No abstract

No abstract

In this article we develop a novel graph-based approach toward network forensics analysis. Central to our approach is the evidence graph model that facilitates evidence presentation and automated reasoning. Based on the evidence graph, we propose a hierarchical reasoning framework that consists of two levels. Local reasoning aims to infer the functional states of network entities from local observations. Global reasoning aims to identify important entities from the graph structure and extract groups of densely correlated participants in the attack scenario. This article also presents a framework for interactive hypothesis testing, which helps to identify the attacker's nonexplicit attack activities from secondary evidence. We developed a prototype system that implements the techniques discussed. Experimental results on various attack datasets demonstrate that our analysis mechanism achieves good coverage and accuracy in attack group and scenario extraction with less dependence on hard-coded expert knowledge.

The preservation of land for working rural landscapes, wildlife habitat, urban parks, recreational trails, and protecting water supplies and floodplains is emerging as an integral component of smart growth programs. Both the general public and nonprofit organizations have been willing to spend billions of dollars on land preservation because of a perception that traditional land use planning and regulation are not successfully accommodating growth or protecting valuable natural resources. The literature on smart growth has largely overlooked the potential of land preservation to curb sprawl and to foster livable communities. The literature on land preservation has focused on the mechanics of conservation easements and land purchases rather than on how land preservation can fit in the comprehensive planning process to achieve community smart growth goals. More research needs to be done on the strategic use of land preservation in shaping and directing growth as part of a comprehensive planning effort. focused on the mechanics of conservation easements and land purchases rather than on how land preservation can fit in the comprehensive planning process to achieve community smart growth goals. More research needs to be done on the strategic use of land preservation in shaping and directing growth as part of a comprehensive planning effort.4

No abstract

No abstract

No abstract

Abstract. Mallee-based agroforestry has potential to provide farmers with new income sources derived from biofuels, biofeedstocks, and carbon sequestration. Although mallees are planted on >12 700 ha across the south-west of Western Australia, very little commercial harvesting of mallee has occurred to date. The development of biomass processing industries is constrained by lack of robust information regarding the productivity of integrated mallee and agricultural systems. This study addresses this constraint by quantifying the productivity and economics of agricultural crops and pastures growing in the competition zone adjacent to mallee belts at 15 sites across the Western Australian wheatbelt. The sites covered a range of climate and edaphic conditions, three mallee species (Eucalyptus polybractea R Baker, E. loxophleba ssp. lissophloia LAS Johnson and KD Hill, or E. kochii ssp. plenissima (CA Gardner) Brooker), various crop and pasture rotations, and various mallee harvest-management treatments.Mallee-crop competition was negatively correlated with rainfall and positively correlated with mallee age and size, and greater for crops than pasture. Consequently, extent and magnitude of competition were highly variable across sites and years. On average, mallee-crop competition extended 11.3 m from unharvested belts and reduced crop and pasture yields by 36% within 2-20 m of the mallee belts relative to open paddock yields. This is similar to what has been reported for taller tree species. Harvesting mallees reduced competition such that crop and pasture yield was reduced by 22 or 27% relative to open paddock yields for mallees harvested at 3-or 6+-year intervals, respectively.The economic cost of mallee-crop competition on agricultural enterprises was also highly variable between sites, and between years within individual sites. Averaged across all site-years, the opportunity cost of competition was equivalent to forgoing agricultural production for 14.4 m on each side of unharvested mallee belts, or 9-10 m on each side of harvested belts.Farmers with mallee agroforestry systems will need to manage the economic impacts of competition by reducing agricultural input costs in the competition zone, timing crop-grazing rotations with mallee harvests, ensuring that the width of alleys is at least 25 times the height of the mature trees, and possibly root-pruning mallees in unharvested or long harvest interval systems.This research has shown that mallee-crop competition presents a significant cost to farmers and must be considered when designing mallee agroforestry systems. The findings have relevance for the development of appropriate biomass and carbon sequestration pricing benchmarks for mallee plantings.