If you need to modify the stabilizationWindowSeconds of a keda-generated HPA, you need to modify the associated ScaledObject. If you modify the HPA, it will be overwritten by the keda operator based on the source of truth, which is the ScaledObject. To achieve the change, modify the ScaledObject.
spec:
behavior:
scaleDown
stabilizationWindowSeconds: 15