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high-speed digital systems require precise impedance control, effective EMI mitigation, and carefully designed power
distribution networks to meet strict electromagnetic compatibility (EMC) standards. Managing signal and power paths with
precision has become essential, especially as interconnects increasingly behave like transmission lines at these frequencies
[1].
Operating in the GHz frequency range tends to cause problems such as signal losses, attenuation, and power dissipation
during transmission, which cause a degradation of system performance and reliability [2]. Furthermore, at high frequencies,
SI is susceptible to impedance mismatches at circuit connections, such as device connection pins, vias, and PCB trace
discontinuities, particularly when the electrical wavelength is shorter than the trace length [3], [4], therefore, a precise
impedance matching should be done to preserve signal integrity and prevent distortion. In high-speed PCB design, impedance
control is performed by the correct trace spacing, trace width modifications, and layer stack-up distribution using predefined
dielectric constant materials. Careful selection of routing guidelines, together with EMI shielding, all contribute to overall
PCB performance and enable high-speed data transmission [5], [6]. Transmission lines are prone to high-frequency effects,
including reflection and attenuation, which significantly reduce the quality of the signal at high data speed digital systems.
The trace on a printed circuit board (PCB) may be thought of as a perfect channel at the direct current (DC) operating point
since it is free of capacitance, inductance, and resistance. Analog circuit features, however, predominate at higher frequencies.
As a result, the channel is significantly impacted by parasitic resistance, inductance, and capacitance. A simple circuit model
can be used to depict the trace on a PCB. These parasitic components determine the characteristic impedance of the PCB
trace. Signal quality deteriorates with any impedance discontinuity or mismatch along the transmission channel. The uneven
impedance of the transmission line, receiver's input, and transmitter's output results in the impedance mismatch. As a result,
the leftover energy is reflected to the transmitting end, leaving the broadcast signal to only partially reach the receiver.
Because of the reflection, the signal is weakened or warped. The receiver's ability to accurately interpret data is impacted by
the degree of signal attenuation. When there is severe signal distortion, the receiver may misinterpret the data, resulting in
data error [7].
Electromagnetic Interference EMI, defined as the unwanted disturbance caused by electromagnetic energy, arises when EMC
compliance is violated. Since 1996, adherence to EMC regulations has been mandated across the European Union, requiring
all electrical and electronic devices to neither emit harmful electromagnetic radiation nor be adversely affected by such
emissions from external sources. Compliance with these standards has thus become a critical objective in PCB design,
especially for high-speed, high-frequency applications. Several researchers have proposed methodologies to address these
growing challenges. Yildiz and Coskun [1] provided a comprehensive framework for designing PCBs with reduced EMI and
enhanced EMC by combining experimental observations, theoretical models, and practical engineering techniques.
Degerstrom, Smutzer, Gilbert, and Daniel [2] analyzed PCB architectures capable of supporting 56 Gbps NRZ signaling,
emphasizing the role of insertion loss, skew, and signal integrity, while investigating via stubs, pin-field breakouts, and fiber
weave skew through simulations and measurements. Li [3] introduced a low-loss hybrid-plane PCB design to reduce material
costs and enhance signal quality using reduced amounts of PTFE. In a related effort, Singh, Anand, and Ladwal [4] examined
common PCB design errors and proposed strategies for optimizing power converter layouts. They provide sufficient signal
integrity, maximize thermal management, lower parasitic inductance, and enhance component placement by using trace width
calculations and high-voltage isolation techniques. The book functions as a reference manual for high-speed PCB layout. In
[8] a low-loss hybrid-plane PCB layout has been developed to enhance signal quality in high-speed transmission lines and
reduce the cost of low-loss dielectric materials. This design uses less PTFE and achieves similar signal quality benefits as
conventional hybrid PCBs, resulting in significant cost savings. The low-loss dielectric layer should be at least 80µm thick.
Thongrattana and Manoppong [9] applied a Design of Experiment (DOE) methodology to optimize parameters in a surface-
mount technology (SMT) process for flexible printed circuit boards (PCBs). To decrease errors in the solder printing process,
it focuses on correcting variations in solder volume. The researchers discovered that solder volume uniformity is greatly
impacted by print speed, print pressure, print range, and clearance. They identified ideal parameter levels for reducing waste
and reaching almost 100% solder volume on target. Rayas-Sánchez et al. [10] The paper proposes a method to enhance signal
and power integrity and power delivery networks in high-speed links using surrogate-based optimization, focusing on space
mapping techniques, and presents a computationally efficient parameter extraction methodology. The techniques for
measuring and lowering electromagnetic interference (EMI), such as GTEM cells, RCs, OATS, and LSNs, are thoroughly
examined in [11]. It also covers electromagnetic shielding, EMI reduction strategies, and EMI emission and immunity testing
methods. Additionally, the writers investigate EMI filters, circuit topology modifications, and spread spectrum. Practical
aspects of EMI measurement and control, including testing procedures and real-world application difficulties, are also
included in the paper. The study in [12] explored recent advancements in flexible electromagnetic interference shielding
material design, focusing on enhancing green shielding performance by balancing reflection and absorption loss, using
inherently flexible materials like graphene foams and aerogels.
Additional progress in the field includes the work of Yasunaga et al. [13], who developed a Capacitor Segmental
Transmission Line (C-STL) structure. By applying genetic algorithms, they optimized the placement and values of embedded
capacitors to enhance signal integrity in high-speed circuits. Menićanin et al. [14] used vector network analyzer testing to
extract critical parameters of ferrite-based EMI suppressors, improving their accuracy for practical PCB applications. Berzoy
et al. [15] also applied genetic algorithms in combination with 3D finite element methods to optimize magnetic field
distribution and reduce EMI in power converters. In a more data-driven approach, Ecik et al. [16] proposed a decision tree–