Real time multi view image based FPC plant management with SS data security and low rate attack detection for efficient smart agriculture in WSN

Abstract

The problem of smart agriculture has been well studied and the security in Wireless Sensor Networks (WSN) has been analyzed in detail. There are a number of approaches discussed in the literature to support the growth of agriculture by considering different factors. But still the performance of plant management is not up to the expected level in terms of plant management and security concern. To handle these issues, an efficient multi view image based plant management technique which consider color and contrast features to obtain the features of fluid, plant, climate to compute different supportive measures like Fluid Specific Growth Support (FSGS), Plant Specific Growth Support (PSGS) and Climate Specific Growth Support (CSGS) measures to compute the value of Plant Growth Measure (PGM) and Crop Yield Measure (CYM). Also, using the same support measures, the presence of diseased plants is identified and fertilizers are regulated accordingly. Similarly, the wireless sensor network has been used as monitoring environment which has several routes to monitor different locations of agriculture lands. The presences of different routes are monitored for the transmission of different agriculture data. To handle the security issues, a low rate attack detection scheme is presented which finds the routes and for each route the method computes Service centric Legitimate Support (SCLS) to find low rate attacks. Similarly, the data security by controlling different smart devices in agriculture lands is enforced by using service centric data encryption (SCDE) scheme which uses different encryption scheme and keys to encrypt the data being used for controlling the devices of agricultural lands. The proposed method improves the performance of smart agriculture and improves the data security with higher low rate detection accuracy.

Data Security Design in Computer Application Software Development from the Perspective of Information Security Environment

“…Encryption is an important method to protect sensitive data [13][14]. When developing application software, encryption algorithms should be considered to encrypt data storage and transmission to ensure that data is not easily stolen or manipulated during storage and transmission.…”

Research on Wheat Image Encryption Based on Different Chaotic Systems

“…H W (20) Due to the randomness of the location, the theoretical expected values of NPCR and UACI for the two random images are 99.6094% and 33.4635%, respectively.…”

“…An image-driven multi-feature plant management model based on feature data encryption scheme is constructed by Santhosh et al [19], which used dynamic scheme and key to encrypt data, improving the security and performance of smart agriculture. Perumal et al [20] realized data security of different smart devices in farmland by using data encryption schemes, which used different encryption schemes and keys to encrypt data of farmland devices controlled by users, thus achieving higher accuracy of low-rate attack detection. A new homomorphic encryption algorithm is proposed by Kulalvaimozhi et al [21], which combined with the compression process to encrypt field crop images, reducing the encryption time and preserving high-quality reconstructed images.…”

Enhancing Real-Time Image Transmission in Wireless Sensor Networks: A Study on Energy-Efficient Compression Algorithms

“…Comprising of numerous low-cost, low-power sensor nodes with computational and communicational abilities, WSNs have found widespread use in areas such as environmental monitoring, security surveillance, smart transportation, and healthcare [5][6][7][8][9][10]. Real-time image transmission in WSNs carries substantial importance as it delivers timely and accurate information to users, aiding in precise decisionmaking [11][12][13][14][15][16].…”