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Frequency multiplier

A multiplier is an that generates an output signal with a that is an multiple of the input signal's , typically used to produce high- signals from more stable lower- sources. These circuits rely on the nonlinear behavior of components like diodes or transistors to create from the input signal, followed by filtering to select the desired multiple. The multiplication factor, denoted as N, results in degradation of approximately 20 log₁₀(N) compared to the input. Frequency multipliers are broadly categorized into passive and active types. Passive multipliers, often diode-based, include varistor types using Schottky barrier diodes for broadband operation with lower efficiency, and varactor types for higher efficiency in narrowband applications through reactive termination of idler frequencies. Active multipliers utilize transistors such as field-effect transistors (FETs) or bipolar junction transistors (BJTs) in configurations like single-ended or balanced topologies, providing conversion gain and potentially better efficiency but with increased noise. Key applications include and millimeter-wave signal generation in transceivers, local oscillators for receivers, and chains starting from low-frequency references like 10 MHz to reach frequencies up to several GHz. They are particularly valuable in systems, , and communications where direct high-frequency is inefficient or unstable.

Fundamentals

Definition and Purpose

A is an or device that generates an output signal whose is an multiple (n > 1) of the input signal , achieved through nonlinear operations that produce from the input . These devices operate by passing the input signal through a nonlinear , such as a or , which distorts the to create higher- components, followed by filtering to isolate the desired . The primary purpose of a frequency multiplier is to produce stable high-frequency signals from more reliable and lower-frequency sources, addressing challenges in directly generating oscillations at very high frequencies where phase noise, stability, and power efficiency become significant issues. This capability is essential in for applications like (RF) synthesis, systems, and , where direct high-frequency oscillators may be impractical due to technological limitations. Common examples include doublers (n=2), which generate the second , and triplers (n=3), with higher-order multipliers used for even greater steps; these can be implemented as passive types, which rely solely on harmonic generation without power gain, or active types, which incorporate for better output power. multipliers first found application in early radio and systems during and 1940s, enabling the extension of lower-frequency oscillators to higher bands critical for communication and detection technologies.

Basic Principles of Operation

A multiplier generates an output signal whose is an multiple of the input signal by exploiting the nonlinear response of a to distort the input . This distortion transforms the pure sinusoidal input into a complex containing the original along with higher-order harmonics. The nonlinear 's —whether resistive or reactive—produces these harmonics through the creation of sum and difference frequencies inherent to nonlinear mixing processes. Following generation, a selective isolates the desired multiple of the input , such as the second (2f) for a doubler or the third (3f) for a tripler, while attenuating the fundamental and extraneous harmonics. Bandpass or resonant play a pivotal role in this stage, ensuring spectral purity by providing high rejection of unwanted components and maintaining across the operational bandwidth. Without effective filtering, the output would suffer from , reducing the multiplier's utility in applications requiring precise control. Power handling in frequency multipliers varies by design: passive configurations, relying solely on the nonlinear element and , inherently attenuate the signal due to losses during harmonic generation and filtering. In contrast, active multipliers integrate to compensate for these losses, potentially delivering output power equal to or greater than the input, though at the cost of added and . This operational flow assumes familiarity with signals and their decomposition into components.

Theoretical Foundations

Nonlinear Effects and Harmonic Generation

In frequency multipliers, the core relies on the nonlinear response of active or passive devices to an input signal, where the output voltage v_{\text{out}} is a nonlinear f(v_{\text{in}}) of the input voltage v_{\text{in}}. This nonlinearity is typically modeled using a polynomial expansion around the : v_{\text{out}} = a_0 + a_1 v_{\text{in}} + a_2 v_{\text{in}}^2 + a_3 v_{\text{in}}^3 + \cdots, where the coefficients a_n (for n \geq 2) represent the nonlinearities arising from device physics, such as the current-voltage characteristic in diodes or the compression in transistors. Higher-order terms become prominent at increased input amplitudes, enabling the generation of new components beyond the . For a sinusoidal input v_{\text{in}} = A \cos(\omega t), the nonlinear terms produce harmonics through trigonometric identities. The quadratic term yields a_2 v_{\text{in}}^2 = a_2 \frac{A^2}{2} (1 + \cos(2\omega t)), contributing a direct-current (DC) component and the second harmonic at $2\omega. The cubic term expands to a_3 v_{\text{in}}^3 = a_3 \frac{A^3}{4} (3 \cos(\omega t) + \cos(3\omega t)), reinforcing the fundamental at \omega while introducing the third harmonic at $3\omega. Even-powered terms generally generate even harmonics (multiples of $2\omega), while odd-powered terms produce odd harmonics (multiples of \omega, excluding the fundamental). The periodic output waveform from such nonlinear processing can be fully decomposed using Fourier series into a sum of harmonics: v_{\text{out}}(t) = \sum_{n=-\infty}^{\infty} c_n e^{j n \omega t}, or equivalently in cosine form, v_{\text{out}}(t) = c_0 + \sum_{n=1}^{\infty} |c_n| \cos(n \omega t + \phi_n), where n is an integer multiple, c_n are complex coefficients determined by the nonlinearity strength and input amplitude, and only integer harmonics n f (with f = \omega / 2\pi) appear due to the periodicity. This representation isolates the desired harmonic for multiplication while filtering others. The choice of even or odd symmetry in the nonlinear transfer function influences harmonic selectivity. Even-symmetric functions, such as full-wave (approximating |v_{\text{in}}|), emphasize even harmonics like the second for doublers by suppressing components through balanced operation. Conversely, odd-symmetric functions, akin to a cubic nonlinearity v_{\text{out}} \propto v_{\text{in}}^3, favor harmonics such as the third for triplers, as even terms cancel in antisymmetric configurations. A key performance metric is the conversion efficiency \eta, defined as \eta = \left( \frac{P_n}{P_{\text{in}}} \right) \times 100\%, where P_n is the output power at the desired nth and P_{\text{in}} is the input power at the . This efficiency depends on the nonlinear coefficients and but is inherently limited by power dissipation in unwanted harmonics.

Efficiency and Design Considerations

The of a frequency multiplier is primarily characterized by its conversion , defined as the ratio of output at the desired harmonic nf to the input at f. For passive multipliers, which rely on nonlinear elements like diodes without , typical conversion efficiencies range from 10% to 50%, depending on the design and multiplication factor; for instance, varactor-based doublers can achieve up to 32% under optimal conditions. Active multipliers, incorporating transistors such as FETs, can exceed this range by providing conversion gain, with reported drain efficiencies up to 59.7% in Class-E triplers and gains of 7-8 dB. Design trade-offs in frequency multipliers arise prominently with increasing multiplication factor n, where higher n leads to reduced due to the inherently weaker power in higher-order s; for resistive passive multipliers, efficiency scales inversely with n^2. is another constrained parameter, limited by the quality factor Q of the input and output filters, which must selectively pass the desired while rejecting others, often resulting in operation for varactor designs. Cascading lower-order multipliers can mitigate efficiency losses from high n but introduces additional complexity and potential phase shifts. Suppression of spurious signals, or spurs, is critical in multiplier design, requiring sharp bandpass filters to isolate the desired output and attenuate unwanted generated by the nonlinear process. from the input signal propagates through the multiplier, degrading by a factor of n (or $20 \log_{10} n in ), such that noise at offset \Delta f from f appears at n \Delta f from nf; for example, a doubler (n=2) worsens by 6 . Balanced configurations, like anti-parallel diodes, aid in rejecting specific harmonic orders to enhance suppression. Nonlinear elements in frequency multipliers exhibit sensitivity to temperature variations, affecting output power (typically varying less than 10% over -50°C to +100°C) and phase stability due to changes in diode parameters like transition time and carrier lifetime. Compensation techniques, such as bias point adjustments or standard temperature-stabilizing circuits, are employed to maintain performance, particularly in varactor and diode-based designs where thermal effects can introduce low-frequency resonances or impedance shifts. A key theoretical limit is the maximum efficiency for a frequency doubler, where \eta_{\max} = 100\% is possible by directing all input power to even harmonics under ideal conditions with perfect idler termination. In practice, however, efficiencies fall below 40% due to resistive losses, imperfect harmonic filtering, and nonlinear device limitations.

Circuit Implementations

Diode-Based Multipliers

Diode-based frequency multipliers rely on the inherent nonlinearity of the p-n junction , particularly its current-voltage (I-V) characteristic, to generate frequencies from an input signal. The diode's I-V relationship is described by the I = I_0 (e^{V / \eta V_{th}} - 1), where I_0 is the reverse , \eta is the ideality (typically 1-2), and V_{th} is the thermal voltage (approximately 26 mV at ). This behavior leads to a expansion of the current as a function of voltage, I = \chi^{(1)} V + \chi^{(2)} V^2 + \chi^{(3)} V^3 + \cdots, where higher-order terms produce when a sinusoidal voltage is applied. For instance, the second-order term generates the second (2f), while the third-order term contributes to the third (3f), enabling frequency multiplication through selective filtering of the desired output. A straightforward implementation is the full-wave doubler, which employs a bridge configuration with four diodes to achieve of the input signal, yielding an output primarily at twice the input (2f). In this passive circuit, the diodes are arranged such that two conduct during the positive half-cycle and the other two during the negative half-cycle, effectively doubling the by capturing both halves of the input and suppressing odd harmonics. This offers high (often approaching -6 for ideal cases) and good rejection of unwanted odd-order harmonics, making it suitable for simple RF applications; for example, doubling a 40 MHz input to 80 MHz can achieve output levels within 6 of the input at moderate power levels (e.g., 10 dBm) using standard diodes and a for blocking. The performance of these multipliers is significantly influenced by the choice of terminations at the input and output. Resistive terminations, which present a matched load to the diode's nonlinear resistance ( mode), facilitate operation across a wide range but result in lower due to dissipative losses, typically exhibiting around 10 conversion loss for doublers. Reactive terminations, incorporating inductors or capacitors to create short-circuit conditions for unwanted (e.g., via quarter-wave stubs or resonators), enhance narrowband by reflecting power back to the diode for better harmonic extraction, though they limit the operational . Basic circuits using these terminations operate effectively up to several GHz, constrained by diode parasitics such as junction , while power handling remains below 1 W to avoid or breakdown in the forward-biased state. These simple passive designs found early application in radar systems, where crystal diodes were utilized for low-power frequency multiplication to support signal generation in compact receivers and transmitters during .

Amplifier-Based Multipliers

Amplifier-based frequency multipliers integrate active with nonlinear to produce higher harmonics while providing to offset losses, making them suitable for applications requiring moderate output levels. These devices typically employ transistors biased for nonlinear operation, leveraging the device's to generate multiple harmonics from a fundamental input signal. Unlike passive multipliers, the active nature allows for , enabling outputs in the range of 1-10 without excessive input drive requirements. A primary approach in amplifier-based multipliers is class C operation, where the is biased near or beyond , resulting in very short conduction pulses—often less than 10% of the input cycle—that produce rich content due to the abrupt switching action. This biasing minimizes power dissipation in the during off periods, yielding high , typically exceeding 50% for the conversion from input to desired output. The nonlinear effects, such as current clipping, amplify higher-order harmonics effectively, as outlined in fundamental nonlinear theory. Common transistor types include bipolar junction (BJTs) in common-emitter configurations or field-effect (FETs), such as MESFETs or HEMTs, in common-source setups, which facilitate easy integration of the multiplier stage following a linear pre-amplifier. In design, the input signal is intentionally overdriven to saturate the , generating a spectrum rich in harmonics, while resonant circuits or bandpass filters at the output selectively extract the target , suppressing unwanted components. For instance, class C doublers using GaAs FETs have achieved approximately 60% efficiency at 1 GHz with input powers around 0 dBm, demonstrating practical performance in RF systems. The advantages of amplifier-based multipliers include inherent that compensates for filtering losses and enables medium-power without high input levels, making them for transmitters and local oscillators. However, they exhibit limitations such as narrow operational bandwidth due to the tuned output networks and elevated , as the process inherently amplifies input by the square of the factor. These trade-offs necessitate careful optimization for specific bands and applications.

Advanced Diode Techniques

Advanced diode techniques in frequency leverage specialized devices to achieve higher-order and improved performance beyond conventional diodes. The (SRD) and varactor diode represent key advancements, exploiting unique nonlinear behaviors for efficient signal generation in and millimeter-wave systems. The operates by storing charge during forward bias, which is abruptly released during reverse bias, creating sharp transitions and impulsive waveforms that generate rich content. This mechanism enables high-order , up to 10 times or more, such as converting a 1 GHz input to a 10 GHz output by selecting the desired . SRDs are particularly suited for applications requiring impulse generation, including sampling oscillators where precise timing is essential. SRD circuits typically employ series or configurations, with the integrated alongside input matching networks, biasing resistors, and bandpass or lowpass filters to isolate the target while suppressing unwanted ones. These setups can achieve efficiencies up to 40% under optimized conditions, depending on input power and load matching. For instance, a shunt configuration enhances harmonic extraction in compact designs. In contrast, the varactor diode relies on reactive nonlinearity through voltage-dependent variation, providing a lossless for generation without significant resistive losses. This makes varactors ideal for doublers and triplers, often paired with tuned resonant circuits to maximize power transfer at the output , yielding efficiencies of 20-40%. Varactor designs emphasize biasing to optimize the capacitance-voltage (C-V) swing, ensuring a nonlinear profile that enhances conversion while minimizing back-conversion losses. They are commonly embedded in monolithic microwave integrated circuits (MMICs) for frequencies from 5 to 20 GHz, supporting compact, high-performance systems in and communication applications. Compared to SRDs, which excel in generating high harmonics through impulsive action but may introduce more noise and require careful filtering, varactors offer lower insertion loss and higher efficiency for lower-order multiplication, making them preferable in power-sensitive scenarios.

Emerging Solid-State and Nanomaterial Multipliers

In the 2010s, microelectromechanical systems (MEMS) emerged as a promising platform for frequency multipliers, particularly through cantilever-based designs that leverage mechanical resonance for harmonic generation. A seminal demonstration involved polysilicon cantilevers fabricated via the PolyMUMPs process, utilizing the square-law nonlinearity of capacitive transducers to achieve frequency doubling. For instance, a 51.75 µm cantilever converted a 500 kHz input to a 1 MHz output, while a 76.75 µm device doubled 227.5 kHz to 455 kHz, with experimental results validated by laser Doppler vibrometry and aligning closely with analytical models and simulations. These devices exhibited a quality factor (Q) of approximately 40, enabling low-loss operation suitable for on-chip RF signal processing, though scalability to higher frequencies remained a challenge due to mechanical damping. Graphene-based field-effect transistors (FETs) have advanced frequency multiplication by exploiting the material's high and nonlinear channel response to generate harmonics across broad bandwidths. Key developments from 2015 to 2020 highlighted graphene's potential in (THz) regimes, where its Dirac-type bandstructure facilitates efficient nonlinear effects like and harmonic generation. A 2021 study demonstrated tunable THz nonlinearity in gated graphene, achieving up to seventh-order harmonics (e.g., from 0.3 THz input to outputs at 0.9 THz, 1.5 THz, and 2.1 THz) with power conversion efficiencies reaching ~1% for third-harmonic generation under optimal Fermi energies of 50–200 meV, enhanced by factors of 9–81 via electrical gating up to 2 V. More recent work in 2025 explored dual-gate graphene FETs on flexible substrates, reporting voltage conversion efficiencies up to 8.4% at low operating voltages (<1 V), underscoring graphene's suitability for compact, high-frequency multipliers in THz applications. These innovations stem from graphene's ability to operate beyond traditional cutoff frequencies, supported by thermodynamic models of intraband nonlinearities. Other two-dimensional (2D) nanomaterials, such as molybdenum disulfide (MoS2), have been investigated post-2020 for flexible frequency multipliers, particularly in mixed-dimensional heterostructures that enable anti-ambipolar transport for nonlinear signal processing. A 2024 study on mixed-dimensional GaAsSb nanowire/MoS₂ nanoflake heterostructures demonstrated multifunctional anti-ambipolar electronics, enabling frequency doubling (e.g., from 100 Hz input to 200 Hz output) for nonlinear signal processing, with potential applications in THz sensing. These structures leverage MoS2's bandgap for enhanced carrier control, contrasting with graphene's zero-bandgap limitations, and support broadband operation. Emerging solid-state and nanomaterial multipliers provide ultrawideband performance and low power consumption compared to traditional diode-based approaches, with graphene FETs enabling operation from DC to over 100 GHz due to cutoff frequencies exceeding 100 GHz in optimized transistors. However, challenges in fabrication scalability, such as uniform graphene synthesis and integration with silicon processes, persist. Advances from 2020 to 2025 have pushed boundaries toward terahertz-range operation in graphene-based multipliers, as seen in enhanced THz harmonic generation strategies using structured architectures like nanoantennas to amplify nonlinearities.

Phase-Locked Loop Approaches

Integer-N PLL with Dividers

In an Integer-N phase-locked loop (PLL), frequency multiplication is achieved indirectly through a negative feedback mechanism that synchronizes a voltage-controlled oscillator (VCO) to a multiple of the reference frequency. A stable reference signal at frequency f_{\text{ref}} is compared to the feedback signal derived from the VCO output, which is divided down by an integer factor N using a programmable divider. The phase detector senses any phase difference between these signals and generates an error voltage that, after filtering, adjusts the VCO control input to lock the loop, resulting in the VCO operating at f_{\text{out}} = N \cdot f_{\text{ref}}. The core components of an Integer-N PLL include the phase detector (often a phase-frequency detector or PFD paired with a charge pump), a loop filter (typically a low-pass filter to smooth the error signal and ensure stability), the VCO (which produces the multiplied output ), and the divider chain in the feedback path. The divider, essential for the multiplication effect, reduces the high-frequency VCO signal to a level comparable to f_{\text{ref}}, enabling the loop to close. This configuration effectively multiplies the reference by N, but the output frequency step size is limited to multiples of f_{\text{ref}}, constraining resolution in frequency synthesis applications. Design considerations for Integer-N PLLs focus on the divider implementation and loop dynamics to handle high frequencies while maintaining performance. Dividers often employ flip-flop-based counters or dual-modulus prescalers (e.g., 8/9 or 32/33 configurations) to divide signals up to several GHz without excessive power consumption or jitter. Loop stability is ensured by selecting an appropriate bandwidth, typically requiring a phase margin greater than 45° to avoid oscillations, with the loop filter order (e.g., second- or third-order) tailored to suppress noise and spurs. The key relationship governing operation is given by f_{\text{out}} = N \cdot f_{\text{ref}}, where N is a positive integer, directly illustrating the multiplication factor. Integer-N PLLs offer advantages such as low phase noise—benefiting from the reference's clean spectrum multiplied by $20 \log_{10}(N) dB—and high frequency precision, making them suitable for applications like RF synthesizers operating up to 10 GHz, as seen in devices for wireless communications. These systems provide reliable locking and minimal spurs when the reference is stable, though the integer constraint limits finer tuning compared to other techniques.

Fractional-N Synthesis Techniques

Fractional-N synthesis techniques in phase-locked loops (PLLs) enable precise frequency generation by allowing the feedback divider ratio to average to a non-integer value, such as 10.5, through dynamic modulation of the division factor between adjacent integers. This approach builds on the integer-N PLL framework by introducing fractional capability, providing much finer output frequency steps without requiring a higher reference frequency. The technique relies on a programmable counter that switches between division ratios, controlled by a digital modulator to achieve the desired average. Central to fractional-N operation is the delta-sigma modulator, which produces a pseudorandom bitstream to dither the divider, effectively shaping the quantization noise spectrum so that it is pushed to higher frequencies outside the PLL's bandwidth. This noise shaping results in low in-band phase noise, with modulator orders of 2 to 4 being standard to balance aggressive noise suppression (e.g., 40 dB/decade roll-off for second-order) against increased circuit complexity and potential instability. Higher-order modulators, often implemented using multi-stage noise-shaping (MASH) architectures, further attenuate low-frequency noise components. Implementation typically employs dual-modulus prescalers or dividers, such as those toggling between ratios P and P+1, integrated with digital logic to process the modulator's output stream. The resulting output frequency is approximated as f_{out} \approx \left( P + \frac{F}{M} \right) \times f_{ref}, where P is the integer part, F/M is the fractional component (0 < F/M < 1), and fref is the reference frequency. The average divide ratio is given by N = P + \frac{1}{2^L} \sum_{k} b_k, where L is the modulator word length and bk are the modulator bits over time. These methods achieve resolutions finer than 1 Hz, making them ideal for applications requiring dense channel spacing, such as mobile communications. Key advantages include enhanced frequency resolution and the ability to widen the PLL loop bandwidth for faster times and lower overall , compared to integer-N synthesizers. However, fractional operation introduces spurious tones (spurs) due to periodic patterns in the modulator output, necessitating strategies like dithering to randomize the sequence and reduce sub-fractional spurs by up to 12 dB. Post-2020 advancements in integration have facilitated compact, low-power fractional-N PLLs for mm-wave systems, demonstrating wide tuning ranges (e.g., 27–39 GHz).

Applications and Developments

Historical and Traditional Uses

Frequency multipliers emerged in as essential components in superheterodyne receivers, where they facilitated the generation of stable signals by multiplying lower-frequency crystal-controlled sources to higher radio frequencies, enabling reliable signal conversion and improving receiver sensitivity. During , they played a critical role in systems, particularly in (LO) chains for magnetron-based transmitters, allowing the multiplication of stable low-frequency oscillators to bands for precise detection and tracking applications. In traditional roles, frequency multipliers were widely employed for RF signal generation in broadcast equipment and test instruments, where they enabled the production of high-purity signals from stable low-frequency references, as well as frequency doublers in setups to achieve crystal control on higher bands like the 20-meter shortwave without direct high-frequency oscillation. Specific examples include vacuum tube-based multipliers in television transmitters, which used multi-stage designs with oscillators to drive class C amplifiers, generating VHF signals while protecting fragile crystals through buffered . Prior to the 1980s, diode chains were integral to early communications, multiplying signals in systems like . These devices addressed key limitations of direct high-frequency oscillators, such as instability and poor , by leveraging very stable low-frequency references (e.g., 10 MHz) and multiplying them to microwaves, resulting in superior spectral purity despite the 20 log(N) dB phase noise penalty for multiplication factor N. By the , however, discrete and early multipliers began to be phased out in many low-power applications in favor of integrated circuits, including planar Schottky diodes and solid-state varactors, which offered better integration, reliability, and efficiency in compact RF systems.

Modern and Future Applications

In modern communications systems, frequency multipliers play a critical role in generating (LO) signals for millimeter-wave (mmWave) transceivers in and emerging base stations. Varactor-based multipliers, leveraging nonlinear characteristics, enable efficient frequency upconversion to bands above 24 GHz, supporting post-2020 deployments of high-capacity mmWave networks. For instance, single-stage multipliers achieve multiplication factors up to 12 times for applications around 28 GHz, providing low-phase-noise signals essential for and reduced harmonic distortion. These components facilitate the integration of LO chains in compact transceivers, enhancing in urban infrastructure. In (THz) technology, graphene-based frequency multipliers have advanced and applications, particularly for frequencies exceeding 100 GHz. These devices exploit graphene's high carrier mobility and nonlinear to enable reconfigurable generation, with demonstrations of tunability across 0.1–10 THz for non-invasive security s and material analysis. Research from 2020 to 2025 highlights multilayer graphene metasurfaces achieving electronically tunable multiplication, supporting high- THz systems with output powers suitable for concealed threat detection. For example, a 600 GHz-band using an 18-times frequency multiplier demonstrates at ~2 mm , addressing limitations in traditional sources. Beyond communications, frequency multipliers are integral to automotive systems operating at GHz, where -germanium (SiGe) implementations provide compact, high-multiplication-factor chains (e.g., ×18) for frequency-modulated continuous-wave (FMCW) sensing. These enable precise and measurements in advanced driver-assistance systems (ADAS), with low power consumption under 5 mW and below -100 /Hz at 1 MHz offset. In , quantum dot-based multipliers operate at cryogenic temperatures to generate clock signals, integrating seamlessly with platforms for scalable control and readout at frequencies up to several GHz. The global market for frequency multipliers was valued at approximately $1.5 billion in 2023 and is projected to reach $2.7 billion by 2032, driven by demand in /, , and THz sectors, with a CAGR of about 6.5% (as of 2023 estimates). Looking to future developments, integrated offers promise for optical frequency multipliers, utilizing nonlinear effects in waveguides to achieve high-order multiplication (e.g., octupling or tenfold) with below -120 dBc/Hz, enabling compact synthesizers for beyond-5G optical interconnects. AI-optimized designs are emerging to enhance efficiency in RF and multipliers, employing for parameter tuning in monolithic microwave integrated circuits (MMICs), reducing design cycles by up to 50% while minimizing power dissipation. However, challenges persist in power scaling for high-frequency operation above 100 GHz, where nonlinear losses limit output power to microwatts, and integration into system-in-package () formats demands advanced to mitigate heat-induced errors. Addressing these through photonic-electronic approaches will be key to widespread adoption in and .

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