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Digital communication developed into an imperative element of infrastructure now-a-days. Many applications that operate infrastructure systems are internet-centered. Because of the nontrivial risks of information/data leakage, communication in the systems ought to be secured. Many techniques like cryptography are being employed on a large scale to furtively transmit information. But in the data transmission procedure, attaining the high data security along with high system efficiency is a difficult task. To trounce these difficulties, an efficient data transmission scheme utilizing improved advanced encryption standard with Butterfly Effect (IAES-BE) is proposed. The IAES-BE does the encryption procedure to thwart the data as of the attackers. The adaptive flower pollination algorithm (A-FPA) is employed for the key generation that augments the key's complexity. After that, the generated key is implemented to the IAES-BE for encrypting the input plain-text as ciphertext. Next, the ciphertext is decrypted through revising the IAES-BE. Thereby, the original data will be attained and safely transmitted to the receiver. Centered on the investigational outcomes, the proposed work offered superior performance to the remaining data transmission methods. [ABSTRACT FROM AUTHOR]