Smart Resource Allocation in Mobile Cloud Next-Generation Network (NGN) Orchestration with Context-Aware Data and Machine Learning for the Cost Optimization of Microservice Applications

. 2024 Jan 29;24(3):865. doi: 10.3390/s24030865

Algorithm 1: Suboptimal Decision Making

Input:

T a s k s, M a c h i n e L e a r n i n g P r e d i c t i o n s, N u m b e r o f V M s,

S p e e d, L o c a t i o n, T i m e, E n e r g y a n d C o s t .

Output:

T r a i n a n d T e s t t h e M o d e l f o r S u b - O p t i m a l D e c i s i o n M a k i n g

Steps

G e t_T a s t ()

G e t i n f 0 (L, T, E, C, S, T)

i f (K \neq \emptyset) t h e n

t r a i n_m o d e l (K, P, T, A, C, L);

w h i l e (d \in D & & r_{i} \in R_{e s}) d o

P r e d i c t_{R e s u l t s ()} \leftarrow r_{i} (d, x)

e n d i f

R = s t o r e (T r a i n i n g R e s u l t s)

{e x e c u t e}_{O C R} ({M C C}_{V M})

i f (T_{s u c c e s s} < T r a i n g)

t e s t_m o d e l (r a n d o m_{p o s i t i o n}, e n e r g y, t i m e - p r e d i c t)

e n d i f

R_{v i s u a l i z e} \leftarrow T r a i n g, T e s t, V a l i d a t e, c o m p a r e

Go to Step 1