2023 · Using PAM4 modulation, PCIe 6.0 architecture uses the same Nyquist frequency of 16 GHz, yet the data rate doubles to 64 GT/s per link and up to ...Missing: lane CTLE DFE
[57]
PAM4: A New Modulation Technique for High-Speed Data ...
PAM4 is often compared to the more basic non-return-to zero (NRZ) modulation that preceded it. Both methods are currently in use, with some applications ...
[58]
PCIe 7.0 spec finalized with up to 512GB/s speeds — PCI-SIG ...
Jun 12, 2025 · The PCIe 7.0 specification increases the per-lane data transfer rate to 128 GT/s in each direction, which is twice as fast as PCIe 6.0 supports and four times ...Missing: PAM- | Show results with:PAM-
[59]
Pulsed amplitude modulation chlorophyll a fluorescence
Pulsed amplitude modulation (PAM) chlorophyll a fluorescence provides information about photosynthetic energy transduction.Missing: A_k = A_c +<|control11|><|separator|>
[60]
Pulse-Amplitude-Modulation (PAM) - WUR
PAM uses a 1 μs light pulse synchronized with a lock-in amplifier to measure fluorescence, calculating PSII photochemical efficiency.
[61]
History - Walz
Introduction of the DIVING-PAM, the first underwater PAM fluorometer. 1998. Development of two highly sensitive PAM fluorometers for analyzing algae in natural ...
[62]
The use of pulse amplitude modulated fluorometry to determine fine ...
Recent developments in the use of pulse amplitude modulated (PAM) fluorometry with submerged plants in situ has enabled measurement of photosynthetic activity ...
[63]
Invited Paper: PAM and PWM Driving Comparison for Micro LED ...
Aug 10, 2025 · Unlike PWM, which regulates brightness by switching LEDs on and off, PAM adjusts the amplitude of the driving current, as shown in Figure 3. ...
[64]
Energy‐Efficient 8‐PAM Optical DAC Design for Visible Light ...
Aug 1, 2025 · Experimental results demonstrate that the proposed ODAC transmitter achieves a data transmission rate of 18.75 Mbps with a bit error rate (BER) ...
[65]
PAM vs PWM vs PPM: Advantages and Disadvantages
Benefits of PAM ; Simplicity: PAM systems are the simplest to implement. ; Easy Generation and Detection: Due to its simplicity, both generating and detecting the ...
[66]
A case study in photosynthetic parameters of perennial plants ...
Aug 8, 2025 · The plants were in light adapted state. An analysis of the results was conducted using WinControl Software for PAM Fluorometers (Waltz, Germany) ...
[67]
[PDF] IoT-enabled Smart Lighting Systems for Smart Cities - FIU
Our results reveal that IoT-enabled smart lighting systems can reduce power consumption up to 33.33% in both indoor and outdoor settings. Finally, we discussed ...
[68]
[PDF] Comparison of PAM-4 and NRZ Signaling - IEEE 802
Mar 10, 2004 · PAM-4 has an advantage for very high loss channels (such as cables), however this advantage is not universal. Existing PAM-4 implementations ...
[69]
PAM4: Pulse Amplitude Modulation Explained
Sep 26, 2024 · PAM4 is a four-level pulse amplitude-modulated signal, where each voltage level represents two bits of data.
[70]
[PDF] PAM-2 on a 1 Meter Backplane Channel - IEEE 802
Adopting PAM-2 signaling enables IEEE 802.3bj to be compatible with other 25-28 G standards, permitting. “single SERDES does all”, backward compatibility, and.
[71]
Ideal SNR Penalties
○ PAM-2 (NRZ) = 0 dB. ○ PAM-4. = 4.8 dB. ○ PAM-16. = 11.8 dB. □ QAM-M ... GBaud BW GHz Penalty dB. 25G NRZ. 4. 25. 12.5. 0. 50G NRZ. 2. 50. 25. 1.5. 50G PAM-4. 2.
[72]
100Gb/s SMF PMD Alternatives Analysis - IEEE 802
Nov 15, 2012 · SNR Penalties: PAM-M vs. NRZ (PAM-2). 7.4. 9.1 dB. 7 dB. 6 .2dB. 8 dB. 6.6 dB 6.1 dB. 10.4. 7.3. 6.6 dB 5.8 dB 5.7 dB. Penalty depends on. SNR ...<|control11|><|separator|>
[73]
PAM4 signaling considerations for high-speed serial links
The paper discusses current challenges and advantages of multi-level signaling for high-speed serial links, showing the differences and similarities in link- ...
[74]
Systematic Crosstalk Reduction Methods towards PCIe 7.0 PAM4 ...
Crosstalk has emerged as a critical challenge in 5G/6G-connector data links and led to severe inter-channel interference in high-speed communication
[75]
[PDF] A Reconfigurable 16/32 Gb/s Dual-Mode NRZ/PAM4 SerDes in ...
High-speed link signal integrity suffers from ISI caused by channel skin effect, dielectric loss, and reflections. The proposed transceiver is designed to ...
[76]
A 40-Gb/s PAM-4 Transmitter Based on a Ring-Resonator Optical ...
Oct 3, 2017 · Higher order pulse amplitude modulation (PAM) schemes can be exploited to mitigate their fundamental energy-bandwidth tradeoff at the system ...
[77]
Impact of Analog and Digital Pre-Emphasis on the Signal-to-Noise ...
Jan 14, 2020 · To mitigate the quantization error induced SNR degradation, we show that analog pre-emphasis filters can be used in conjunction with digital pre ...
[78]
Beyond 200 Gb/s PAM4 transmission using Tomlinson-Harashima ...
We show experimental results for the transmission of up to 112 Gbaud PAM4 comparing the performance of Tomlinson-Harashima precoding with decision-feedback ...
[79]
[PDF] PAM-4 vs. duobinary modulation @25 Gb/s - IEEE 802
Probable causes: – Noise penalty associated with pre-distortion to optimize the PAM-4 eye. ... Optimizing ISI to create a duobinary signal. Figures from E.