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October 16, 2026

Real-Time DSP Control for Education: Acrome and Papaya VL

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Control systems education and real-time embedded systems applications encompass a highly dynamic process where theoretical models meet physical hardware. In this process, the ability of students and researchers to quickly test complex algorithms is key to academic success. 

Aiming to make engineering education and research more accessible, Acrome adds a powerful controller alternative to its classic control experiment kits such as Ball and Beam, Ball Balancing Table, 1-DoF Copter, and Linear Pendulum: the Papaya VL board from Shanon Technologies.

 Papaya VL is a full featured DSP and Control Hardware In the Loop (HIL)  board with onboard motor outputs and sensor inputs suitable for advanced machine control

This exciting integration makes it possible to experience complex control theories directly on the hardware, in real-time and with a visual programming language. The complex coding processes of traditional microcontroller programming are left behind, allowing engineering students and academics to focus directly on design and control performance without wasting hours troubleshooting determinism issues in real-time critical applications or spending long time debugging peripherals registers.

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1. Direct Connection and Rich Hardware Infrastructure

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Acrome's lab-type control experiment kits are highly dynamic structures requiring precise feedback loops and instantaneous control inputs. Shanon Technologies' Papaya VL (Real-Time DSP & Control Co-Design Board) can be easily and directly connected to Acrome experiment kits thanks to its rich feature set.

Thanks to the +/- 10V analog inputs/outputs (I/O), multiple PWM interfaces, sensor connection points, and integrated power interface for motor control applications, motors and sensors in Acrome experimental kits can be driven and read directly. The elimination of the need for an additional converter or complex connection boards reduces setup times to seconds in a lab environment and minimizes the possibility of errors.

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2. Drag-and-drop ease with Papaya Studio, a DLP (Drawing-Like Programming) Software

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‍Developing traditional real-time digital signal processing (DSP) and control systems is a long and arduous process requiring deep embedded software expertise. Hand-written code is often unreadable, bloated, and unsuitable for debugging. Papaya VL, offered by Shanon Technologies, radically changes this paradigm with its DLP (Drawing-Like Programming) visual design software called PAPAYA Studio. 

In PAPAYA Studio, users can create block diagrams of control systems using drag-and-drop via the PAPAYA Studio Model Builder interface. These block diagrams are compiled in a clean, modular, and completely open-source environment that directly reflects the designed theoretical model and can be loaded directly into the board in real-time (Real-Time Native Execution). This completely closes the gap between the simulation phase and the real-world application.

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System Identification Pane of the PAPAYA Studio

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Model Builder Pane of the PAPAYA Studio has a rich set of algorithm objects

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Monitoring Pane provides easy to use key analysis capabilities

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Acrome provides examples for the Shanon Technologies' PAPAYA Studio software. This enables users to conduct complete, out-of-the-box experiments, thereby leveraging the combined capabilities of both DSP and MCU technologies.

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Push Algorithms Beyond Limits with C++ and Python Code

Papaya VL and DLP software architecture is completely programming language and IDE agnostic. It opens up a great opportunity for users who want to run more advanced or custom algorithms without sacrificing the speed and simplicity offered by visual block diagrams: C or Python code can be directly integrated into block diagrams.

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The Source Editor pane (with a quick to switch Light and Dark mode) comes with a full set of source code debugging tools as well as a copy of the monitor tab, which gives a priceless experience especially when working with tuning the control algorithms on target or with the simulation.

The Source Editor pane comes with a rich set of tools and a copy of the monitor tab

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3. Powerful STM Hardware and Advanced Robotic Control Applications

At the heart of the Papaya VL board is the 32-bit Arm Cortex-M based STM32 microcontroller family, proven in both industry and academia. The board takes full advantage of STM32's on-chip hardware DSP (Digital Signal Processing) and rich I/O capabilities. Microcontrollers based on the Cortex-M7/M4 rely on built-in enhanced DSP and floating point unit handling instruction set. Thanks to Digital Signal Processing, fewer cycles are required to run control-loop algorithms, therefore contributing to the performance and the power efficiency of the application.

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Different views and pinouts are available in the free companion Papaya Studio software

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PAPAYA VL can process any analog signal in the allowed range of -10/+10 V and interface external serial sensors such as I2S microphone or IMU or any of the commonly used biomedical sensors, handle the feedback from a sensor embedded in a motor control system, or outputs from sensor-fusion applications. All of that with guaranteed critical real-time performance and determinism due to the main MCU STM32H725 enhanced system memory architecture and the integration with the ARM CORTEX M7 TCM.

The advanced DSP instruction set can process any analog signal, such as the output signal of a microphone, the feedback from a sensor embedded in a motor control system, or outputs from sensor-fusion applications. The flexibility and scalability of the architecture of the Cortex-M family also allow users to run most of the recent Machine Learning algorithms.

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Built-in advanced DSP instruction set and Floating Point Unit (FPU)  available in Papaya VL reduces time to run control-loop algorithms

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In systems requiring fast response and high stability, such as Acrome Ball Balancing Tables, 1-DoF Copters, or Linear Pendulums, DSP instruction sets enable high-frequency control loops, noise filtering algorithms, and real-time trajectory planning to be performed within milliseconds. This hardware architecture, brings advanced robotic control applications to your laboratory.

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Conclusion: A New Era in Control Laboratories

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Acrome's control experiment kits, designed to combine academic achievement and practical experience, and Shannon Technologies' innovative Papaya VL board are taking engineering education to a whole new level. Students who want to escape the complexities of coding and focus directly on control theory can optimize systems by live-tuning them; academics, on the other hand, can quickly implement advanced research projects with rich I/O and C++/Python support. This integration is now the quickest way to transform theory into practice when training the engineers of the future.

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References and Useful Resources

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Author

Parsa Payandeh
Applications Engineer

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Acrome was founded in 2013. Our name stands for ACcessible RObotics MEchatronics. Acrome is a worldwide provider of robotic experience with software & hardware for academia, research and industry.