Is Java KeyGenerator Security Module safe? If not, how can I fix this?

I have a parallel encryption / decryption program in which several AES128 keys are randomly generated, calling the following code (written in scala, the Java version should be pretty similar):

  private def AESKeyGen: KeyGenerator = {
    val keyGen = KeyGenerator.getInstance("AES")
    keyGen.init(128)
    keyGen
  }

  def generateKey: SecretKey = this.synchronized {
    AESKeyGen.generateKey()
  }

each key is used to encrypt a fixed byte array, and then decrypts it using the AESEncrypt and AESDecrypt functions:

  def ivParameterSpec = this.synchronized{
    import com.schedule1.datapassport.view._

    new IvParameterSpec("DataPassports===")
  }

  private def getCipher = this.synchronized {
    Cipher.getInstance("AES/CBC/PKCS5Padding")
  }

  private def nextCipher(aesKey: Key): Cipher = this.synchronized{
    val cipher = getCipher
    cipher.init(Cipher.ENCRYPT_MODE, aesKey, ivParameterSpec)
    cipher
  }

  private def nextDecipher(aesKey: Key): Cipher = this.synchronized{
    val cipher = getCipher
    cipher.init(Cipher.DECRYPT_MODE, aesKey, ivParameterSpec)
    cipher
  }

  def nullBytes = Array.fill[Byte](16)(0)

  def aesEncrypt(bytes: Array[Byte], key: Key): Array[Byte] = this.synchronized{
    val effectiveBytes = if (bytes == null) nullBytes
    else bytes
    nextCipher(key).doFinal(effectiveBytes)
  }

  def aesDecrypt(cipher: Array[Byte], key: Key): Array[Byte] = this.synchronized{
    val effectiveBytes = Utils.retry(3){
      nextDecipher(key).doFinal(cipher)
    }
    if (effectiveBytes.toList == nullBytes.toList) null
    else effectiveBytes
  }

The program runs smoothly on 1 core / thread, but when I increase concurrency gradually to 8. I gradually get more chances to meet the following error:

javax.crypto.BadPaddingException: Given final block not properly padded
    at com.sun.crypto.provider.CipherCore.doFinal(CipherCore.java:966)
    at com.sun.crypto.provider.CipherCore.doFinal(CipherCore.java:824)
    at com.sun.crypto.provider.AESCipher.engineDoFinal(AESCipher.java:436)
    at javax.crypto.Cipher.doFinal(Cipher.java:2165)
...

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