“…Furthermore, it is well established that optimal control results are tied to the optimal control model, how the controls are used in the model and how the associated objective functional is defined [ 42 ] As a result, this will genuinely guide us on how the controls presented herein are being placed in the constraints to be formulated. The constraint equations subjected to the objective function is given by In system ( 2.4 ), , represents the rate of change in susceptible individuals within the age bracket 0–7 years (they are resistant to crime) with respect to time t ; , means the rate of change in susceptible individuals within the age bracket 8–17 years (they are exposed to delinquent behaviors from their peers) with respect to time t ; , represents the rate of change in susceptible individuals within the age bracket 18–above years (they are expose to delinquent behaviors from their peers) with respect to time t ; , implies the rate of change in criminal gang population (within the age bracket 8–17 years) with status offenses (eg., tobacco consumption, alcohol consumption, assault, breaking and entering, etc [ 43 , 44 ]), with respect to time t ; , represents the rate of change in criminal gang population (within the age bracket 8–17 years) that exhibit capital offenses (murder), with respect to time t ; , represents the rate of change in criminal gang population (within the age bracket 18–above years) with non-status offenses (eg., murder, robbery, fraud, illegal sale of drugs, human trafficking, money laundering, kidnapping, illegal smuggling of goods, weapon and drug trafficking, domestic violence, rape, etc) [ 45 ], with respect to time t ; , means the rate of change in the individuals under rehabilitation (individual within the age bracket 8–17 years) with respect to time t ; , implies the rate of change in the individuals in government remand homes (individual within the age bracket 8–17 years) with respect to time t ; , represents the rate of change in the prosecuted and law-enforced gang members (individual within the age bracket 18 - above years) serving jail terms with respect to time t ; N is the total population at any given time t . The parameters are as well defined in the Table 1 .…”