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An energy harvesting sensor network with a linear topology is investigated. The probability of packet loss in the network due to lack of energy in the nodes is derived. Based on this result, a near-optimal design for sizing the storage and the harvesting components of sensors is obtained. A more practical design guideline assuming identical sensors is also provided. Simulations validate the analysis and demonstrate the near optimal performance of the proposed theoretical designs.