Integrated CAN-Bus System: A Software-Defined Multi-Threaded Instrument Cluster and Open Observability Telemetry Architecture for Vehicle Performance Optimization
The adoption of standalone Engine Control Units (ECUs) in motorsport and research vehicles introduces severe interoperability challenges with OEM electronic architectures, often rendering factory instrument clusters inoperative. Existing commercial displays address this but feature high costs, closed ecosystems, and limited extensibility. This paper presents a low-cost, software-defined automotive instrument cluster and telemetry platform built on a Raspberry Pi 4, bridging heterogeneous vehicle subsystems without modifying ECU firmware. The architecture unifies high-rate CAN bus acquisition, analog digitization, discrete chassis signal monitoring, and GNSS telemetry. To evaluate network expansion, an auxiliary Exhaust Gas Temperature (EGT) loop using a MAX31855 amplifier was integrated to broadcast thermal data over CAN to a Link G4+ ECU. A priority-scheduled multi-threaded software model ensures bounded application-level acquisition alongside graphical visualization and an onboard time-series database (TSDB) with an embedded Grafana observability framework. Experimental validation on a cross-manufacturer testbed (Mazda RX-8 with a Nissan SR20DET engine and Link G4+ ECU) demonstrated stable operation during long-duration testing. Stress-testing up to 1000 frames/s with no frame loss was observed. The results prove the platform provides a highly flexible, extensible, and economically accessible open-source alternative to proprietary motorsport instrumentation.
This publication proposes a definition and a classification of agile software development approaches and analyses ten software development methods that can be characterized as being "agile" against the defined criterion.
P. Abrahamsson, O. Salo, Jussi Ronkainen et al.· arXiv.org· 727 citations· ⚡54
The study shows that agile practices improve both informal and formal communication, but indicates that, in larger development situations involving multiple external stakeholders, a mismatch of adequate communication mechanisms can sometimes even hinder the communication.
M. Pikkarainen, Jukka Haikara, O. Salo et al.· Empirical Software Engineeri...· 401 citations· ⚡48
The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.
Nicolò Paternoster, Carmine Giardino, M. Unterkalmsteiner et al.· Information and Software Tec...· 394 citations· ⚡54
The results show that the embedded industry has been able to apply agile methods in its development processes and that the appreciation of the agile methods and their individual practices appears to increase once adopted and applied in practice.
O. Salo, P. Abrahamsson· IET Software· 238 citations· ⚡9
Consequences of happiness and unhappiness that are beneficial and detrimental for developers' mental well-being, the software development process, and the produced artifacts are found.
D. Graziotin, Fabian Fagerholm, Xiaofeng Wang et al.· Journal of Systems and Softw...· 236 citations· ⚡13
The Mobile-D approach is briefly outlined here and the experiences gained from four case studies are discussed, which helped develop an agile development approach for mobile application development.
P. Abrahamsson, Antti Hanhineva, H. Hulkko et al.· Conference on Object-Oriente...· 225 citations· ⚡18
AI is making software generation faster, but speed does not remove the need for expertise. As more work is delegated to AI, tacit knowledge may become one of the most important human advantages in software engineering. The post Beyond Prompt Engineering: The Role of Tacit Knowledge in Software Engineering appeared first on GPT-Lab.
A path, a fence, a knot. MindTopo sets a new benchmark for testing how AI understands topological relationships and highlights new opportunities to strengthen spatial reasoning and planning. The post MindTopo reveals VLMs’ spatial reasoning abilities appeared first on Microsoft Research.
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