423 lines
19 KiB
ReStructuredText
423 lines
19 KiB
ReStructuredText
.. _sensor-threat:
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Sensor Device Threat Model
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##########################
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This document describes a threat model for an IoT sensor device.
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Spelling out a threat model helps direct development effort, and can
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be used to help prioritize these efforts as well.
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This device contains a sensor of some type (for example temperature, or a
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pressure in a pipe), which sends this data to an SoC running a
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microcontroller. This microcontroller connects to a cloud service, and
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relays this sensor data to this service. The cloud service is also able
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to send configuration data to the device, as well as software update
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images. A general diagram can be seen in Figure 1:
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.. figure:: media/sensor-model.svg
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Figure 1. Sensor General Diagram
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In this sensor device, the sensor connects with the SoC via an SPI bus,
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and the SoC has a network interface that it uses to communicate with the
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cloud service. The particulars of these interfaces can impact the threat
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model in unexpected ways, and variants on this will need to be
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considered (for example, using a separate network interface SoC
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connected via some type of bus).
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This model also focuses on communicating via the MQTT-over-TLS protocol,
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as this seems to be in wide use [1]_.
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Assets
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======
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One aspect of the threat model to consider are assets involved in the
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operation of the device. The following list enumerates the assets
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included in this model:
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1. **The bootloader**. This is a small code/data image contained in
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on-device flash that is the first code to run. In order to establish
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a root of trust, this image must be immutable. This model assumes
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that the SoC provides a mechanism to protect a region of the flash
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from future writes, and that this will be done after this image is
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programmed into the device, early in production [th-imboot]_.
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2. **The application firmware image**. This asset consists of the
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remainder of the firmware run by the microcontroller. The distinction
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is made because this part of the image will need to be updated
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periodically as security vulnerabilities are discovered. Requirements
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for updates to this image are:
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a. The image shall only be replaced with an authorized image
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[th-authrepl]_.
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b. When an authorized replacement image is available, the update
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shall be done in a timely manner [th-timely-update]_.
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c. The image update shall be seen as atomic, meaning that when the
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image is run, the flash shall contain either the update image in
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its entirety, or the old image in its entirety
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[th-atomic-update]_.
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3. **Root certificate list**. In order to authenticate the cloud service
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(server), the IoT device must have a list of root certificates that
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are allowed to sign the certificate on the server. For cloud-provider
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based services, this list will generally be provided by the service
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provider. Because the root certificates can expire, and possibly be
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revoked, this list will need to be periodically updated
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[th-root-certs]_, [th-root-check]_.
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4. **Client secrets**. To authenticate the client to the service, the
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client must possess some kind of secret. This is generally a private
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key, usually either an RSA key or an EC private key. When
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establishing communication with the server, the device will use
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this secret either as part of the TLS establishment, or to sign a
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message used in the communication.
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This secret is generally generated by the service provider, or by
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software running elsewhere, and must be securely installed on the
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device. Policy may dictate that this secret be replaced
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periodically, which will require a way to update the client secret.
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Typically, the service will allow two or three active keys to allow
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this update to proceed while the old key is used.
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These secrets must be protected from read, and the smallest amount
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of code necessary shall have access to them. [th-secret-storage]_
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5. **Current date/time**. TLS certificate verification requires
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knowledge of the current date and time in order to determine if the
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current time falls within the certificate's current validity time.
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Also, token based client authentication will generally require the
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client to sign a message containing a time window that the token is
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valid. Certificate validation requires the device's notion of date and
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time to be accurate within a day or so. Token generation generally
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requires the time to be accurate within 5-10 minutes.
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It may be possible to approximate secure time by querying an
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external time server. Secure NTP is possibly beyond the
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capabilities of an IoT device. The main risks of having incorrect
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time are denial of service (the device rejects valid certificates),
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and the generation of tokens with invalid times. It could be
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possible to trick the device into generating tokens that are valid in
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the future, but the attacker would also have to spoof the server's
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certificate to be able to intercept this. [th-time]_
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6. **Sensor data**. The data received from the sensor itself, and
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delivered to the service shall be delivered without modification or
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tampering.
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7. **Device configuration**. Various configuration data, such as the
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hostname of the service to connect to, the address of a time server,
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frequency and parameters of when sensor data is sent to the service,
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and other need to be kept by the device. This configuration data will
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need to be updated periodically as the configuration changes. Updates
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should be allowed only from authorized parties. [th-conf]_
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8. **Logs**. In order to assist with analysis of security issues, the
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device shall log information about security-pertinent events. IoT
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devices generally have limited storage, and as such, these logs need
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to be carefully selected. It may also be possible to send these log
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events to the cloud service where they can be stored in a more
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resource-available environment. Types of events that should be logged
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include:
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a. **Firmware image updates**. The system should log the download of
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new images, and when an image is successfully updated.
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b. **Client secret changes**. Changes and new client secrets should be
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logged.
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c. **Changes to the device configuration**.
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[th-logs]_
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Communication
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=============
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In addition to assets, the threat model also considers the locations
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where data or assets are communicated between entities of the system.
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1. **Flash contents**. The flash device contains several regions. The
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contents of flash can be modified programmatically by the SoC's CPU.
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a. **The bootloader**. As described in the Assets section, the
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bootloader is a small section of the flash device containing the
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code initially run. This section shall be written early in the
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lifecycle of the device, and the flash device then configured to
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permanently disallow modification of this section. This
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configuration should also prevent modification via external
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interfaces, such as JTAG or SWD debuggers.
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The bootloader is responsible for verifying the signature of the
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application image as well as updating the application image from
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the update image when an update is needed.
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The bootloader shall verify the signature of the update image
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before installing it.
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The bootloader shall only accept an update image with a newer
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version number than the current image.
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b. **The application image**. The application image contains the code
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executed during normal operation of the device. Before running
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this image, the bootloader shall verify a digital signature of the
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image, to avoid running an image that has been tampered with. The
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flash/system shall be configured such that after the bootloader
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has completed, the CPU will be unable to write to the application
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image.
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c. **The update image**. This is an area of flash that holds a new
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version of the application image. This image will be downloaded
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and stored by the application during normal operation. When this
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has completed, the application can trigger a reboot, and the
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bootloader can install the new image.
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d. **Secret storage**. An area of the flash will be used to store
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client secrets. This area is written and read by a subset of the
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application image. The application shall be configured to
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protect this area from both reads and writes by code that does
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not need to have access to it, giving consideration to possible
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exploits found within a majority of the application code.
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Revealing the contents of the secrets would allow the attacker
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to spoof this device.
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Initial secrets shall be placed in the device during a
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provisioning activity, distinct from normal operation of the
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device. Later updates can be made under the direction of
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communication received over a secured channel to the service.
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e. **Configuration storage**. There shall be an area to store other
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configuration information. On resource-constrained devices, it is
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allowed for this to be stored in the same region as the secret
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storage, however, this adds additional code that has access to the
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secret storage area, and as such, more code that must be
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scrutinized.
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f. **Log storage**. The device may have an area of flash where log
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events can be written.
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2. **Sensor/Actuator interface**. In this design, the sensor or actuator
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communicates with the SoC via a bus, such as SPI. The hardware design
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shall be made to make intercepting this bus difficult for an attack.
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Required techniques depend on the sensitivity and use of the sensor
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data, and can range from having the sensor mounted on the same PCB as
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the MCU to epoxy potting the entire device.
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3. **Communication with cloud service**. Communication between the
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device, and the cloud service will be done over the general
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internet. As such, it shall be assumed that an attacker can
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arbitrarily intercept this channel and, for example, return spoofed
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DNS results or attempt man-in-the-middle attacks
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against communication with cloud services.
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The device shall use TLS for all communication with the cloud
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service [th-all-tls]_. The TLS stack shall be configured to use only cipher suites
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that are generally considered secure [2]_, including forward
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secrecy. The communication shall be secured by the following:
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a. **Cipher suite selection**. The device shall only allow
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communication with generally agreed secure cipher suites
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[th-tls-ciphers]_.
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b. **Server certificate verification**. The server presented by the
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server shall be verified [th-root-check]_.
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i. **Naming**. The certificate shall name the host and service
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the cloud service server is providing.
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`RFC6125 <https://tools.ietf.org/html/rfc6125>`__ describes
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best practices for this. It is permissible for the device to
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require the certificate to be more restrictive than as
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described in this RFC, provided the service can use a
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certificate that can comply.
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ii. **Path validation**. The device shall verify that the
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certificate chain has a valid signature path from a root
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certificate contained within the device, to the certificate
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presented by the service.
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`RFC4158 <https://tools.ietf.org/html/rfc4158>`__ describes
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this is general. The device is permitted to require a more
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restricted path, provided the server certificate used
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complies with this restriction.
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iii. **Validity period**. The validity period of all presented
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certificates shall be checked against the device's best
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notion of the current time.
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c. **Client authentication**. The client shall authenticate itself to
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the service using a secret known only to that particular device.
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There are several options, and the technique used is generally
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mandated by the particular service provider being used
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[th-tls-client-auth]_.
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i. **TLS client certificates**. The TLS protocol allows the
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client to present a certificate, and assert its knowledge of
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the secret described by that certificate. Generally, these
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certificates will be stored within the service provider. These
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certificates can be self-signed, or signed by a CA. Since the
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service provider maintains a list of valid certificates
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(mapping them to a device identity), having these certificates
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signed by a CA does not add any additional security, but may
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be useful in the management of these certificates.
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ii. **Token-based authentication**. It is also possible for the
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client to authenticate itself using the *password* field of
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the MQTT CONNECT packet. However, the secret itself must not
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be transmitted in this packet. Instead, a token-based
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protocol, such as
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`RFC7519 <https://tools.ietf.org/html/rfc7519>`__\ 's JSON Web
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Token (JWT) can be used. These tokens will generally have a
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small validity period (e.g. 1 hour), to prevent them from
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being reused if they are intercepted. The token shall not be
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sent until the device has verified the identity of the server.
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d. **Random/Entropy source**. Cryptograph communication requires the
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generation of secure pseudorandom numbers. The device shall use a
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modern, accepted cryptographic random-bit generator to generate
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these random numbers. It shall use either a Non-Deterministic
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Random Bit Generator (True RBG) implemented in hardware within the
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SoC, or a Deterministic Random Bit Generator (Pseudo RBG) seeded
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by an entropy source within the SoC. Please see NIST SP 800-90A
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for information on approved RBGs and NIST SP 800-90B for
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information on testing a device's entropy source [th-entropy]_.
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4. **Communication with the time service**. Ideally, the device shall
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contain hardware that maintains a secure time. However, most SoCs in
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use do not have support for this, and it will be necessary to consult
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an external time service.
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`RFC4330 <https://tools.ietf.org/html/rfc4330>`__ and referenced RFCs
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describe the Simple Network Time Protocol that can be used to query
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the current time from a network time server.
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5. **Device lifecycle**. An IoT device will have a lifecycle from
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production to destruction and disposal of the device. Aspects of this
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lifecycle that impact security include initial provisioning, normal
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operation, re-provisioning, and destruction.
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a. **Initial provisioning**. During the initial provisioning stage,
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it is necessary to program the bootloader, an initial application
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image, a device secret, and initial configuration data
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[th-initial-provision]_. In
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addition, the bootloader flash protection shall be installed. Of
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this information, only the device secret needs to differ per
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device. This secret shall be securely maintained, and destroyed in
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all locations outside of the device once it has been programmed
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[th-initial-secret]_.
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b. **Normal operation**. Normal operation includes the behavior
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described by the rest of this document.
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c. **Re-provisioning**. Sometimes it is necessary to re-provision a
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device, such as for a different application. One way to do this is
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to keep the same device secret, and replace the configuration
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data, as well as the cloud service data associated with the
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device. It is also possible to program a new device secret, but if
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this is done it shall be done securely, and the new secret
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destroyed externally once programmed into the device
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[th-reprovision]_.
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d. **Destruction**. To prevent the device secret from being used to
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spoof the device, upon decommissioning, the secret for a
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particular device shall be rendered ineffective
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[th-destruction]_. Possibilities include:
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i. Hardware destruction of the device.
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ii. Securely wiping the flash area containing the
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secret [3]_.
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iii. Removing the device identity and certificate from the
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service.
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Other Considerations
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====================
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In addition to the above, network connected devices generally will need
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a way to configure them to connect to the network environment they are
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placed in. There are numerous ways of doing this, and it is important
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for these configuration methods to not circumvent the security
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requirements described above.
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Threats
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=======
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.. [th-imboot] Must boot with an immutable bootloader.
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.. [th-authrepl] Application image shall only be replaced with an
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authorized image.
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.. [th-timely-update]
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Application updates shall be done in a timely manner.
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.. [th-atomic-update]
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Application updates shall be atomic.
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.. [th-root-certs]
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TLS must have a list of trusted root certificates.
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.. [th-root-check]
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TLS must verify root certificate from server is valid.
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.. [th-secret-storage]
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There must be a mechanism to securely store client secrets. The
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least amount of code necessary shall have access to these secrets.
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.. [th-time]
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System must have moderately accurate notion of the current
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date/time.
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.. [th-conf]
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The system must receive, and keep configuration data.
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.. [th-logs]
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The system must log security-related events, and either store them
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locally, or send to a service.
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.. [th-all-tls]
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All communications with the cloud service shall use TLS.
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.. [th-tls-ciphers]
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TLS shall be configured to allow only generally agreed cipher
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suites (including forward secrecy).
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.. [th-tls-client-auth]
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The device shall authenticate itself with the cloud provider using
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one of the methods described.
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.. [th-entropy]
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The TLS layer shall use a modern, accepted cryptographic random-bit
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generator seeded by an entropy source within the SoC.
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.. [th-initial-provision]
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The device shall have a per-device secret loaded before deployment.
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.. [th-initial-secret]
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The initial secret shall be securely maintained, and destroyed in
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any external location as soon as the device is provisioned.
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.. [th-reprovision]
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Reprovisioning a device shall be done securely.
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.. [th-destruction]
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Upon decomissioning, the device secret shall be rendered
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ineffective.
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Notes
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=====
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.. [1]
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See https://www.slideshare.net/kartben/iot-developer-survey-2018. As
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of this writing, the three major cloud IoT service providers, AWS
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IoT, Google Cloud IoT, and Microsoft Azure IoT all provide MQTT over
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TLS. Some feedback has suggested that some find difficulty with UDP
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protocols and routing issues on various networks.
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.. [2]
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As new exploits are discovered, what is considered secure can
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change.
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Organizations such as https://www.ssllabs.com/ provide information on
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current ideas of how TLS must be configured to be secure.
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.. [3]
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Note that merely erasing this flash area is unlikely to be
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sufficient.
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