“…Research in queuing-inventory systems may be classified based on features such as the nature of customer arrival process, service time distribution, server vacation, service discipline, customer behavior, inventory review policy, replenishment policy, stock-out assumptions, perishability of units, lead time for replenishment, among others. We refer the readers to Krishnamurthy, Shajin, and Narayanan [12] for a general review of queuing-inventory models, to Choi et al [13] for a survey of QI models with phase-type service times, and to Melikova and Shahmaliyeva [14] for a discussion of QI models for perishable items. Recent generalizations of QI models are due to Chakravarthy, Maity and Gupta [15], who studied a QI model in which the service is carried out in batches, Chakravathy [16], who studied a QI model in which the demand occurs in batches, and Chakravarthy and Rumyantsev [17], who study a QI system with batch demand, Markovian Arrival Process (MAP), and phase-type service time and exponential replenishment lead times.…”