Optimal sizing and operation of a hybrid energy systems via response surface methodology (RSM).

Hybrid energy systems (HESs) are the most important sources of energy demand-supply, have developed significantly around the world. Microgrids, renewable energy sources, remote telecommunications stations, greenhouses, etc., are being considered as HESs applications.

Generalized global solar radiation forecasting model via cyber-secure deep federated learning.

Recently, the increasing prevalence of solar energy in power and energy systems around the world has dramatically increased the importance of accurately predicting solar irradiance. However, the lack of access to data in many regions and the privacy concerns that can arise when collecting and transmitting data from distributed points to a central server pose challenges to current predictive techniques. This study proposes a global solar radiation forecasting approach based on federated learning (FL) and convolutional neural network (CNN).

Anatomical evidence of microbial biofilms in an alloplastic nasal implant.

Unlabelled: Recently, bacterial biofilms have been proposed as a potential cause of the extreme resistance to antibiotics and impaired host responses in potentially infected facial implants. As opposed to the bacteria in a free-floating or planktonic state, biofilms exist in a sessile form, adherent to a solid or liquid interface and become embedded in a complex matrix that is oftentimes impenetrable to modern day antibiotics. This can lead to chronic infection of implants which ultimately necessitates their removal in a majority of cases.

Ropivacaine-induced peripheral nerve injection injury in the rodent model.

Background: Intraneural administration of local anesthetics has been associated with nerve damage. We undertook the present study to investigate histological changes induced by ropivacaine injection into rat sciatic nerve.

Methods: Fifty-four adult male Lewis rats were randomly distributed into 9 groups, 6 animals per group.

Bipolar electrocautery: A rodent model of Sunderland third-degree nerve injury.

Objective: To determine the Sunderland classification of a bipolar electrocautery injury.

Methods: Twenty-two rats received crush (a reproducible Sunderland second-degree injury) or bipolar electrocautery injury and were evaluated for functional, histomorphometric, and immunohistochemical recovery at 21 or 42 days. Animal experiments were performed between July 3 and December 12, 2007.

Transcardial perfusion versus immersion fixation for assessment of peripheral nerve regeneration.

Accurate assessment of peripheral nerve regeneration requires fixation techniques that preserve tissue in a natural state with minimal artifact. While transcardial perfusion fixation is accepted as the gold standard for tissue fixation, the less cumbersome approach of immersion fixation has been criticized for introducing artifacts in brain tissue. We investigated whether immersion fixation increased artifact compared to perfusion fixation in the rat sciatic nerve.

The impact of motor and sensory nerve architecture on nerve regeneration.

Sensory nerve autografting is the standard of care for injuries resulting in a nerve gap. Recent work demonstrates superior regeneration with motor nerve grafts. Improved regeneration with motor grafting may be a result of the nerve's Schwann cell basal lamina tube size.

Treatment modality affects allograft-derived Schwann cell phenotype and myelinating capacity.

We used peripheral nerve allografts, already employed clinically to reconstruct devastating peripheral nerve injuries, to study Schwann cell (SC) plasticity in adult mice. By modulating the allograft treatment modality we were able to study migratory, denervated, rejecting, and reinnervated phenotypes in transgenic mice whose SCs expressed GFP under regulatory elements of either the S100b (S100-GFP) or nestin (Nestin-GFP) promoters. Well-differentiated SCs strongly expressed S100-GFP, while Nestin-GFP expression was stimulated by denervation, and in some cases, axons were constitutively labeled with CFP to enable in vivo imaging.

Axotomy or compression is required for axonal sprouting following end-to-side neurorrhaphy.

End-to-side (ETS) nerve repair remains an area of intense scrutiny for peripheral nerve surgeon-scientists. In this technique, the transected end of an injured nerve, representing the "recipient" is sutured to the side of an uninjured "donor" nerve. Some works suggest that the recipient limb is repopulated with regenerating collateral axonal sprouts from the donor nerve that go on to form functional synapses.

Role of timing in assessment of nerve regeneration.

Small animal models are indispensable for research on nerve injury and reconstruction, but their superlative regenerative potential may confound experimental interpretation. This study investigated time-dependent neuroregenerative phenomena in rodents. Forty-six Lewis rats were randomized to three nerve allograft groups treated with 2 mg/(kg day) tacrolimus; 5 mg/(kg day) Cyclosporine A; or placebo injection.

Retrograde labeling in peripheral nerve research: it is not all black and white.

Retrograde labeling has become an important method of evaluation for peripheral nerve regeneration after injury. We review the features of the commonly used retrograde tracers Fast Blue, Fluoro-Gold, and Fluoro Ruby in addition to the various application methods (conduit reservoir, intramuscular injection, and crystal powder application) and the techniques used to count stained neurons. Upon application of the staining techniques and dyes in a rat and mouse nerve injury model, Fluoro-Gold was found to stain the greatest number of neurons with all application methods.

Pregabalin does not impact peripheral nerve regeneration after crush injury.

Timely repair and robust regeneration after traumatic peripheral nerve injury are essential to ensure optimal recovery. Pregabalin (Lyrica; Pfizer Inc., Morris Plains, NJ), frequently prescribed to attenuate neuropathic pain in patients with traumatic nerve injury, was evaluated for its potential to alter nerve regeneration in the rat sciatic crush model.

Induction of regional collateral sprouting following muscle denervation.

Objectives/hypothesis: Anecdotal clinical findings suggest that denervated muscle may regain modest functional recovery via spontaneous collateral sprouts from intact adjacent nerve fibers. The current study evaluates the conditions needed for the denervated masseter muscle to induce axonal sprouting from the facial nerve. We hypothesize that epineurial injury is required to induce collateral sprouting toward a neighboring denervated muscle.

Binary imaging analysis for comprehensive quantitative histomorphometry of peripheral nerve.

Quantitative histomorphometry is the current gold standard for objective measurement of nerve architecture and its components. Many methods still in use rely heavily upon manual techniques that are prohibitively time consuming, predisposing to operator fatigue, sampling error, and overall limited reproducibility. More recently, investigators have attempted to combine the speed of automated morphometry with the accuracy of manual and semi-automated methods.

The use of vacuum-assisted closure therapy for the treatment of a large infected facial wound.

Chronic wounds in difficult locations pose constant challenges to health care providers. Negative-pressure wound therapy is a relatively new treatment to promote wound healing. Laboratory and clinical studies have shown that the vacuum-assisted closure (VAC) therapy increases wound blood flow, granulation tissue formation, and decreases accumulation of fluid and bacteria.