System of wheat intensification (SWI) – A new approach for increasing wheat yield in small holder farming system

Given the confluence of water scarcity, declining area under wheat and continuing increase in population, raising wheat productivity has become a serious concern to the wheat scientists. Yield contribution from irrigation is more significant in wheat. Increase in the irrigation management levels for wheat is probably more relevant and easier to improve water productivity. But transplanted wheat seems high water requiring and economically less feasible. Seedlings have usually poor survival rate, and are often more fragile than rice seedlings at the two leaves stage. Besides plants do not grow quickly and vigorously, and show a delay in development compared to the direct seeding treatment. All yield parameters are often lower compared to the direct seeding treatment due to transplanting of aged seedlings, greater shock of transplantation, high plant density, improper amount and timing of water deliveries. Therefore, applying SRI (system of rice intensification) practices is expected to have a positive impact on the wheat plants, similar to the impact on rice. SWI is a new concept and goes with the SRI principle. It can reduce weeding time to one-third and to one-half of the time needed for current weeding practice. Herbicide use is effective with SWI, but farmers are inventing or modifying tools that reduce the labour time required for weeding. Thus, SWI is a methodology aimed at increasing the yield of wheat, where all agronomic principles are put into practices to provide high wheat yield per drop of water and per kg of agricultural inputs like fertilizer, seed etc

Gap equation in scalar field theory at finite temperature

We investigate the two-loop gap equation for the thermal mass of hot massless $g^2\phi^4$ theory and find that the gap equation itself has a non-zero finite imaginary part. This indicates that it is not possible to find the real thermal mass as a solution of the gap equation beyond $g^2$ order in perturbation theory. We have solved the gap equation and obtain the real and the imaginary part of the thermal mass which are correct up to $g^4$ order in perturbation theory.Comment: 13 pages, Latex with axodraw, Minor corrections, Appendix adde

Analysis of DNA sequences through local distribution of nucleotides in strategic neighborhoods

We construct a compact vector representation on $\mathbb{R}24$ of a DNA sequence of arbitrary length. Each component of this vector is obtained from a representative sequence, the elements of which are the values realized by a function $\Gamma$. The function $\Gamma$, so defined, acts on neighborhoods of arbitrary radius that are located at strategic positions within the DNA sequence. $\Gamma$ carries complete information about the local multiplicity of the nucleotides as a consequence of the uniqueness of prime factorisation of integer. The two parameters characterizing the radius and location of the neighbourhoods are fixed by comparing the phylogenetic tree we find through our algorithm with standard results for the $\beta$ -globin gene sequences of eleven different species. Remarkably, the time complexity for this similarity analysis turns out to be $\mathcal{O}(n)$. Using the values of the two fitting parameters so obtained, the method is further applied to analyze mitochondrial genome sequences.Comment: 9 pages, 4 figure

Characterizing Coherent Integrated Photonic Neural Networks under Imperfections

Integrated photonic neural networks (IPNNs) are emerging as promising successors to conventional electronic AI accelerators as they offer substantial improvements in computing speed and energy efficiency. In particular, coherent IPNNs use arrays of Mach-Zehnder interferometers (MZIs) for unitary transformations to perform energy-efficient matrix-vector multiplication. However, the underlying MZI devices in IPNNs are susceptible to uncertainties stemming from optical lithographic variations and thermal crosstalk and can experience imprecisions due to non-uniform MZI insertion loss and quantization errors due to low-precision encoding in the tuned phase angles. In this paper, we, for the first time, systematically characterize the impact of such uncertainties and imprecisions (together referred to as imperfections) in IPNNs using a bottom-up approach. We show that their impact on IPNN accuracy can vary widely based on the tuned parameters (e.g., phase angles) of the affected components, their physical location, and the nature and distribution of the imperfections. To improve reliability measures, we identify critical IPNN building blocks that, under imperfections, can lead to catastrophic degradation in the classification accuracy. We show that under multiple simultaneous imperfections, the IPNN inferencing accuracy can degrade by up to 46%, even when the imperfection parameters are restricted within a small range. Our results also indicate that the inferencing accuracy is sensitive to imperfections affecting the MZIs in the linear layers next to the input layer of the IPNN.Comment: This paper has been accepted for publication in the IEEE Journal of Lightwave Technology (JLT

The Insiders’ Experience of an Undergraduate Level Ethnographic Fieldwork Training Program in India

Research on fieldwork experiences is not something new to the discipline of Anthropology. However, undergraduate level ethnographic fieldwork training programs in India as a research area still remained unexplored. The purpose of the study described in this paper was to explore the proceedings of undergraduate level ethnographic fieldwork training programs in India. This article uses the authors’ own recollections regarding an undergraduate level ethnographic fieldwork training program carried out by a college affiliated with the University of Calcutta. All four authors along with their 21 fellow students have participated as trainees in this fieldwork training program. Through a qualitative analysis of these recapitulated events involving the acts of “preparation before the field trip,” “doing fieldwork” right up to “writing of field reports,” the study stresses one of the less emphasized and methodologically significant issues of education and the socialization process the trainee fieldworkers pass through while doing fieldwork. This article illuminates how the real-time field exposure guides naïve students to realize the utility of different research tools, techniques, methods, and some of the true requirements of an ethnographic fieldwork