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MODELING AND ANALYZING THE SPREAD OF COVID-19 DELTA AND









                                                                                                                OMICRON VARIANTS USING SEIR SIMULATION IN PYTHON








        Faculty of Computer




        and Mathematical                                                                                                                       NAME: MUHAMMAD ZULHARIZ IRFAN BIN MAT IBRAHIM





        Sciences                                                                                                                               SUPERVISOR: MOHD RAHIMIE BIN MD NOOR                                                                                                                                                                                                                                                                           K242/07




















                                                                             ABSTRACT                                                                                                                                                                                                                   METHODOLOGY & IMPLEMENTATION







                 This study formulates and simulates a variant-specific SEIR                                                                                                                                             BASIC REPRODUCTION NUMBER



                 model for the Delta and Omicron variants of COVID-19 using                                                                                                                                                                                                                                                                                                                      FORMULATE THE SEIR MODEL



                 Python.  By  analytically  deriving  and  calibrating  the



                 transmission  rate  (α)  based  on  R₀  values  of  5.0  and  9.0,



                 simulations  over  60  days  reveal  Omicron’s  earlier,  sharper



                 infection  peak  and  Delta’s  prolonged  outbreak.  The  model



                 shows  both  variants  disrupt  the  disease-free  equilibrium,



                 confirming  their  epidemic  potential.  This  research  offers



                 data-driven  insights  for  public  health  preparedness  in



                 Malaysia










                                                        PROBLEM STATEMENT







                            Existing  SEIR  models  lack  focus  on  Malaysia-specific



                            variants.



                            Transmission  rates  often  not  calibrated  to  actual  R₀



                            values, causing unreliable simulations.



                            Delta  and  Omicron  differ  greatly  in  transmission  and                                                                                                                                                                                                                                                                                                                   EQUILIBRIUM POINTS



                            severity, requiring variant-specific modeling.




                                                                                                                                                                                                                                                                                                                                                                     Disease Free Equilibrium Point (DFEP)







                                                                           OBJECTIVE






                          To develop a variant-specific SEIR model for Delta and



                          Omicron.




                          To derive and calibrate the transmission rate α from R₀


                          values.




                          To simulate and compare the outbreak patterns of both



                          variants using Python.











                                                     RESULT & DISCUSSION


                                                                                                                                                                                                                                                                                                                                                                          Endemic Equilibrium Point (EEP)












































                                                                                                                                                                                                                                                                                                                                                                                Stability Analysis of the Equilibrium Points


























                            Slower rise and fall of infections                                                                                                                                                              DETERMINATION OF ALPHA




                            Peak: ~700,000 infected on Day 7




                            Longer outbreak duration




                            Stretched healthcare pressure














































                                                                                                                                                                                                                                                          CONCLUSION                                                                                                                                           RECOMMENDATION









                                                                                                                                                                                                                 This  study  confirms  Omicron's  faster                                                                                                                                   Integrate  real-time  local  data  for




                                                                                                                                                                                                                 spread and Delta's prolonged impact in                                                                                                                                     validation.

                                                                                                                                                                                                                                                                                                                                                                                            Expand  model  with  age-stratification,


                                                                                                                                                                                                                 Malaysia.  The  calibrated  SEIR  model

                           Very sharp infection spike                                                                                                                                                                                                                                                                                                                                       heterogeneous  contact  rates,  and




                           Peak: ~780,000 infected on Day 5                                                                                                                                                      provides  a  robust  framework  for                                                                                                                                        vaccination dynamics.




                           Shorter and faster outbreak                                                                                                                                                           variant-specific  public  health  planning,                                                                                                                                Use  this  model  to  guide  Malaysia's




                           Sudden spike in healthcare burden                                                                                                                                                     especially                                        for                      future                              outbreak                                                    public health strategies during variant-



                                                                                                                                                                                                                 preparedness                                                                                                                                                               specific surges.
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