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. 2022 Jul 25;22(15):5551. doi: 10.3390/s22155551

Table 1.

Summary of network testing and verification studies.

Studies Techniques Description Strengths Weaknesses
NDB [70] Mininet Tracks down root causes of bugs Breakpoints and packet backtracking Debugging time overhead
VeriFlow [72] NOX, Mininet Checks network invariants in real time and prevents faulty rules Flow rule debugging for reachability analysis Not suitable for delay-sensitive and QoS-constrained applications
Flow Checker [75] OpenFlow switch, flow table Verifies flow tables based on behaviors of flow rules Inconsistencies localization in device flow tables Can only be used in small network
Anteater [76] Linux, C++, Ruby Examines the state of data plane and verifies network invariants Control plane configuration analysis Inconsistent data plane map generation for dynamically changing FIBs
NICE [81] Mininet, OpenFlow switch, Network X Utilizes model checking and symbolic execution for bug investigation Simplification of switch modeling and event testing Unable to test a controller implemented in the same language
FPB [82] Python, OpenFlow, NOX Provides a formal model for consistent policy update Least controller intervention Buffering ability in case of switch to controller link failure is not discussed
HSA [83] Ubuntu, flow-based management language, Prolog Protocol-independent static network-invariant investigations No need to modify the protocol for implementation of HSA Static space analysis mechanism
Py-Resonance [84] Pyretic, Python Utilizes state-based policies to predict network’s behaviour Modular network function control TCAM under- utilization by least significant policy states in FSM model
PGA [85] Mininet, Pyretic compiler, POX controller Composition of ACL policies that inspects multiple policies Conflict-free forwarding rule translation Scalability issues and support of HW/VM middleboxes
SFC [87] Java-based prototype, OpenFlow switch Identifies the anomalies in ACL policies before deployment Proactive anomalies detection independent of programming language Overhead for generating flow rules at data plane