Ant Colony Optimization-based distributed multilayer routing and restoration in IP/MPLS over optical networks

Amorim, Kelvin Santos; Pavani, Gustavo Sousa

doi:10.1016/j.comnet.2020.107747

Cited by 14 publications

(4 citation statements)

References 26 publications

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“…Every ant releases a substance called pheromone on the path from one city to another, and the basis for ants to choose the next city is a probability problem. In the ant colony algorithm, when the ants have passed through each city, a complete feasible solution is constructed [20,21]. However, if pheromones are accumulated continuously, there will be too many pheromones, which will affect the role of heuristic information.…”

Section: Ant Colony Algorithm Design Software Integrated Management F...mentioning

confidence: 99%

Intelligent Cost Accounting Optimization System of Building Engineering Materials Based on Ant Colony Algorithm

Sohail

2022

Security and Communication Networks

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To save money on labour and keep track of the expenses of building engineering materials. This study provides an intelligent accounting and optimization system for building materials costs based on the ant colony algorithm. In the hardware, three relays are used to achieve open phase protection and convert the voltage signal into current signal; in the software, distinguish the material characteristics, identify the material types, use the virtual governance cost method, optimise the cost intelligent accounting mode, and design the software integration management function using integration technology and the ant colony algorithm; and in the hardware, use the virtual governance cost method. The average labour cost of the intelligent building material cost accounting and optimization system in this paper and the other three systems is 1924 (RMB 10,000), 2749 (RMB 10,000), and 2744 (RMB 10,000), respectively, demonstrating that the intelligent building material cost accounting and optimization system integrated with the ant colony algorithm has a better overall performance.

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Section: Ant Colony Algorithm Design Software Integrated Management F...mentioning

confidence: 99%

Intelligent Cost Accounting Optimization System of Building Engineering Materials Based on Ant Colony Algorithm

Sohail

2022

Security and Communication Networks

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“…Based on the principle of ant colony algorithm, it is assumed that a set of characteristic data can be generated at a given time by a musical target [11]. At the same time, a set of feature data can only be associated with one music segment target.…”

Section: Characteristic Data Association Methods For Mass Music Resou...mentioning

confidence: 99%

Massive Music Resources Retrieval Method Based on Ant Colony Algorithm

2024

KSII TIIS

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Music resources are characterized by quantization, diversification and complication. With the rapid increase of the demand for music resources, the storage of music resources is very large. In order to improve the retrieval effect of music resources, a massive music resources retrieval method based on ant colony algorithm is proposed to effectively use music resources. This paper constructs autocorrelation function to extract pitch feature of music resource, classifies the music resource information by calculating feature similarity. Using ant colony algorithm to correlate the feature of music resource, gain the result of correlative, locate the result of detection and get the result of multi-module. Simulation results show that the proposed method has high precision and recall, short retrieval time and can effectively retrieve massive music resources.

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“…The framework for IP over Optical Networks is presented in [2], where authors cover the requirements as well as mechanisms for establishing an IP-centric optical control plane together with architectural aspects of the IP transport over optical networks. Since that time, many researchers covered the topics of multi-layer network control with standard protocols [3]- [5], recently there is also some momentum in using artificial intelligence for that control [6], [7].…”

Section: Related Workmentioning

confidence: 99%

“…Regarding artificial intelligence, authors in [6] present fully distributed multi-layer routing policies based on BIOinspired ant colony optimization algorithm with online control for the optical and IP/MPLS layers. The algorithm presented by the authors assumes disjoint control planes for both optical and IP layers with the only local routing information in each network node, which represents a different approach than SDN, where network control is centralized.…”

Section: Related Workmentioning

confidence: 99%

Employing FAMTAR and AHB to Achieve an Optical Resource-Efficient Multilayer IP-Over-EON SDN Network

et al. 2022

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With the global Internet traffic continuously growing, network operators face more and more challenges related to the management of their networks. Efficient utilization of the available network resources becomes crucial to maintain the desired Quality of Service level and control the upsurge in operational expenses. The combination of the Software-Defined Networking concept with the multi-layer network architecture can simplify the process of control and management of the network, its layers, and resources. In this paper, we propose a solution to enhance resource utilization in software-defined multilayer optical networks. The proposed solution takes the advantages of the Software-Defined Networking, Flow-Aware Multi-Topology Adaptive Routing, and Automatic Hidden Bypasses mechanisms to ensure simultaneous, multi-path data transmissions in both IP and optical layers. The Software-Defined Networking controller manages both mentioned mechanisms, selects the best possible bypass, and allocates lightpaths to ensure that the optical spectral efficiency is optimal. The evaluation shows that the proposed solution for multi-layer software-defined network increases the overall network performance and resource utilization.

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Ant Colony Optimization-based distributed multilayer routing and restoration in IP/MPLS over optical networks

Cited by 14 publications

References 26 publications

Intelligent Cost Accounting Optimization System of Building Engineering Materials Based on Ant Colony Algorithm

Intelligent Cost Accounting Optimization System of Building Engineering Materials Based on Ant Colony Algorithm

Massive Music Resources Retrieval Method Based on Ant Colony Algorithm

Employing FAMTAR and AHB to Achieve an Optical Resource-Efficient Multilayer IP-Over-EON SDN Network

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