In component,
formData.form.controls['email'].setErrors({'incorrect': true});
and in HTML:
<input mdInput placeholder="Email" type="email" name="email" required [(ngModel)]="email" #email="ngModel">
<div *ngIf="!email.valid">{{email.errors| json}}</div>