Table 1.
Summary of recent related works.
| Work | OBD-II Reader | Edge Computing | TinyML | Observed Sensors |
|---|---|---|---|---|
| This work | Freematics ONE+ | Yes | Yes | MAP, MAF, IAT, RPM |
| [28] | ELM-327 * | Mobile App | No | MAP, Speed |
| [29] | ELM-327 * | No Offline computing |
No | MAP, MAF, IAT, RPM |
| [30] | ELM-327 * | No Offline computing |
No | MAP, Speed, AP |
| [31] | Freematics ONE+ | No Offline computing |
No | MAP, Speed, RPM, MAF, IAT |
| [32] | OBD-II reader not specified + Raspberry Pi |
No Offline computing |
No | MAP, Speed, RPM, MAF, IAT |
* ELM-327 has an ATMega644 microcontroller internally, but it is not used for computing in the cited works.