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On-line hand composing character recognition using accelerometers is the simple proto-type for all the most recent technologies. This paper presents an accelerometer based hand written digit and hand gesture recognition software. The recognition method is carried out by utilizing a tri-axial accelerometer and microcontroller with inbuilt ADC interface. The wireless transmission module is employed for sensing and collecting acceleration of hand written and hand gesture trajectories. User can hold the unit to compose alpha numeric in air without space constraints. The machine employs chip to store the figures and it is interfaced to the computer to recognizing the information of any of the Integrated Development Interface (IDE) as Visual Basic. Key terms: Accelerometer, Hand gesture, H composed digit, Micro controller, Visual standard studio. I. INTRODUCTION In contemporary technologies, the gesture plays plays important part to understand the education given by the individual for HCI software. A key objective of gesture recognition study is to make a system which can identify particular human senses and use them to communicate information or for apparatus management. Many technologies are developed to make sure the gesture recognition to get hand centered programs. The gesture recognition is helpful for much more applications like sign language detection, games and sports applications, controlling the functioning of T.V like intelligent TV software. The capability to track a personвЂ™s moves and determine what gestures they are doing can be recognized by using many different tools. There is a lot of study that have been performed based on the use of image/video gesture recognition depend on the environment. The input apparatus utilized for gesture recogniti...