Table 1 Classification of Clustering-Based WSN Protocols.

From: EECH HEED an adaptive hybrid clustering protocol for energy efficient soil monitoring in heterogeneous wireless sensor networks

Category

Protocol

Characteristics

Advantages

Limitations

Classical

LEACH

Probabilistic CH selection, single-hop to BS

Simple and low overhead

Short lifetime, poor scalability

Energy-Aware

HEED

Residual energy + communication cost based CH selection

Energy-balanced, avoids random CH selection

Static CHs, suboptimal CH selection in sparse nets

EEHP

Hybrid energy prediction and residual-based CH rotation

Improves CH longevity with predictive energy model

Complexity of prediction model

Hierarchical

EECH

Energy and connectivity-based CH selection, multi-hop communication

Efficient multi-hop routing, better for large WSNs

CHs may overload, lacks adaptive sensing

HTCCR

Threshold-based cooperative CH formation and routing

Better reliability and load balancing

Higher control overhead

MIMO-HC

Combines MIMO with hierarchical clustering

Improved energy efficiency and robustness

High complexity due to MIMO integration

Metaheuristic

TCO

CH selection based on topology (degree, distance)

Stable clusters, good for dense topologies

Depends on fixed topology metrics

FPA

Bio-inspired optimization for CH selection

Optimized CH placement, energy savings

Requires tuning and computationally heavy

Hybrid

HCRT

It provides Hybrid clustering with sensing based on threshold

Reduces data redundancy, balances energy use

Still fixed zones, may lack adaptability