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    <title>DEV Community: Anand P S</title>
    <description>The latest articles on DEV Community by Anand P S (@anand_ps).</description>
    <link>https://dev.to/anand_ps</link>
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      <title>DEV Community: Anand P S</title>
      <link>https://dev.to/anand_ps</link>
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    <item>
      <title>OneDialect — Unified Assistive Communication System (UACS)</title>
      <dc:creator>Anand P S</dc:creator>
      <pubDate>Sun, 03 May 2026 15:32:12 +0000</pubDate>
      <link>https://dev.to/anand_ps/onedialect-unified-assistive-communication-system-uacs-580f</link>
      <guid>https://dev.to/anand_ps/onedialect-unified-assistive-communication-system-uacs-580f</guid>
      <description>&lt;p&gt;A production-grade embedded system enabling communication across speech, text, Morse, and haptic signals within a single unified pipeline.&lt;/p&gt;

&lt;h2&gt;
  
  
  Project Links
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Official Project Page:&lt;/strong&gt; &lt;a href="https://anandps.in/projects/unified-assistive-communication-system" rel="noopener noreferrer"&gt;https://anandps.in/projects/unified-assistive-communication-system&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;GitHub Repository:&lt;/strong&gt; &lt;a href="https://github.com/anand-ps/unified-assistive-communication-system" rel="noopener noreferrer"&gt;https://github.com/anand-ps/unified-assistive-communication-system&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Problem
&lt;/h2&gt;

&lt;p&gt;Assistive communication systems are fragmented.&lt;/p&gt;

&lt;p&gt;Most tools solve isolated problems such as speech, hearing, or vision, forcing users to:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Switch between multiple interfaces&lt;/li&gt;
&lt;li&gt;Learn different interaction models&lt;/li&gt;
&lt;li&gt;Depend on external assistance&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The real failure is not missing features.&lt;br&gt;&lt;br&gt;
It is the absence of a unified system.&lt;/p&gt;

&lt;h2&gt;
  
  
  Solution
&lt;/h2&gt;

&lt;p&gt;UACS introduces a single communication pipeline:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Speech ⇄ Text ⇄ Morse ⇄ Haptic&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Morse code acts as a consistent encoding layer, enabling deterministic translation across all modalities.&lt;/p&gt;

&lt;h2&gt;
  
  
  System Architecture
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fpuxa4dj1znly37xne9v8.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fpuxa4dj1znly37xne9v8.png" alt="MCU unit Development" width="800" height="446"&gt;&lt;/a&gt;&lt;br&gt;
The system is built using a dual-layer architecture:&lt;/p&gt;

&lt;h3&gt;
  
  
  Processing Layer (Raspberry Pi)
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Speech capture&lt;/li&gt;
&lt;li&gt;Speech-to-text conversion&lt;/li&gt;
&lt;li&gt;Text processing&lt;/li&gt;
&lt;li&gt;Morse encoding&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fwveb1hcxv2wol93kt8xy.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fwveb1hcxv2wol93kt8xy.png" alt="Raspberry Pi" width="800" height="447"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  Interaction Layer (ATmega328P)
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Morse input detection&lt;/li&gt;
&lt;li&gt;Timing-based decoding&lt;/li&gt;
&lt;li&gt;Haptic feedback control&lt;/li&gt;
&lt;li&gt;Audio feedback&lt;/li&gt;
&lt;li&gt;Bluetooth communication&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fhu4qrfl5mfzyu6bumqdk.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fhu4qrfl5mfzyu6bumqdk.png" alt="ATmega328P based unit" width="800" height="447"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  Why this split?
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Ensures real-time deterministic behavior in the interaction layer
&lt;/li&gt;
&lt;li&gt;Prevents OS-level variability from affecting timing-sensitive operations
&lt;/li&gt;
&lt;li&gt;Uses a &lt;strong&gt;dedicated MCU&lt;/strong&gt; to handle sensor input, Morse timing, and haptic driver control with precise timing guarantees
&lt;/li&gt;
&lt;li&gt;Offloads computational tasks (speech processing, encoding) to the &lt;strong&gt;SoC (Raspberry Pi)&lt;/strong&gt;, avoiding overload on the interaction layer
&lt;/li&gt;
&lt;li&gt;Improves portability by keeping the MCU-based unit as a compact &lt;strong&gt;HMI device&lt;/strong&gt;, while heavy processing remains external
&lt;/li&gt;
&lt;li&gt;Enables clear separation of concerns: compute-intensive vs time-critical execution
&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Operational Flow
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Speech → Haptic Output
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Capture speech&lt;/li&gt;
&lt;li&gt;Convert to text&lt;/li&gt;
&lt;li&gt;Encode into Morse&lt;/li&gt;
&lt;li&gt;Transmit via Bluetooth&lt;/li&gt;
&lt;li&gt;Render as vibration patterns&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Haptic Input → Speech
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;User inputs Morse via SPDT switch&lt;/li&gt;
&lt;li&gt;Decode timing into text&lt;/li&gt;
&lt;li&gt;Convert to speech&lt;/li&gt;
&lt;li&gt;Output audio&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Result
&lt;/h3&gt;

&lt;p&gt;A full-duplex communication loop across speech and tactile interaction.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9ueld502m52g1raqeriu.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9ueld502m52g1raqeriu.png" alt="AVR vs SoC" width="800" height="450"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Embedded Implementation
&lt;/h2&gt;

&lt;p&gt;Built around the &lt;strong&gt;ATmega328P&lt;/strong&gt; for real-time control:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Interrupt-driven Morse decoding&lt;/li&gt;
&lt;li&gt;Timing-based dot/dash classification&lt;/li&gt;
&lt;li&gt;PWM-controlled vibration output&lt;/li&gt;
&lt;li&gt;UART-based Bluetooth communication&lt;/li&gt;
&lt;li&gt;Battery-optimized operation&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Hardware protections
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Overcharge protection&lt;/li&gt;
&lt;li&gt;Deep discharge protection&lt;/li&gt;
&lt;li&gt;Short-circuit protection&lt;/li&gt;
&lt;li&gt;Thermal protection&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Hardware Stack
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Raspberry Pi 4 Model B&lt;/li&gt;
&lt;li&gt;ATmega328P microcontroller&lt;/li&gt;
&lt;li&gt;HC-05 Bluetooth module&lt;/li&gt;
&lt;li&gt;Linear Resonant Actuator (haptic motor)&lt;/li&gt;
&lt;li&gt;Active buzzer&lt;/li&gt;
&lt;li&gt;SPDT switch&lt;/li&gt;
&lt;li&gt;Li-ion battery&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Software and Control Logic
&lt;/h2&gt;

&lt;p&gt;The system follows an event-driven, state-based architecture:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Input capture → decode → state transition&lt;/li&gt;
&lt;li&gt;Morse segmentation using timing windows&lt;/li&gt;
&lt;li&gt;Serial communication handling&lt;/li&gt;
&lt;li&gt;Output scheduling&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Processing pipelines
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Speech-to-text&lt;/li&gt;
&lt;li&gt;Text-to-Morse&lt;/li&gt;
&lt;li&gt;Morse-to-text&lt;/li&gt;
&lt;li&gt;Text-to-speech&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Cost
&lt;/h2&gt;

&lt;p&gt;Approximately &lt;strong&gt;₹16,700&lt;/strong&gt; total.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Raspberry Pi is the primary cost driver&lt;/li&gt;
&lt;li&gt;Remaining components are optimized for affordability&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Validation
&lt;/h2&gt;

&lt;p&gt;Tested under real-world conditions for:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Low-latency communication&lt;/li&gt;
&lt;li&gt;Accurate Morse encoding and decoding&lt;/li&gt;
&lt;li&gt;Stable Bluetooth transfer&lt;/li&gt;
&lt;li&gt;Consistent haptic and audio feedback&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Future Scope
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Multi-language support&lt;/li&gt;
&lt;li&gt;Wearable form factors&lt;/li&gt;
&lt;li&gt;Emergency communication systems&lt;/li&gt;
&lt;li&gt;IoT-integrated assistive devices&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Closing
&lt;/h2&gt;

&lt;p&gt;Assistive systems fail when they optimize isolated features instead of system behavior.&lt;/p&gt;

&lt;p&gt;UACS solves this by treating communication as a unified, deterministic pipeline where speech, text, Morse, and haptic signals operate as one cohesive system.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://anandps.in" rel="noopener noreferrer"&gt;— Anand P S&lt;/a&gt;&lt;/p&gt;

</description>
      <category>python</category>
      <category>cpp</category>
      <category>raspberrypi</category>
      <category>arduino</category>
    </item>
    <item>
      <title>[Boost]</title>
      <dc:creator>Anand P S</dc:creator>
      <pubDate>Sun, 03 May 2026 12:23:49 +0000</pubDate>
      <link>https://dev.to/anand_ps/-1jg9</link>
      <guid>https://dev.to/anand_ps/-1jg9</guid>
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