A Multi-Objective Optimization for enhancing the efficiency of Service in Flying Ad-Hoc Network Environment

Authors

  • Hayder A. Nahi Al Qasim Green University
  • F. Al-dolaimy Al-Zahraa University for Women image/svg+xml
  • Fatima Hashim Abbas Al-Mustaqbal University College
  • Mohammed Almohamadi Imam Ja'afar Al-Sadiq University
  • Mustafa Asaad Hasan Thi Qar University image/svg+xml
  • Mohamed Ayad Alkhafaji University of Technology- Iraq image/svg+xml
  • Muhammet Tahir Guneser Karabük University image/svg+xml

DOI:

https://doi.org/10.4108/eetsis.vi.3442

Keywords:

Flying Ad-hoc Network, Quality of Service, Ant colony optimization, particle swarm optimization, Adhoc On demand vector

Abstract

Flying Ad-hoc Network (FANET) is one among the emerging technology and it is used in the huge application of the intelligent communication system. FANETs are combined with multiple Unmanned Aerial Vehicles (UAVs) to control the complex environment. Due to high mobility in FANETs the computation overhead and computation delay of the network is greatly increased that reflects in the reduction of the performance of FANETs. So it becomes very essential to provide effective routing and optimization in FANETs to maintain the stable communication. For that purpose, in this paper Multi-Objective Hybrid Optimization for Quality of Service (QoS) Assisted Flying Ad-Hoc Network (MOHOQ-FANET) approach is proposed with the combination of Ant colony optimization (ACO) and particle swarm optimization (PSO). To achieve effective routing in FANETs, reliability of ad-hoc that depend on demand vector routing (RAODV). In order to perform initial shortest path selection in FANETs, ACO algorithm is utilized. The PSO optimization is applied in FANETs to achieve the best optimal solution between the flying nodes during the time of communication between them. The MOHOQ-FANET technique is implemented using NS2 as the platform. As well as being compared to earlier studies like CSPO-FANET and OSNP-FANET, the performance of the FANETs is assessed using metrics like ratio of packet delivery, host-to-host delay, routing overhead, and network throughput. The outcomes have illustrated, as compared to earlier systems, the proposed MOHOQ-FANET approach delivers high packet delivery ratio and throughput as well as reduced host-to-host delay and routing overhead.

References

Mostafa, S. A., Gunasekaran, S. S., Khaleefah, S. H., Ahmad, M. S., Mohammed, M. A., Hassan, M. H., & Jubair, M. A. (2022, March). Improving the Knowledge Management Processes Through a Multi-Agent Knowledge Audit Framework. In Future of Information and Communication Conference (pp. 526-539). Springer, Cham.

Jubair, M. A., Alabdullah, A. I., Mostafa, S. A., Mustapha, A., Hassan, M. H., & Gunasekaran, S. S. (2021, September). Exploring the Roles of Agents and Multi-Agent in Improving Mobile Ad Hoc Networks. In 2021 4th International Symposium on Agents, Multi-Agent Systems and Robotics (ISAMSR) (pp. 91-95). IEEE.

N. K. G. Rosales et al., “Infotainment technology based on artificial intelligence: Current research trends and future directions,” Iberoamerican Journal of Science Measurement and Communication, vol. 2, no. 1, Art. no. 1, Jun. 2022, doi: 10.47909/ijsmc.144.

Jubair, M. A., Mostafa, S. A., Mustapha, A., Hassan, M. H., Salamat, M. A., & Jawad, M. S. (2021, September). Exploring the Role of Multi-Agent Systems in Improving K-Means Clustering Method. In 2021 4th International Symposium on Agents, Multi-Agent Systems and Robotics (ISAMSR) (pp. 59-63). IEEE.

P. Sandheinrich and J. Hutson, “Haptic Preservation of Cultural Ephemera: An Extended Reality Solution Using Stereoscopic Experience Replication for Victorian Parlor Culture,” Metaverse Basic and Applied Research, vol. 2, p. 48, May 2023, doi: 10.56294/mr202348.

A. M. Samuel and M. Garcia-Constantino, “User-centred prototype to support wellbeing and isolation of software developers using smartwatches,” Advanced Notes in Information Science, vol. 1, pp. 140–151, Apr. 2022, doi: 10.47909/anis.978-9916-9760-0-5.125.

K. Lali and A. Chakor, “Improving the Security and Reliability of a Quality Marketing Information System: A Priority Prerequisite for Good Strategic Management of a Successful Entrepreneurial Project,” Data & Metadata, vol. 2, p. 40, May 2023, doi: 10.56294/dm202340.

Hassan, M. H., Mostafa, S. A., Mahdin, H., Mustapha, A., Ramli, A. A., Hassan, M. H., & Jubair, M. A. (2021). Mobile ad-hoc network routing protocols of time-critical events for search and rescue missions. Bulletin of Electrical Engineering and Informatics, 10(1), 192-199.

M. Kappi and B. S. Biradar, “Quantifying the influence of Indian optics research: An index based on three citation indicators,” Iberoamerican Journal of Science Measurement and Communication, vol. 3, no. 1, Art. no. 1, May 2023, doi: 10.47909/ijsmc.39.

Alawady, A. A., Alkhayyat, A., Jubair, M. A., Hassan, M. H., & Mostafa, S. A. (2021). Analyzing bit error rate of relay sensors selection in wireless cooperative communication systems. Bulletin of Electrical Engineering and Informatics, 10(1), 216-223.

B. Murgas Téllez, A. A. Henao-Pérez, and L. Guzmán Acuña, “Real Options and their application in renewable energy projects. State-of-the-art review”, Reg Cient, vol. 2, no. 1, p. 202349, Jan. 2023. doi: 10.58763/rc202349.

Mostafa, S. A., Mustapha, A., Ramli, A. A., Jubair, M. A., Hassan, M. H., & Abbas, A. H. (2020, July). Comparative analysis to the performance of three Mobile ad-hoc network routing protocols in time-critical events of search and rescue missions. In International Conference on Applied Human Factors and Ergonomics (pp. 117-123). Springer, Cham.

R. M. Sánchez, “Vídeos 360º como herramienta de entrenamiento de habilidades sociales con alumnado TEA,” Metaverse Basic and Applied Research, vol. 2, pp. 34–34, Apr. 2023, doi: 10.56294/mr202334.

M. C. Borah, P. Saikia, A. K. Bordoloi, and B. Sarma, “Patch Antenna with Slots for L and S – Band Communication,” Salud, Ciencia y Tecnología, vol. 2, no. S2, Art. no. S2, Dec. 2022, doi: 10.56294/saludcyt2022197.

J. E. Miceli, M. Castro, and D. D. Cordova, “When links build networks: brief history about the Antropocaos Group,” AWARI, vol. 1, no. 1, Art. no. 1, Jul. 2020, doi: 10.47909/awari.61.

Hassan, M. H., Jubair, M. A., Mostafa, S. A., Kamaludin, H., Mustapha, A., Fudzee, M. F. M., & Mahdin, H. (2020). A general framework of genetic multi-agent routing protocol for improving the performance of MANET environment. IAES International Journal of Artificial Intelligence, 9(2), 310.

H. A. Nahi, M. A. Hasan, A. H. Lazem, and M. A. Alkhafaji, “Securing Virtual Architecture of Smartphones based on Network Function Virtualization,” Metaverse Basic and Applied Research, vol. 2, pp. 37–37, Apr. 2023, doi: 10.56294/mr202337.

P. Tiwari, S. Chaudhary, D. Majhi, and B. Mukherjee, “Comparing research trends through author-provided keywords with machine extracted terms: A ML algorithm approach using publications data on neurological disorders,” Iberoamerican Journal of Science Measurement and Communication, vol. 3, no. 1, Art. no. 1, May 2023, doi: 10.47909/ijsmc.36.

Jubair, M. A., Hassan, M. H., Mostafa, S. A., Mahdin, H., Mustapha, A., Audah, L. H., ... & Abbas, A. H. (2019). Competitive analysis of single and multi-path routing protocols in mobile Ad-Hoc network. Indonesian Journal of Electrical Engineering and Computer Science, 14(2).

N. D. Reddy and G. Narasimhan, “IOT Based secured Low cost Visitor Tracker using smart Application,” Salud, Ciencia y Tecnología, vol. 2, no. S2, Art. no. S2, Dec. 2022, doi: 10.56294/saludcyt2022238.

Hamdi, M. M., Flaih, A. F., Jameel, M. L., Mustafa, A. S., Abdulelah, A. J., Jubair, M. A., & Ahmed, A. J. (2022, June). A study review on Gray and Black Hole in Mobile Ad Hoc Networks (MANETs). In 2022 International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA) (pp. 1-6). IEEE.

S. D. V. Danies, D. C. A. Celis, and L. M. P. Duitama, “Strategic guidelines for intelligent traffic control,” Data & Metadata, vol. 2, p. 51, May 2023, doi: 10.56294/dm202351.

J. López-Belmonte, S. Pozo-Sánchez, A.-J. Moreno-Guerrero, and J.-A. Marín-Marín, “We’ve reached the GOAL. Teaching Methodology for Transforming Learning in the METAVERSE. A teaching innovation project,” Metaverse Basic and Applied Research, vol. 2, pp. 30–30, Mar. 2023, doi: 10.56294/mr202330.

R. T. Guardado, E. A. Carmona, H. G. L. V. y Vargas, I. S. J. Hernández, N. G. P. Martínez, and B. Y. V. Trejo, “Opportunities and applications of smart contracts: A vision from the business, academic and scientific literature,” Iberoamerican Journal of Science Measurement and Communication, vol. 2, no. 2, Art. no. 2, Jun. 2022, doi: 10.47909/ijsmc.v2i2.32.

E. Díaz-Ronceros et al., “Diseño e implementación de un agitador orbital a bajo costo para laboratorios,” Salud, Ciencia y Tecnología, vol. 3, pp. 397–397, May 2023, doi: 10.56294/saludcyt2023397.

Al-Obaidi, A. S., Jubair, M. A., Aziz, I. A., Ahmad, M. R., Mostafa, S. A., Mahdin, H., ... & Hassan, M. H. (2022). Cauchy Density-Based Algorithm for VANETs Clustering in 3D Road Environments. IEEE Access, 10, 76376-76385.

M. D. Hanafi, K. Lali, H. Kably, and A. Chakor, “The English Proficiency and the Inevitable Resort to Digitalization: A Direction to Follow and Adopt to Guarantee the Success of Women Entrepreneurs in the World of Business and Enterprises,” Data & Metadata, vol. 2, p. 42, May 2023, doi: 10.56294/dm202342.

Mansour, H. S., Mutar, M. H., Aziz, I. A., Mostafa, S. A., Mahdin, H., Abbas, A. H., ... & Jubair, M. A. (2022). Cross-Layer and Energy-Aware AODV Routing Protocol for Flying Ad-Hoc Networks. Sustainability, 14(15), 8980.

Mostafa, S., Ramli, A., Jubair, M., Gunasekaran, S., Mustapha, A., Hassan, M. (2022). Integrating Human Survival Factor in Optimizing the Routing of Flying Ad-hoc Networks in Search and Rescue Tasks. In: Tareq Ahram (eds) Human Factors in Software and Systems Engineering. AHFE (2022) International Conference. AHFE Open Access, vol 61. AHFE International, USA.http://doi.org/10.54941/ahfe1002523.

M. Mejías, Y. C. G. Coronado, and A. L. J. Peralta, “Artificial intelligence in the field of nursing. Attendance, administration and education implications,” Salud, Ciencia y Tecnología, vol. 2, pp. 88–88, Oct. 2022, doi: 10.56294/saludcyt202288.

L. S. Amaral, G. M. de Araújo, and R. A. R. de Moraes, “Analysis of the factors that influence the performance of an energy demand forecasting model,” Advanced Notes in Information Science, vol. 2, pp. 92–102, May 2022, doi: 10.47909/anis.978-9916-9760-3-6.111.

Abdulsattar, N., Hassan, M., Mostafa, S., Mansour, H., Alduais, N., Mustapha, A., Jubair, M. (2022). Evaluating MANET Technology in Optimizing IoT-based Multiple WBSN Model in Soccer Players Health Study. In: Tareq Ahram (eds) Human Factors in Software and Systems Engineering. AHFE (2022) International Conference. AHFE Open Access, vol 61. AHFE International, USA.http://doi.org/10.54941/ahfe1002527.

R. Chandran, “Human-Computer Interaction in Robotics: A bibliometric evaluation using Web of Science,” Metaverse Basic and Applied Research, vol. 1, pp. 22–22, Dec. 2022, doi: 10.56294/mr202222.

S. Yin, L. Li and F. R. Yu, "Resource Allocation and Basestation Placement in Downlink Cellular Networks Assisted by Multiple Wireless Powered UAVs," in IEEE Transactions on Vehicular Technology, vol. 69, no. 2, pp. 2171-2184, Feb. 2020, doi: 10.1109/TVT.2019.2960765.

F. Machuca-Contreras, C. Canova-Barrios, and M. F. Castro, “An approach to the concepts of radical, incremental and disruptive innovation in organizations”, Reg Cient, vol. 2, no. 1, p. 202324, Jan. 2023. doi: 10.58763/rc202324.

Y. He, D. Zhai, Y. Jiang and R. Zhang, "Relay Selection for UAV-Assisted Urban Vehicular Ad Hoc Networks," in IEEE Wireless Communications Letters, vol. 9, no. 9, pp. 1379-1383, Sept. 2020, doi: 10.1109/LWC.2020.2991037.

A. Paredes, “Characteristics of the invisible weavers in the joint publications of intellectual networks. An analysis based on the study of Latin American political-religious cases from the second half of the 20th century,” AWARI, vol. 3, 2022, doi: 10.47909/awari.164.

S. K. Singh, K. Agrawal, K. Singh, C. -P. Li and W. -J. Huang, "On UAV Selection and Position-Based Throughput Maximization in Multi-UAV Relaying Networks," in IEEE Access, vol. 8, pp. 144039-144050, 2020, doi: 10.1109/ACCESS.2020.3014513.

L. Simhan and G. Basupi, “None Deep Learning Based Analysis of Student Aptitude for Programming at College Freshman Level,” Data & Metadata, vol. 2, p. 38, May 2023, doi: 10.56294/dm202338.

R. Z. Zaina, V. F. C. Ramos, and G. M. de Araujo, “Automated triage of financial intelligence reports,” Advanced Notes in Information Science, vol. 2, pp. 24–33, May 2022, doi: 10.47909/anis.978-9916-9760-3-6.115.

S. Jiang, Z. Huang and Y. Ji, "Adaptive UAV-Assisted Geographic Routing With Q-Learning in VANET," in IEEE Communications Letters, vol. 25, no. 4, pp. 1358-1362, April 2021, doi: 10.1109/LCOMM.2020.3048250.

Z. Du et al., "A Routing Protocol for UAV-Assisted Vehicular Delay Tolerant Networks," in IEEE Open Journal of the Computer Society, vol. 2, pp. 85-98, 2021, doi: 10.1109/OJCS.2021.3054759.

F. C. C. da Silva, “The value of information in the face of new global disorder,” AWARI, vol. 3, Dec. 2022, doi: 10.47909/awari.165.

Y. Yin, M. Liu, G. Gui, H. Gacanin, H. Sari and F. Adachi, "Cross-Layer Resource Allocation for UAV-Assisted Wireless Caching Networks With NOMA," in IEEE Transactions on Vehicular Technology, vol. 70, no. 4, pp. 3428-3438, April 2021, doi: 10.1109/TVT.2021.3064032.

S. O. Oyetola, B. D. Oladokun, C. E. Maxwell, and S. O. Akor, “Artificial intelligence in the library: Gauging the potential application and implications for contemporary library services in Nigeria,” Data & Metadata, vol. 2, p. 36, Jun. 2023, doi: 10.56294/dm202336.

Z. Shafiq, R. Abbas, M. H. Zafar and M. Basheri, "Analysis and Evaluation of Random-Access Transmission for UAV-Assisted Vehicular-to-Infrastructure Communications," in IEEE Access, vol. 7, pp. 12427-12440, 2019, doi: 10.1109/ACCESS.2019.2892776.

K. S. Ujjappanahalli, V. R. Sonawane, and N. Gandhewar, “A novel optimization of hybrid feature selection algorithms for image classification technique using RBFNN and MFO,” Salud, Ciencia y Tecnología, vol. 2, no. S2, Art. no. S2, Dec. 2022, doi: 10.56294/saludcyt2022241.

M. I. Adakawa, “Relevance of Akerloff’s theory of information asymmetry for the prevention and control of zoonotic infectious diseases in Sub-Saharan Africa: Perspective of Library and Information Services Provision,” Advanced Notes in Information Science, vol. 1, pp. 31–58, Apr. 2022, doi: 10.47909/anis.978-9916-9760-0-5.97.

P. V. Benito, “Contemporary art and networks: Analysis of the Venus Project using the UCINET software,” AWARI, vol. 3, Nov. 2022, doi: 10.47909/awari.166.

X. Zhong, Y. Huo, X. Dong and Z. Liang, "Deep Q-Network Based Dynamic Movement Strategy in a UAV-Assisted Network," 2020 IEEE 92nd Vehicular Technology Conference (VTC2020-Fall), 2020, pp. 1-6, doi: 10.1109/VTC2020-Fall49728.2020.9348616.

M. C. A. Gontijo, R. Y. Hamanaka, and R. F. de Araujo, “Research data management: a bibliometric and altmetric study based on Dimensions,” Iberoamerican Journal of Science Measurement and Communication, vol. 1, no. 3, Art. no. 3, Dec. 2021, doi: 10.47909/ijsmc.120.

S. Soni, D. Rawal, N. Sharma, D. N. K. Jayakody and J. Li, "Performance Analysis of UAV-Aided Wireless Communication Systems with Ubiquitous Coverage," 2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall), 2019, pp. 1-6, doi: 10.1109/VTCFall.2019.8891390.

G. Colajanni, P. Daniele, et.al, “Service-Chain Placement Optimization in 5G FANET-Based Network Edge”, IEEE Communications Magazine, pp. 1-6, 2022, doi: 10.1109/MCOM.001.2200014.

G. M. Cappello, G. Colajanni, et.al, “Optimizing FANET Lifetime for 5G Softwarized Network Provisioning”, IEEE Transactions on Network and Service Management, pp. 1-1, 2022, doi: 10.1109/TNSM.2022.3193883.

Downloads

Published

13-06-2023

How to Cite

1.
Nahi HA, Al-dolaimy F, Abbas FH, Almohamadi M, Hasan MA, Alkhafaji MA, Guneser MT. A Multi-Objective Optimization for enhancing the efficiency of Service in Flying Ad-Hoc Network Environment . EAI Endorsed Scal Inf Syst [Internet]. 2023 Jun. 13 [cited 2024 Apr. 29];10(5). Available from: https://publications.eai.eu/index.php/sis/article/view/3442