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Performance analysis of nonlinear crosstalk of WDM systems using modulation schemes criteria

  • Nidhal Abd Mohammed , Riyadh Mansoor EMAIL logo , Haider J. Abd and Hilal A. Fadhil
Published/Copyright: August 27, 2024
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Abstract

Nonlinearities in optical fibers are regarded as the most significant barriers that endanger the effectiveness of the optical transmission system and pose a threat to communication quality. Four-wave mixing (FWM) is one of the most important nonlinear effects that greatly reduces the wavelength-division multiplexing (WDM) system performance at high data rates over extended transmission distances. This research examines, and assesses, numerically, the behavior of a 4-channel, 40 Gbps WDM system under the effect of the FWM under various tuning parameters, including dispersion, input power, and wavelength spacing. The system model was built using OptiSystem software, and then three different modulation formats, namely, Non-return-to-zero-frequency shift keying, Return-to-zero frequency shift keying, and differential phase shift keying (DPSK) are used to assess the FWM power penalty. The results demonstrate that the FWM power penalty obtained with 1 nm wavelength separation in the DPSK method is dramatically reduced to −35 dBm. This study also demonstrates that when power variation is taken into consideration, the DPSK modulation scheme delivers a lower bit error rate in comparison to other modulation schemes.

1 Introduction

Healthcare, engineering, and urban planning, among others, are examples of the top industries that require high data rates with large bandwidth to cope with the everyday increase in data processing requirements [1]. Optical fiber communication is proven to be the optimal solution to tackle these challenges due to the huge bandwidth in the visible light spectrum. The high bandwidth offered by the optical fiber can be used efficiently by adopting wavelength-division multiplexing (WDM); a technology where several modulated channels of different wavelengths (and different data rates) are transmitted simultaneously at the same time. With the WDM, the throughput of the fiber is maximized compared with a single-channel transmission. Expanding the system throughput requires either increasing the data rate per channel or increasing the number of transmitted channels for a given data rate [2,3,4]. A high number of channels necessitate a reduction in the channel spacing within the bandwidth. For high data rate transmission, the channel spacing becomes smaller, which leads to exciting nonlinearities in the optical fiber. Cross-phase modulation, stimulated Raman scattering (SRS), four-wave mixing (FWM), and self-phase modulation are examples of the major nonlinear effects in optical communication. FWM is defined as the generation of a new signal (fourth signal) as a result of the interplay among three co-propagated channels [5,6,7,8,9,10]. The refractive index dependence on the intensity variation of the input channels (third-order Kerr nonlinear effect) is responsible for the FWM effect which manifests as a crosstalk in WDM and is responsible for the degradation in the received signal.

Suppressing FWM is of great importance for high throughput, low noise, and high bit error rate (BER) transmission systems. Different techniques were proposed to mitigate this effect. The mitigation strategies ranged from introducing phase coherence among channels, manipulating the input power, using phase conjugation, the delay between channels, and different spacings between channels. However, other mitigation approaches rely on the use of advanced modulation techniques and optical filters [7,1113]. Karim [14] studied a theoretical design of an optical multiplexer/demultiplexer using a polarization converter, combiners, and polarization beam splitters. The performance assessment of these two devices was performed numerically via simulation. An average total insertion loss of 1.2 dB of the multiplexer is obtained. Promising simulation results were obtained, where the MUX/DEMUX is an effective technique to compete with actual marketed multiplexers. Shaban et al. [15] examined the robustness of different modulation formats tested for FWM by using dispersion-shifted fiber (DSF). A 200 Gbps data rate with different fiber lengths is used to assess the performance of the optical. Experimentally, it was approved that a 14 dB reduction in the FWM capacity is achieved by using return-to-zero (RZ) modulation.

Mohammed and Abd [16] used pairing groups of unlike optical waves to mitigate the effect of FWM using an on-off keying transmission system. An 8-channel, with an 80 Gb/s data rate system, was simulated. Two modulation formats (Carrier suppressed return to zero (CSRZ) and Duo binary modulation class-1 (DBM-1)) are used to assess the proposed system’s robustness. An optical fiber link of 60 km length and a 50 GHz spacing between the channels is examined. The FWM power penalty was suppressed using DBM-1 and CSRZ to lower than 41.38 and 47.97%, respectively, applying 12.5 dBm input power. Salim et al. [13] proposed a technique for mitigating the FWM effect by Odd-Even channel arrangement (OEC). The power variation effect was simulated in a 100 Gbps bit rate transmission system. OEC technique provided a 10 dB reduction in the FWM power.

Hamadamin et al. [17] tested different modulation formulas to suppress the effect of nonlinearity. The simulation was done with a data rate system (40 Gbps) and RZ-differential phase shift keying (DPSK), Non-return-to-zero (NRZ), CSRZ, and modified duo binary return-to-zero) were used. The fiber connection was examined and the best performance was for NRZ where Q = 38 and the lowest performance was in the case of CSRZ where Q = 6. The performance of RZ-DPSK was good and had a clearer and wider eye pattern, also the simulation results showed that RZ-DPSK provides the best performance for the optical wave system and has a higher tolerance to linearity and dispersion among other modulation modes. Suresh et al. [18] deliberated the FWM, nonlinear effect which causes a reduction in the optical communication performance system. They dealt with the concept of orthogonal polarization in order to reduce the effect of mixing four waves, and various modification techniques were used with orthogonal polarization. To reduce FWM effects, Han et al. [19] exhibited that increasing dispersion factor techniques as well as dispersion-compensating fibers reduce the effect of FWM using three channels system with 100 GHz channel spacing.

For high-speed transmission systems, the frequency shift keying (FSK) technique has been used. An optical transmitter with a 40 Gbps RZ-FSK transmission rate is suggested by Shao et al. [7], adjusting the frequency tone spacing (FTS) of adjacent channels to 100 and 60 GHz has the potential to improve receiver performance. However, there is currently a lack of research on how modulation format, specifically, impacts nonlinear effects. Existing studies have primarily focused on power penalties after 80 km transmission length, which is reported as 0.58 and 0.46 dB for the FTS values mentioned above [12]. Therefore, it is important to note that increasing data transmission rates and transmission distances can lead to stronger nonlinear crosstalk which, in turn, generates the need to mitigate these effects for optimal system performance. Furthermore, additional investigation is needed to explore the relationship between modulation formats and nonlinear effects in optical transmission systems.

2 Comparison with existing works

The research gap highlighted by this work is that even though the scientists are trying to lower FWM impact by concentrating on parameters of channel spacing, several researchers suggested different models to suppress FWM by applying the technique of modulation, but no complete model designs to WDM could be applied to suppress and utilize FWM impact using all parameters of the system. Moreover, most of the previous works have complicated system designs which are expensive. The FWM nonlinearity effect in the WDM system is tackled using different techniques. Recently, there are a number of approaches that are suggested to reduce FWM in WDM system which is summarized in Table 1.

Table 1

Summary of recent FWM tackling approaches

Year Authors Paper title Approach
2023 Kılınçarslan and Karlık [20] “Combined impact of SRS, FWM and ASE noise in UDWDM/DWDM long-haul communication systems using EDFAs” Adjusting system parameters
2022 Alsowaidi et al. [21] “Performance Comparison of Different Modulation Formats for a 40 Gbps Hybrid Optical CDMA/DWDM System against ISI and FWM” Advanced modulation formats
2022 Xie et al. [22] “Machine learning applications for short reach optical communication” Nonlinear signal processing techniques
2024 Jayanth et al. [23] “Design of multiparameter fiber Bragg grating in optical transmission systems wavelength division multiplexing” Advanced signal filtering techniques
2023 Luo et al. [24] “Deep Learning-Aided Perturbation Model-Based Fiber Nonlinearity Compensation” Emerging techniques

The aim of this work is to investigate and provide further insights into the relationship between frequency modulation format, FWM power, and their implications in optical transmission systems. The main objective is to compare the performance of three modulation techniques, namely, RZ-FSK, NRZ-FSK, and DPSK to optimize the system performance by reducing the FWM effect. In this work, two approaches (adjusting system parameters and modulation techniques) are combined to enhance system immunity against FWM. OptiSystemTM simulation version 2019 is used to perform all the numerical calculations.

3 System design

Frequency shift keying FSK is a modulation technique where the information is encoded on the light signal by changing the optical wavelength. In this work, this modulation scheme is adopted to enhance the system performance in terms of the robustness against the FWM crosstalk. Two types of FSK transmission (i.e. NRZ-FSK and RZ-FSK). The system performance is tested using DPSK for comparison. In DPSK, the phase of the carrier signal is affected by the information. NRZ-FSK, RZ-FSK, and DPSK transmitter and receiver designs are depicted in Figures 13.

Figure 1 
               Schematic of the proposed transmitter design for (a) RZ-FSK and (b) NRZ-FSK.
Figure 1

Schematic of the proposed transmitter design for (a) RZ-FSK and (b) NRZ-FSK.

Figure 2 
               Schematic of the proposed receiver of RZ-FSK/NRZ-FSK.
Figure 2

Schematic of the proposed receiver of RZ-FSK/NRZ-FSK.

Figure 3 
               Simulated model for the transmitter and receiver for DPSK.
Figure 3

Simulated model for the transmitter and receiver for DPSK.

In this system, the transmitter configuration involves a couple of external sources of continuous wave (CW) signals that can vary in optical power from −20 to 5 dBm with an optical line width of 10 MHz. These channels are combined using a multiplexer to form a WDM signal. The optical signals are externally modulated using a pseudo-random bit sequence (PRBS) generated by a pulse generator, employing a NRZ modulation format. The first Mach-Zehnder modulator serves as an intensity modulator, while the second Mach-Zehnder modulator is driven by a 32 GHz sinusoidal signal. Hybrid dispersion compensation techniques are employed in the optical connection, using single-mode fiber (SMF) and DCF (dispersion compensation fiber). The optical link includes three erbium-doped fiber amplifiers (EDFAs) to compensate for the attenuation effect. A 14 dB EDFA with a 6 dB noise figure are utilized to amplify the signal in the transmitter.

At the receiver, the received FSK signal is demultiplexed using an optical bandpass filter. A PIN photodiode of 10 nA dark current and 0.8 A/w responsivity is used for direct signal detection. An electrical subtractor is employed to extract electrical signals, and finally, a fourth-order low-pass Bessel filter of 0.75 times the bit-rate 3 dB cut-off frequency is utilized. Table 2 shows additional details regarding the specific parameters and characteristics of the system setup. The signal can then be reconstructed using regenerators and sent straight to the BER analyzer. The DPSK sequence generator receives a 0,1 random sequence from the PRBS transmission architecture and sends it as two M-array pulses to the Quadrature modulator. The Quadrature demodulator splits the received signal to a 2 M-array threshold detector (in the receiver), where it is conjoined and then sent to the DPSK demodulator.

Table 2

Model specifications

Parameters Unit Values
Fiber length (L) km 120
Input power (P i ) dBm −20 to 5
Wavelength (Δλ) nm 0.1−1
Dispersion ps/nm km 0−18
Nonlinear index of refraction n2 1.4
Cross-effective area (A eff) μm2 70 for SMF and 22 for DCF
Noise figure dB 4
Attenuation (α) (dB/km) 0.2
Channel numbers 3
Fiber type SMF + DCF
PIN responsivity 1 (A/W) 1

FWM is generated when three photons are combined to produce the fourth channel that falls in the same spectrum of the propagated channels. The frequency of the newly generated channel is defined as f ijk = f i + f j f k (where f i , f j , and f k are the frequencies of three propagated waves). If N channels are mixed in a WDM system, then the possible number of the generated FWM signals is expressed by N 2 ( N 1 ) N . However, falling to suppress these signals produces a time-varying power defined by Shao et al. [7].

(1) P FWM = 1 , 024 π 6 n 4 λ 2 C 2 D χ 111 L eff A eff 2 ( P i P j P k ) e α L × α 2 c α 2 + 2 π D e ( Δ f jk ) .

This equation takes into account factors such as input power values (P i , P j , and P k ) corresponding to the three co-propagated channels f i , f j , and f k . Additionally, the third-order susceptibility (χ111), degeneracy factor (D), the effective area (A eff), nonlinear length (L eff), fiber chromatic dispersion (D c), channel spacing (f ik , f jk ), laser wavelength, fiber loss coefficient, total length (L), and the fiber refractive index (n) are considered. The value for D is chosen to be 3 for the two-tone systems and 6 for the three-tone systems. Also, L eff is measured in cubic meters per watt second (15 m3/W s). The noise power produced by the power calculated by Equation (1) is given by

(2) N FWM = 2 b 2 P s P FWM 8 .

Equation (3) is used to determine the system performance in terms of the Q-factor when FWM, shot, and thermal noises are present.

(3) Q = K P S N th + N sh + 2 K 2 P s 2 + C IM ( m ) + N th .

Here C IM ( m ) represents the FWM crosstalk, P s is the power received at the receiver of a responsivity of k. N th and N sh are the thermal and shot noises, respectively. Finally, BER is obtained by

(4) BER = 0.5 × erfc Q 2 .

4 Results and discussion

In this study, four channels each of 40 Gbps are simulated using two different modulation schemes. FSK, as well as DPSK, modulation techniques are tested to estimate the robustness of the transmission link in terms of FWM noise. The analysis first examined the effect of different parameters (wavelength spacing, laser power, and fiber dispersion) on the overall FWM power penalty after a 100 km transmission distance. Finally, the optical link performance is assessed using the BER and eye diagram. The flow chart of our proposed work is explained in Figure 4.

Figure 4 
               Measurement methodology.
Figure 4

Measurement methodology.

4.1 FWM performance evaluation

4.1.1 Effect of wavelength spacing

To assess the impact of changing the wavelength spacing of the three modulation schemes mentioned on the FWM power level, a simulation-based research is conducted. Figure 5 shows that the method of frequency channel spacing significantly reduces the FWM in both modulation types (NRZ-FSK and RZ-FSK). This is because the increase in spacing reduces the likelihood that the frequencies may be inferred from one to another. Figure 5 also explains that the DPSK modulation format responds more quickly to FWM reduction than FSK modulation. The power of FWM is lower with DPSK compared to NRZ-FSK (−35 dBm vs −13 dBm), at a spacing of 1 nm.

Figure 5 
                     FWM vs wavelength spacing for different modulation techniques.
Figure 5

FWM vs wavelength spacing for different modulation techniques.

4.1.2 Laser power

The CW laser’s power is a significant variable that can be used to mitigate the FWM effect. Increasing the pump power within the fiber results in an increase in FWM power, which varies inversely with the A eff of the fiber. Again, DPSK outperformed other variants and provided a superior decrease in FWM power. Using 3 dBm input power will make the value of FWM reach −32 dBm in DPSK, meanwhile, NRZ-FSK reaches zero dBm (when applying similar parameters), which eventually indicates that DPSK gives more optimum achievement in lowering FWM influence than others as shown in Figure 6.

Figure 6 
                     FWM vs laser power.
Figure 6

FWM vs laser power.

4.1.3 Dispersion

The chromatic dispersion is proven to have a significant impact on the FWM effect. The presence of chromatic dispersion forces various signals to move at different group velocities. As a result, the effectiveness of mixing will be reduced overall when the various waves alternatively overlap inside and outside the phase. Figure 7 shows that decreasing the FWM for nearly all types of modulation used can be accomplished by increasing the dispersion. A −55 dBm FWM is achieved in the DPSK modulation technique at 14 ps/nm/km dispersion compared to −38 dBm for NRZ-FSK

Figure 7 
                     Dispersion effect on the FWM.
Figure 7

Dispersion effect on the FWM.

4.2 Optical link performance evaluation

OptiSystemTM simulator is used to assess the system performance, and the predetermined modulations are used to examine the impact of the power input on the bit-error rate of the optical link. Increased laser power will lower the BER for all employed modulation techniques, as can be seen in Figure 8. Depending on the characteristics of each technique, BER behaved differently for each modulation. The system performance for DPSK indicates that the minimal value for BER is 4.5 × 1045 at an input power of 2 dBm. In contrast, for the same input power, NRZ-FSK provides a BER value in the range of 2.5 × 10−26.

Figure 8 
                  BER vs input power.
Figure 8

BER vs input power.

Additionally, the Eye diagram and BER pattern have been calculated from Figures 911. As can be observed, the DPSK has a higher Eye Diagram for the BER pattern than NRZ-FSK and RZ-FSK. The improvement in the system quality in the DPSK example reflects the modulation signal’s resilience to the nonlinear impact.

Figure 9 
                  Eye diagram plot for NRZ-FSK modulation scheme.
Figure 9

Eye diagram plot for NRZ-FSK modulation scheme.

Figure 10 
                  Eye diagram plot for RZ-FSK modulation scheme.
Figure 10

Eye diagram plot for RZ-FSK modulation scheme.

Figure 11 
                  Eye diagram plot for DPSK modulation scheme.
Figure 11

Eye diagram plot for DPSK modulation scheme.

5 Conclusion

Scalable and more reliable long-haul WDM optical systems are prone to unavoidable limitations due to fiber nonlinearities. FWM is considered one of the leading nonlinear effects that affect the system performance and deteriorates the BER. In this work, a thorough investigation to examine the robustness of the three different modulation techniques RZ-FSK, NRZ-FSK, and DPSK against the effects of FWM is presented. The system performance is tested based on different scenarios, including wavelength spacing, laser input power, and dispersion. The findings demonstrate that for all simulated parameters, a reduction in the FWM power level with a reduced BER level is achieved in DPSK. Therefore, this work suggests that utilizing DPSK with 1 nm spacing when the FWM power level is −35 dBm is the optimal method for reducing the FWM power. For future work, deep learning and AI can be used to mitigate the effect of nonlinear crosstalk through the prediction of the best scenario in complex WDM networks.

Acknowledgements

Our Thanks and gratitude to the Al-Mustaqbal University, College of Engineering and Technologies, Biomedical Engineering Department for their valuable support.

  1. Funding information: Authors state no funding involved.

  2. Author contributions: All authors have accepted responsibility for the entire content of this manuscript and consented to its submission to the journal, reviewed all the results and approved the final version of the manuscript. NAM: simulation, calculations, and writing. RM: methodology, results, and proofreading. HJA: concept suggestion, methodology, and discussion. HAF: literature review and calculations.

  3. Conflict of interest: Authors state no conflict of interest.

  4. Data availability statement: The data described in this article are openly available upon request.

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Received: 2024-04-08
Revised: 2024-06-05
Accepted: 2024-07-25
Published Online: 2024-08-27

© 2024 the author(s), published by De Gruyter

This work is licensed under the Creative Commons Attribution 4.0 International License.

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  73. The optimal allocation of thyristor-controlled series compensators for enhancement HVAC transmission lines Iraqi super grid by using seeker optimization algorithm
  74. Numerical and experimental study of the impact on aerodynamic characteristics of the NACA0012 airfoil
  75. Effect of nano-TiO2 on physical and rheological properties of asphalt cement
  76. Performance evolution of novel palm leaf powder used for enhancing hot mix asphalt
  77. Performance analysis, evaluation, and improvement of selected unsignalized intersection using SIDRA software – Case study
  78. Flexural behavior of RC beams externally reinforced with CFRP composites using various strategies
  79. Influence of fiber types on the properties of the artificial cold-bonded lightweight aggregates
  80. Experimental investigation of RC beams strengthened with externally bonded BFRP composites
  81. Generalized RKM methods for solving fifth-order quasi-linear fractional partial differential equation
  82. An experimental and numerical study investigating sediment transport position in the bed of sewer pipes in Karbala
  83. Role of individual component failure in the performance of a 1-out-of-3 cold standby system: A Markov model approach
  84. Implementation for the cases (5, 4) and (5, 4)/(2, 0)
  85. Center group actions and related concepts
  86. Experimental investigation of the effect of horizontal construction joints on the behavior of deep beams
  87. Deletion of a vertex in even sum domination
  88. Deep learning techniques in concrete powder mix designing
  89. Effect of loading type in concrete deep beam with strut reinforcement
  90. Studying the effect of using CFRP warping on strength of husk rice concrete columns
  91. Parametric analysis of the influence of climatic factors on the formation of traditional buildings in the city of Al Najaf
  92. Suitability location for landfill using a fuzzy-GIS model: A case study in Hillah, Iraq
  93. Hybrid approach for cost estimation of sustainable building projects using artificial neural networks
  94. Assessment of indirect tensile stress and tensile–strength ratio and creep compliance in HMA mixes with micro-silica and PMB
  95. Density functional theory to study stopping power of proton in water, lung, bladder, and intestine
  96. A review of single flow, flow boiling, and coating microchannel studies
  97. Effect of GFRP bar length on the flexural behavior of hybrid concrete beams strengthened with NSM bars
  98. Exploring the impact of parameters on flow boiling heat transfer in microchannels and coated microtubes: A comprehensive review
  99. Crumb rubber modification for enhanced rutting resistance in asphalt mixtures
  100. Special Issue: AESMT-6
  101. Design of a new sorting colors system based on PLC, TIA portal, and factory I/O programs
  102. Forecasting empirical formula for suspended sediment load prediction at upstream of Al-Kufa barrage, Kufa City, Iraq
  103. Optimization and characterization of sustainable geopolymer mortars based on palygorskite clay, water glass, and sodium hydroxide
  104. Sediment transport modelling upstream of Al Kufa Barrage
  105. Study of energy loss, range, and stopping time for proton in germanium and copper materials
  106. Effect of internal and external recycle ratios on the nutrient removal efficiency of anaerobic/anoxic/oxic (VIP) wastewater treatment plant
  107. Enhancing structural behaviour of polypropylene fibre concrete columns longitudinally reinforced with fibreglass bars
  108. Sustainable road paving: Enhancing concrete paver blocks with zeolite-enhanced cement
  109. Evaluation of the operational performance of Karbala waste water treatment plant under variable flow using GPS-X model
  110. Design and simulation of photonic crystal fiber for highly sensitive chemical sensing applications
  111. Optimization and design of a new column sequencing for crude oil distillation at Basrah refinery
  112. Inductive 3D numerical modelling of the tibia bone using MRI to examine von Mises stress and overall deformation
  113. An image encryption method based on modified elliptic curve Diffie-Hellman key exchange protocol and Hill Cipher
  114. Experimental investigation of generating superheated steam using a parabolic dish with a cylindrical cavity receiver: A case study
  115. Effect of surface roughness on the interface behavior of clayey soils
  116. Investigated of the optical properties for SiO2 by using Lorentz model
  117. Measurements of induced vibrations due to steel pipe pile driving in Al-Fao soil: Effect of partial end closure
  118. Experimental and numerical studies of ballistic resistance of hybrid sandwich composite body armor
  119. Evaluation of clay layer presence on shallow foundation settlement in dry sand under an earthquake
  120. Optimal design of mechanical performances of asphalt mixtures comprising nano-clay additives
  121. Advancing seismic performance: Isolators, TMDs, and multi-level strategies in reinforced concrete buildings
  122. Predicted evaporation in Basrah using artificial neural networks
  123. Energy management system for a small town to enhance quality of life
  124. Numerical study on entropy minimization in pipes with helical airfoil and CuO nanoparticle integration
  125. Equations and methodologies of inlet drainage system discharge coefficients: A review
  126. Thermal buckling analysis for hybrid and composite laminated plate by using new displacement function
  127. Investigation into the mechanical and thermal properties of lightweight mortar using commercial beads or recycled expanded polystyrene
  128. Experimental and theoretical analysis of single-jet column and concrete column using double-jet grouting technique applied at Al-Rashdia site
  129. The impact of incorporating waste materials on the mechanical and physical characteristics of tile adhesive materials
  130. Seismic resilience: Innovations in structural engineering for earthquake-prone areas
  131. Automatic human identification using fingerprint images based on Gabor filter and SIFT features fusion
  132. Performance of GRKM-method for solving classes of ordinary and partial differential equations of sixth-orders
  133. Visible light-boosted photodegradation activity of Ag–AgVO3/Zn0.5Mn0.5Fe2O4 supported heterojunctions for effective degradation of organic contaminates
  134. Production of sustainable concrete with treated cement kiln dust and iron slag waste aggregate
  135. Key effects on the structural behavior of fiber-reinforced lightweight concrete-ribbed slabs: A review
  136. A comparative analysis of the energy dissipation efficiency of various piano key weir types
  137. Special Issue: Transport 2022 - Part II
  138. Variability in road surface temperature in urban road network – A case study making use of mobile measurements
  139. Special Issue: BCEE5-2023
  140. Evaluation of reclaimed asphalt mixtures rejuvenated with waste engine oil to resist rutting deformation
  141. Assessment of potential resistance to moisture damage and fatigue cracks of asphalt mixture modified with ground granulated blast furnace slag
  142. Investigating seismic response in adjacent structures: A study on the impact of buildings’ orientation and distance considering soil–structure interaction
  143. Improvement of porosity of mortar using polyethylene glycol pre-polymer-impregnated mortar
  144. Three-dimensional analysis of steel beam-column bolted connections
  145. Assessment of agricultural drought in Iraq employing Landsat and MODIS imagery
  146. Performance evaluation of grouted porous asphalt concrete
  147. Optimization of local modified metakaolin-based geopolymer concrete by Taguchi method
  148. Effect of waste tire products on some characteristics of roller-compacted concrete
  149. Studying the lateral displacement of retaining wall supporting sandy soil under dynamic loads
  150. Seismic performance evaluation of concrete buttress dram (Dynamic linear analysis)
  151. Behavior of soil reinforced with micropiles
  152. Possibility of production high strength lightweight concrete containing organic waste aggregate and recycled steel fibers
  153. An investigation of self-sensing and mechanical properties of smart engineered cementitious composites reinforced with functional materials
  154. Forecasting changes in precipitation and temperatures of a regional watershed in Northern Iraq using LARS-WG model
  155. Experimental investigation of dynamic soil properties for modeling energy-absorbing layers
  156. Numerical investigation of the effect of longitudinal steel reinforcement ratio on the ductility of concrete beams
  157. An experimental study on the tensile properties of reinforced asphalt pavement
  158. Self-sensing behavior of hot asphalt mixture with steel fiber-based additive
  159. Behavior of ultra-high-performance concrete deep beams reinforced by basalt fibers
  160. Optimizing asphalt binder performance with various PET types
  161. Investigation of the hydraulic characteristics and homogeneity of the microstructure of the air voids in the sustainable rigid pavement
  162. Enhanced biogas production from municipal solid waste via digestion with cow manure: A case study
  163. Special Issue: AESMT-7 - Part I
  164. Preparation and investigation of cobalt nanoparticles by laser ablation: Structure, linear, and nonlinear optical properties
  165. Seismic analysis of RC building with plan irregularity in Baghdad/Iraq to obtain the optimal behavior
  166. The effect of urban environment on large-scale path loss model’s main parameters for mmWave 5G mobile network in Iraq
  167. Formatting a questionnaire for the quality control of river bank roads
  168. Vibration suppression of smart composite beam using model predictive controller
  169. Machine learning-based compressive strength estimation in nanomaterial-modified lightweight concrete
  170. In-depth analysis of critical factors affecting Iraqi construction projects performance
  171. Behavior of container berth structure under the influence of environmental and operational loads
  172. Energy absorption and impact response of ballistic resistance laminate
  173. Effect of water-absorbent polymer balls in internal curing on punching shear behavior of bubble slabs
  174. Effect of surface roughness on interface shear strength parameters of sandy soils
  175. Evaluating the interaction for embedded H-steel section in normal concrete under monotonic and repeated loads
  176. Estimation of the settlement of pile head using ANN and multivariate linear regression based on the results of load transfer method
  177. Enhancing communication: Deep learning for Arabic sign language translation
  178. A review of recent studies of both heat pipe and evaporative cooling in passive heat recovery
  179. Effect of nano-silica on the mechanical properties of LWC
  180. An experimental study of some mechanical properties and absorption for polymer-modified cement mortar modified with superplasticizer
  181. Digital beamforming enhancement with LSTM-based deep learning for millimeter wave transmission
  182. Developing an efficient planning process for heritage buildings maintenance in Iraq
  183. Design and optimization of two-stage controller for three-phase multi-converter/multi-machine electric vehicle
  184. Evaluation of microstructure and mechanical properties of Al1050/Al2O3/Gr composite processed by forming operation ECAP
  185. Calculations of mass stopping power and range of protons in organic compounds (CH3OH, CH2O, and CO2) at energy range of 0.01–1,000 MeV
  186. Investigation of in vitro behavior of composite coating hydroxyapatite-nano silver on 316L stainless steel substrate by electrophoretic technic for biomedical tools
  187. A review: Enhancing tribological properties of journal bearings composite materials
  188. Improvements in the randomness and security of digital currency using the photon sponge hash function through Maiorana–McFarland S-box replacement
  189. Design a new scheme for image security using a deep learning technique of hierarchical parameters
  190. Special Issue: ICES 2023
  191. Comparative geotechnical analysis for ultimate bearing capacity of precast concrete piles using cone resistance measurements
  192. Visualizing sustainable rainwater harvesting: A case study of Karbala Province
  193. Geogrid reinforcement for improving bearing capacity and stability of square foundations
  194. Evaluation of the effluent concentrations of Karbala wastewater treatment plant using reliability analysis
  195. Adsorbent made with inexpensive, local resources
  196. Effect of drain pipes on seepage and slope stability through a zoned earth dam
  197. Sediment accumulation in an 8 inch sewer pipe for a sample of various particles obtained from the streets of Karbala city, Iraq
  198. Special Issue: IETAS 2024 - Part I
  199. Analyzing the impact of transfer learning on explanation accuracy in deep learning-based ECG recognition systems
  200. Effect of scale factor on the dynamic response of frame foundations
  201. Improving multi-object detection and tracking with deep learning, DeepSORT, and frame cancellation techniques
  202. The impact of using prestressed CFRP bars on the development of flexural strength
  203. Assessment of surface hardness and impact strength of denture base resins reinforced with silver–titanium dioxide and silver–zirconium dioxide nanoparticles: In vitro study
  204. A data augmentation approach to enhance breast cancer detection using generative adversarial and artificial neural networks
  205. Modification of the 5D Lorenz chaotic map with fuzzy numbers for video encryption in cloud computing
  206. Special Issue: 51st KKBN - Part I
  207. Evaluation of static bending caused damage of glass-fiber composite structure using terahertz inspection
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