Advances, Systems and Applications
Reference. No & Year | Methodology/Techniques | Features | Disadvantages |
---|---|---|---|
Ipsita Kar et.al. (2016) [22] | Genetic Algorithm and Darwin Theory | Global Search solution and self- managing scheme | Maximum Flowtime and resource utilization |
Pan Yi.et.al (2016) [23] | Tabu Search based on techniques | Execution time and Throughput | Resource allocation time |
X. -F. et.al (2018) [24] | Ant Colony Optimization | Randomization Techniques | Robustness and Effective Virtual Machine utility |
M.Kaur.et.al (2016) [25] | Bacterial Foraging Algorithm | Makespan and Throughput | Minimum Flow time and Resource usage |
S. Belgian (2014).[26] | Cat Swarm Optimization Algorithm | Optimal Resource utilization and Minimum iterations | In-secure Data access and throughput |
Natesan.et.al (2019) [27] | grey wolf Algorithm | Randomization and parameter-based resource allocation | Multimodality support and convergence speed |
Hariharan et. al. (2019) [28] | Whale and BAT optimization algorithm (WBAT) | Multi-objective job scheduling using hybridization | Complicated algorithm compared to other algorithms |
K.Devi et. al. (2020) [29] | Deep Learning Based Cloud based Task Scheduling | Limits resource starvation and to guarantee fairness among the parties using the resources | As the number of cloud users increases, the scheduling becomes limited |
Essam H et. al. (2021) [30] | Meta-heuristic task scheduling | Distribute complex tasks (cloudlets) to limited resources, within a reasonable time | The dilemmas of resources being underutilized (underloaded) and overutilized (overloaded) |
Wanneng Shu et. al. (2021) [31] | Agile response task scheduling optimization | Explore the probability density function of the task request to avoid the timeout | Queue overflow happens, leads to network congestion |
AK Reshmy et. al. (2019) [32] | Multilevel Fault-Tolerance Aware Scheduling Technique | Overcomes the real-time failure in the system | Mostly rely on the reactive scheme of checkpoint mechanism |